From a09f7f17cc4d3bd8365fa02df7033edfc902aa96 Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 20 Dec 2024 16:17:27 +0100 Subject: [PATCH 1/9] DOC: auto-generate sampling plots --- docs/conf.py | 13 +++++++++++++ docs/scripts/example_run.py | 16 ++++++++++++++++ 2 files changed, 29 insertions(+) create mode 100644 docs/scripts/example_run.py diff --git a/docs/conf.py b/docs/conf.py index 33015c00..84813a3b 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -1,8 +1,21 @@ import os +import subprocess import sys import nessai +# -- Run pre-build steps script ---------------------------------------------- + + +def run_external_script(script_path): + """Run a script to generate plots.""" + script_path = os.path.abspath(script_path) + subprocess.run(["python", script_path], check=True) + + +# Generate plots from an example run +run_external_script("scripts/example_run.py") + # -- Path setup -------------------------------------------------------------- sys.path.insert(0, os.path.abspath("../src/nessai/")) diff --git a/docs/scripts/example_run.py b/docs/scripts/example_run.py new file mode 100644 index 00000000..172ed525 --- /dev/null +++ b/docs/scripts/example_run.py @@ -0,0 +1,16 @@ +#!/usr/bin/env python +""" +Script to generate example plots for a run with nessai +""" + +from nessai_models import Gaussian + +from nessai.flowsampler import FlowSampler + +output_dir = "example_run" +model = Gaussian() + +fs = FlowSampler( + model, nlive=500, output=output_dir, checkpointing=False, resume=False +) +fs.run() From 77314ccab98375fc48c0c1e510b702fe7421c7f1 Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 20 Dec 2024 16:27:53 +0100 Subject: [PATCH 2/9] DOC: add explanation of the outputs --- docs/further-details.rst | 7 -- docs/gaussian-example.rst | 50 +------------ docs/index.rst | 1 + docs/outputs.rst | 135 +++++++++++++++++++++++++++++++++++ docs/running-the-sampler.rst | 2 +- 5 files changed, 139 insertions(+), 56 deletions(-) create mode 100644 docs/outputs.rst diff --git a/docs/further-details.rst b/docs/further-details.rst index 035e16f7..ea1d0eab 100644 --- a/docs/further-details.rst +++ b/docs/further-details.rst @@ -151,10 +151,3 @@ via :py:class:`~nessai.flowsampler.FlowSampler`. .. warning:: The checkpoint callback is not included in the output of :python:`__getstate__` and must be specified when resuming the sampler via :py:class:`~nessai.flowsampler.FlowSampler`. - - -Detailed explanation of outputs -=============================== - -.. note:: - This section has not been completed yet diff --git a/docs/gaussian-example.rst b/docs/gaussian-example.rst index 643f8c32..eabed034 100644 --- a/docs/gaussian-example.rst +++ b/docs/gaussian-example.rst @@ -13,51 +13,5 @@ Code Output ====== -In this examples the sampler with save the outputs to ``outdir/2d_examples/``. The following is a explanation of the files in that directory. - -Posterior distribution ----------------------- - -The posterior distribution is plotted in ``posterior_distribution.png``, this includes the distributions for the parameters that were sampled and the distribution of the log-prior and log-likelihood. - -.. image:: assets/posterior_distribution.png - :alt: posterior_distribution.png - - -Trace ------ - -The trace plot shows the nested samples for each parameter as a function of the log-prior volume. - -.. image:: assets/trace.png - :alt: trace.png - - -State ------ - -The *state* plot shows all the statistics which are tracked during sampling as a function of iteration. From top to bottom these are - -* The minimum and maximum log-likelihood of the current set of live points -* The cumulative number of likelihood evaluations -* The current log-evidence :math:`\log Z` and fraction change in evidence :math:`\text{d}Z` -* The acceptance of the population and proposal stages alongside the radius use for each population stage. -* The :math:`p`-value of the insertion indices every ``nlive`` live points - -The iterations at which the normalising flow has been trained are indicated with vertical lines and total sampling-time is shown at the top of the plot. - -.. image:: assets/state.png - :alt: state.png - - -Insertion indices ------------------ - -The distribution of the insertion indices for all of the nested samples is shown on the left along with the expect uniform distribution and the 1-sigma bounds determined by the total number of live points. The cumulative mass function is shown on the right where the uniform function is shown with a dashed line, the overall distribution shown in blue and the distribution every ``nlive`` live point shown in light grey. - - -.. image:: assets/insertion_indices.png - :alt: insertion_indices.png - - -This plot is useful when checking if the sampler is correctly converged, a non-uniform distribution indicates the sampler is either under or over-constrained. +In this examples the sampler with save the outputs to ``outdir/2d_examples/``. +For an explanation of the outputs see :ref:`understanding the outputs`. diff --git a/docs/index.rst b/docs/index.rst index 8514c73e..65606e8d 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -15,6 +15,7 @@ For questions or other support, please either use our `gitter room ` +For a more detail explanation of outputs and examples, see :ref:`here` Complete examples From 3a5a766a4ee6b0bb5ed4818b92c3a44d106a629f Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 20 Dec 2024 16:28:16 +0100 Subject: [PATCH 3/9] DOC: update requirements --- docs/requirements.txt | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/requirements.txt b/docs/requirements.txt index 6e2c44ff..73b21576 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -3,3 +3,5 @@ numpydoc sphinx-autoapi sphinx_tabs sphinx-book-theme +nessai +nessai-models From 9d34601b240cbe36bccc53d0a1061b831f1eeff6 Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 20 Dec 2024 16:50:30 +0100 Subject: [PATCH 4/9] DOC: use python for code blocks --- docs/conf.py | 2 ++ docs/further-details.rst | 56 ++++++++++++---------------------------- 2 files changed, 19 insertions(+), 39 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 84813a3b..78071022 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -39,6 +39,8 @@ def run_external_script(script_path): "sphinx.ext.inheritance_diagram", "sphinx_tabs.tabs", "autoapi.extension", + "IPython.sphinxext.ipython_console_highlighting", + "IPython.sphinxext.ipython_directive", ] templates_path = ["_templates"] exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] diff --git a/docs/further-details.rst b/docs/further-details.rst index ea1d0eab..36cec75e 100644 --- a/docs/further-details.rst +++ b/docs/further-details.rst @@ -9,50 +9,28 @@ Live points in ``nessai`` are stored in numpy structured arrays. These are array Here's an example of constructing a live point: -.. code-block:: python +.. ipython:: python - >>> from nessai.livepoint import parameters_to_live_point - >>> x = parameters_to_live_point([1, 2], ['a', 'b']) - >>> print(x) # the live point - (1., 2., 0., 0.) - >>> print(x.dtype.names) - ('a', 'b', 'logP', 'logL') - >>> print(x['a']) # the value of parameter 'a' - 1.0 + from nessai.livepoint import parameters_to_live_point + x = parameters_to_live_point([1, 2], ['a', 'b']) + print(x) # the live point + print(x.dtype.names) + print(x['a']) # the value of parameter 'a' Importantly the structured arrays used for live points can also contain multiple live points: -.. code-block:: python - - >>> from nessai.livepoint import numpy_array_to_live_points - >>> import numpy as np - >>> rng = np.random.default_rng() - >>> x = rng.random((10, 2)) # 10 live points with 2 parameters - >>> print(x) - [[0.72451217 0.1788154 ] - [0.31549832 0.55898106] - [0.74000576 0.73103116] - [0.37362176 0.25791271] - [0.61056168 0.05940721] - [0.33988486 0.54106604] - [0.82653691 0.14523437] - [0.62390321 0.32606928] - [0.21743918 0.23915047] - [0.45478996 0.09699358]] - >>> y = numpy_array_to_live_points(x, ['a', 'b']) # call the parameters a and b - >>> print(y) - array([(0.72451217, 0.1788154 , 0., 0.), (0.31549832, 0.55898106, 0., 0.), - (0.74000576, 0.73103116, 0., 0.), (0.37362176, 0.25791271, 0., 0.), - (0.61056168, 0.05940721, 0., 0.), (0.33988486, 0.54106604, 0., 0.), - (0.82653691, 0.14523437, 0., 0.), (0.62390321, 0.32606928, 0., 0.), - (0.21743918, 0.23915047, 0., 0.), (0.45478996, 0.09699358, 0., 0.)], - dtype=[('a', '>> y['a'] # all the values of a - array([0.72451217, 0.31549832, 0.74000576, 0.37362176, 0.61056168, - 0.33988486, 0.82653691, 0.62390321, 0.21743918, 0.45478996]) - >>> y[0] # the first live point - (0.72451217, 0.1788154, 0., 0.) +.. ipython:: python + + from nessai.livepoint import numpy_array_to_live_points + import numpy as np + rng = np.random.default_rng(42) + x = rng.random((10, 2)) # 10 live points with 2 parameters + print(x) + y = numpy_array_to_live_points(x, ['a', 'b']) # call the parameters a and b + print(y) + y['a'] # all the values of a + y[0] # the first live point Using analytic priors From 7bce3e066ffb5750ed969a732a00a84d219b83db Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 20 Dec 2024 16:52:23 +0100 Subject: [PATCH 5/9] DOC: remove old assets --- docs/assets/insertion_indices.png | Bin 40373 -> 0 bytes docs/assets/logXlogL.png | Bin 25386 -> 0 bytes docs/assets/posterior_distribution.png | Bin 70482 -> 0 bytes docs/assets/state.png | Bin 159636 -> 0 bytes docs/assets/trace.png | Bin 20221 -> 0 bytes 5 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 docs/assets/insertion_indices.png delete mode 100644 docs/assets/logXlogL.png delete mode 100644 docs/assets/posterior_distribution.png delete mode 100644 docs/assets/state.png delete mode 100644 docs/assets/trace.png diff --git 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From 3fc038c709bb82696493afc8be847d6eef9e8831 Mon Sep 17 00:00:00 2001 From: mj-will Date: Thu, 2 Jan 2025 10:10:16 +0100 Subject: [PATCH 6/9] DOC: add ipython to requirements --- docs/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/requirements.txt b/docs/requirements.txt index 73b21576..18aa2ba4 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -5,3 +5,4 @@ sphinx_tabs sphinx-book-theme nessai nessai-models +ipython From b188a7b9e7ce43e0e9ba2c3259598122e855a267 Mon Sep 17 00:00:00 2001 From: mj-will Date: Thu, 2 Jan 2025 12:59:55 +0100 Subject: [PATCH 7/9] DOC: fix link --- docs/further-details.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/further-details.rst b/docs/further-details.rst index 36cec75e..9cac5903 100644 --- a/docs/further-details.rst +++ b/docs/further-details.rst @@ -5,7 +5,8 @@ Further details Using live points ================= -Live points in ``nessai`` are stored in numpy structured arrays. These are array have fields which can be accessed like the values of dictionaries but they can also be indexed. ``nessai`` include various functions for constructing live point arrays and also converting these arrays to other common python formats, see mod:`nessai.livepoint` +Live points in ``nessai`` are stored in numpy structured arrays. These are array have fields which can be accessed like the values of dictionaries but they can also be indexed. +``nessai`` include various functions for constructing live point arrays and also converting these arrays to other common python formats, see :py:mod:`nessai.livepoint` Here's an example of constructing a live point: From 38f1fc0bac70e0a64fddfbfc05cd62e3f5c31dea Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 3 Jan 2025 16:45:10 +0100 Subject: [PATCH 8/9] MAINT: add gitignore for docs --- docs/.gitignore | 1 + 1 file changed, 1 insertion(+) create mode 100644 docs/.gitignore diff --git a/docs/.gitignore b/docs/.gitignore new file mode 100644 index 00000000..7ea23057 --- /dev/null +++ b/docs/.gitignore @@ -0,0 +1 @@ +example_run From d844216b964911102ca451902d413e3ec947cf6e Mon Sep 17 00:00:00 2001 From: mj-will Date: Fri, 3 Jan 2025 16:52:05 +0100 Subject: [PATCH 9/9] DOC: update citation --- docs/index.rst | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/docs/index.rst b/docs/index.rst index 65606e8d..3e55d9e5 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -73,6 +73,10 @@ If you find ``nessai`` useful in your work please cite the DOI for this code and archivePrefix = "arXiv", primaryClass = "astro-ph.IM", reportNumber = "LIGO-P2200283", - month = "2", + doi = "10.1088/2632-2153/acd5aa", + journal = "Mach. Learn. Sci. Tech.", + volume = "4", + number = "3", + pages = "035011", year = "2023" }