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{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-13T16:13:45","documenter_version":"1.8.0"}}
{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-13T20:52:41","documenter_version":"1.8.0"}}
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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · RecurrentLayers.jl</title><meta name="title" content="Home · RecurrentLayers.jl"/><meta property="og:title" content="Home · RecurrentLayers.jl"/><meta property="twitter:title" content="Home · RecurrentLayers.jl"/><meta name="description" content="Documentation for RecurrentLayers.jl."/><meta property="og:description" content="Documentation for RecurrentLayers.jl."/><meta property="twitter:description" content="Documentation for RecurrentLayers.jl."/><meta property="og:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><meta property="twitter:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><link rel="canonical" href="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><script data-outdated-warner src="assets/warner.js"></script><link 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src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script><link href="assets/favicon.ico" rel="icon" type="image/x-icon"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href><img src="assets/logo.png" alt="RecurrentLayers.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href>RecurrentLayers.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Implemented-layers"><span>Implemented layers</span></a></li><li><a class="tocitem" href="#Contributing"><span>Contributing</span></a></li></ul></li><li><span class="tocitem">API Documentation</span><ul><li><a class="tocitem" href="api/cells/">Cells</a></li><li><a class="tocitem" href="api/wrappers/">Cell Wrappers</a></li></ul></li><li><a class="tocitem" href="roadmap/">Roadmap</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="RecurrentLayers"><a class="docs-heading-anchor" href="#RecurrentLayers">RecurrentLayers</a><a id="RecurrentLayers-1"></a><a class="docs-heading-anchor-permalink" href="#RecurrentLayers" title="Permalink"></a></h1><p>RecurrentLayers.jl extends <a href="https://github.com/FluxML/Flux.jl">Flux.jl</a> recurrent layers offering by providing implementations of bleeding edge recurrent layers not commonly available in base deep learning libraries. It is designed for a seamless integration with the larger Flux ecosystem, enabling researchers and practitioners to leverage the latest developments in recurrent neural networks.</p><h2 id="Implemented-layers"><a class="docs-heading-anchor" href="#Implemented-layers">Implemented layers</a><a id="Implemented-layers-1"></a><a class="docs-heading-anchor-permalink" href="#Implemented-layers" title="Permalink"></a></h2><ul><li>Minimal gated unit as <code>MGUCell</code> <a href="https://arxiv.org/abs/1603.09420">arxiv</a></li><li>Light gated recurrent unit as <code>LiGRUCell</code> <a href="https://arxiv.org/abs/1803.10225">arxiv</a></li><li>Independently recurrent neural networks as <code>IndRNNCell</code> <a href="https://arxiv.org/abs/1803.04831">arxiv</a></li><li>Recurrent addictive networks as <code>RANCell</code> <a href="https://arxiv.org/abs/1705.07393">arxiv</a></li><li>Recurrent highway network as <code>RHNCell</code> <a href="https://arxiv.org/pdf/1607.03474">arixv</a></li><li>Light recurrent unit as <code>LightRUCell</code> <a href="https://www.mdpi.com/2079-9292/13/16/3204">pub</a></li><li>Neural architecture search unit <code>NASCell</code> <a href="https://arxiv.org/abs/1611.01578">arxiv</a></li><li>Evolving recurrent neural networks as <code>MUT1Cell</code>, <code>MUT2Cell</code>, <code>MUT3Cell</code> <a href="https://proceedings.mlr.press/v37/jozefowicz15.pdf">pub</a></li><li>Structurally constrained recurrent neural network as <code>SCRNCell</code> <a href="https://arxiv.org/pdf/1412.7753">arxiv</a></li><li>Peephole long short term memory as <code>PeepholeLSTMCell</code> <a href="https://www.jmlr.org/papers/volume3/gers02a/gers02a.pdf">pub</a></li><li><code>FastRNNCell</code> and <code>FastGRNNCell</code> <a href="https://arxiv.org/pdf/1901.02358">arxiv</a></li></ul><h2 id="Contributing"><a class="docs-heading-anchor" href="#Contributing">Contributing</a><a id="Contributing-1"></a><a class="docs-heading-anchor-permalink" href="#Contributing" title="Permalink"></a></h2><p>Contributions are always welcome! We specifically look for :</p><ul><li>Recurrent cells you would like to see implemented </li><li>Benchmarks</li><li>Any bugs and mistakes of course!</li><li>Documentation, in any form: examples, how tos, docstrings </li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="api/cells/">Cells »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Friday 13 December 2024 16:13">Friday 13 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · RecurrentLayers.jl</title><meta name="title" content="Home · RecurrentLayers.jl"/><meta property="og:title" content="Home · RecurrentLayers.jl"/><meta property="twitter:title" content="Home · RecurrentLayers.jl"/><meta name="description" content="Documentation for RecurrentLayers.jl."/><meta property="og:description" content="Documentation for RecurrentLayers.jl."/><meta property="twitter:description" content="Documentation for RecurrentLayers.jl."/><meta property="og:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><meta property="twitter:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><link rel="canonical" href="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script><link href="assets/favicon.ico" rel="icon" type="image/x-icon"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href><img src="assets/logo.png" alt="RecurrentLayers.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href>RecurrentLayers.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Implemented-layers"><span>Implemented layers</span></a></li><li><a class="tocitem" href="#Contributing"><span>Contributing</span></a></li></ul></li><li><span class="tocitem">API Documentation</span><ul><li><a class="tocitem" href="api/cells/">Cells</a></li><li><a class="tocitem" href="api/wrappers/">Cell Wrappers</a></li></ul></li><li><a class="tocitem" href="roadmap/">Roadmap</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="RecurrentLayers"><a class="docs-heading-anchor" href="#RecurrentLayers">RecurrentLayers</a><a id="RecurrentLayers-1"></a><a class="docs-heading-anchor-permalink" href="#RecurrentLayers" title="Permalink"></a></h1><p>RecurrentLayers.jl extends <a href="https://github.com/FluxML/Flux.jl">Flux.jl</a> recurrent layers offering by providing implementations of bleeding edge recurrent layers not commonly available in base deep learning libraries. It is designed for a seamless integration with the larger Flux ecosystem, enabling researchers and practitioners to leverage the latest developments in recurrent neural networks.</p><h2 id="Implemented-layers"><a class="docs-heading-anchor" href="#Implemented-layers">Implemented layers</a><a id="Implemented-layers-1"></a><a class="docs-heading-anchor-permalink" href="#Implemented-layers" title="Permalink"></a></h2><ul><li>Minimal gated unit as <code>MGUCell</code> <a href="https://arxiv.org/abs/1603.09420">arxiv</a></li><li>Light gated recurrent unit as <code>LiGRUCell</code> <a href="https://arxiv.org/abs/1803.10225">arxiv</a></li><li>Independently recurrent neural networks as <code>IndRNNCell</code> <a href="https://arxiv.org/abs/1803.04831">arxiv</a></li><li>Recurrent addictive networks as <code>RANCell</code> <a href="https://arxiv.org/abs/1705.07393">arxiv</a></li><li>Recurrent highway network as <code>RHNCell</code> <a href="https://arxiv.org/pdf/1607.03474">arixv</a></li><li>Light recurrent unit as <code>LightRUCell</code> <a href="https://www.mdpi.com/2079-9292/13/16/3204">pub</a></li><li>Neural architecture search unit <code>NASCell</code> <a href="https://arxiv.org/abs/1611.01578">arxiv</a></li><li>Evolving recurrent neural networks as <code>MUT1Cell</code>, <code>MUT2Cell</code>, <code>MUT3Cell</code> <a href="https://proceedings.mlr.press/v37/jozefowicz15.pdf">pub</a></li><li>Structurally constrained recurrent neural network as <code>SCRNCell</code> <a href="https://arxiv.org/pdf/1412.7753">arxiv</a></li><li>Peephole long short term memory as <code>PeepholeLSTMCell</code> <a href="https://www.jmlr.org/papers/volume3/gers02a/gers02a.pdf">pub</a></li><li><code>FastRNNCell</code> and <code>FastGRNNCell</code> <a href="https://arxiv.org/pdf/1901.02358">arxiv</a></li></ul><h2 id="Contributing"><a class="docs-heading-anchor" href="#Contributing">Contributing</a><a id="Contributing-1"></a><a class="docs-heading-anchor-permalink" href="#Contributing" title="Permalink"></a></h2><p>Contributions are always welcome! We specifically look for :</p><ul><li>Recurrent cells you would like to see implemented </li><li>Benchmarks</li><li>Any bugs and mistakes of course!</li><li>Documentation, in any form: examples, how tos, docstrings </li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="api/cells/">Cells »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Friday 13 December 2024 20:52">Friday 13 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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