From 62b86678cbe53b6edb44cf8ae8495bbd2c0a3d96 Mon Sep 17 00:00:00 2001 From: Du Phan Date: Tue, 3 Nov 2020 11:31:28 -0600 Subject: [PATCH] Update documentation page (#791) --- .github/workflows/ci.yml | 1 + .gitignore | 1 - docs/Makefile | 3 +- docs/requirements.txt | 10 +- docs/source/_static/css/pyro.css | 10 +- docs/source/_static/img/examples/bnn.png | Bin 0 -> 30699 bytes docs/source/_static/img/examples/funnel.png | Bin 0 -> 35123 bytes docs/source/_static/img/examples/gp.png | Bin 0 -> 25617 bytes docs/source/_static/img/examples/hmm.png | Bin 0 -> 58474 bytes docs/source/_static/img/examples/neutra.png | Bin 0 -> 116283 bytes docs/source/_static/img/examples/ode.png | Bin 0 -> 58586 bytes .../img/examples/stochastic_volatility.png | Bin 0 -> 44446 bytes docs/source/_static/img/examples/ucbadmit.png | Bin 0 -> 20132 bytes docs/source/api.rst | 39 +++++++ docs/source/conf.py | 107 +++++++++++++++++- docs/source/index.rst | 73 +++++++----- examples/annotation.py | 4 +- examples/baseball.py | 6 +- examples/bnn.py | 4 +- examples/funnel.py | 4 +- examples/gp.py | 4 +- examples/hmm.py | 4 +- examples/hmm_enum.py | 4 +- examples/neutra.py | 4 +- examples/ode.py | 6 +- examples/proportion_test.py | 4 +- examples/sparse_regression.py | 4 +- examples/stochastic_volatility.py | 4 +- examples/ucbadmit.py | 4 +- examples/vae.py | 4 +- ...esian_hierarchical_linear_regression.ipynb | 2 +- notebooks/source/bayesian_imputation.ipynb | 6 +- notebooks/source/conf.py | 85 +------------- notebooks/source/discrete_imputation.ipynb | 2 +- notebooks/source/index.rst | 10 +- setup.py | 2 +- 36 files changed, 245 insertions(+), 166 deletions(-) create mode 100644 docs/source/_static/img/examples/bnn.png create mode 100644 docs/source/_static/img/examples/funnel.png create mode 100644 docs/source/_static/img/examples/gp.png create mode 100644 docs/source/_static/img/examples/hmm.png create mode 100644 docs/source/_static/img/examples/neutra.png create mode 100644 docs/source/_static/img/examples/ode.png create mode 100644 docs/source/_static/img/examples/stochastic_volatility.png create mode 100644 docs/source/_static/img/examples/ucbadmit.png create mode 100644 docs/source/api.rst diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index e0d2f92ac..78a530886 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -24,6 +24,7 @@ jobs: python-version: ${{ matrix.python-version }} - name: Install dependencies run: | + sudo apt install -y pandoc python -m pip install --upgrade pip pip install https://github.com/pyro-ppl/funsor/archive/master.zip pip install jaxlib diff --git a/.gitignore b/.gitignore index b7bc186d3..4259586b1 100644 --- a/.gitignore +++ b/.gitignore @@ -2,7 +2,6 @@ numpyro.egg-info __pycache__/ .ipynb_checkpoints/ build -notebooks/source/examples/ # built / compiled *.pyc diff --git a/docs/Makefile b/docs/Makefile index c714e0cab..c81a709d8 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -17,4 +17,5 @@ help: # Catch-all target: route all unknown targets to Sphinx using the new # "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). %: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + -@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + git clean -dfx source/ diff --git a/docs/requirements.txt b/docs/requirements.txt index 49204fa63..6452ff6ce 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,7 +1,9 @@ +dm-haiku +flax +funsor jax>=0.1.65 jaxlib>=0.1.45 -git+git://github.com/pyro-ppl/funsor@master#egg=funsor -tqdm +nbsphinx +sphinx-gallery tfp_nightly # TODO: change this to stable release -flax -dm-haiku +tqdm diff --git a/docs/source/_static/css/pyro.css b/docs/source/_static/css/pyro.css index 335d437a8..68999aa1f 100644 --- a/docs/source/_static/css/pyro.css +++ b/docs/source/_static/css/pyro.css @@ -26,4 +26,12 @@ .wy-side-nav-search>a img.logo, .wy-side-nav-search .wy-dropdown>a img.logo { 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zVUH8J71So!WT;CJ?aklVU9cjcTU%S(;_C2-tM`{q;Mul$u^}R}tc?ki0;}d?3>9(J z*fQUO>a&-Dfq0n$o(DbzmOGa-D?C2f-^6Ssx-hyP5o>~G^H!{|5?0`ADB?tv5E2m4 z_%Y*whHU%;N1j4rPK1Z`%p2>NA4D{f|J$ZrGrR@IT~G))OaoAVC4&x2meD%WB;m zN(W-?%|h%rDUCIg0sJPMdBD88+o?_RE?=Tek^aN~>z~GtWEAm( zwKcC))p!+9azZgH5pn%^x|^@SX+(uhB}N{A_Y$o?hCvAD23t21`0hNghvoO=pi+&M z1}HZ*2t*(r4@4dV>|cz1KMTKlwpGWFl$ghl^P2la*`X^AA&D?#F~UjArV{VnfN_eF zv;{Q_V*C-LlpKleM7-T$s6K)S5)@w7!Bq5Tunw#C*D2Rs{9xr5i(Nc%c&gV~RE@S~ z(K(-H>e3_o>9x`WIs=+O&4r>Dq;fzDKJSXkMaW@3R|bS$legMrtiQO2xkezh~Tjx zhD62$APw3l0ThXeaD>@GRq#?Ex;bMZ*5qwRs^gzLeOiZ6q-w&hLo-DwgL(kZABmR% zJT+o`gGdHqAm}07P20Mp{-3N1j$%!j`+PAZ zK#W5TKy|f~ + Interactive online version: + + + Open In Colab + + + +""".replace(r"{tag}", tag) + + +# -- Copy README files + +# replace "# NumPyro" by "# Getting Started with NumPyro" +with open('../../README.md', 'rt') as f: + lines = f.readlines() + for i, line in enumerate(lines): + if "# NumPyro" == line.rstrip(): + break + lines = lines[i:] + lines[0] = "# Getting Started with NumPyro\n" + text = "\n".join(lines) + +with open('getting_started.rst', 'wt') as f: + f.write(nbsphinx.markdown2rst(text)) + + +# -- Copy notebook files + +if not os.path.exists('tutorials'): + os.makedirs('tutorials') + +for src_file in glob.glob('../../notebooks/source/*.ipynb'): + dst_file = os.path.join('tutorials', src_file.split("/")[-1]) + shutil.copy(src_file, 'tutorials/') + +# add index file to `tutorials` path, `:orphan:` is used to +# tell sphinx that this rst file needs not to be appeared in toctree +with open('../../notebooks/source/index.rst', 'rt') as f1: + with open('tutorials/index.rst', 'wt') as f2: + f2.write(":orphan:\n\n") + f2.write(f1.read()) + + +# -- Convert scripts to notebooks + +sphinx_gallery_conf = { + 'examples_dirs': ['../../examples'], + 'gallery_dirs': ['examples'], + # only execute files beginning with plot_ + 'filename_pattern': '/plot_', + 'ignore_pattern': '(minipyro|covtype|__init__)', +} + + +# -- Add thumbnails images + +nbsphinx_thumbnails = {} + +for src_file in (glob.glob('../../notebooks/source/*.ipynb') + glob.glob('../../examples/*.py')): + toctree_path = "tutorials/" if src_file.endswith("ipynb") else "examples/" + filename = os.path.splitext(src_file.split("/")[-1])[0] + png_path = "_static/img/" + toctree_path + filename + ".png" + # use Pyro logo if not exist png file + if not os.path.exists(png_path): + png_path = "_static/img/pyro_logo_wide.png" + nbsphinx_thumbnails[toctree_path + filename] = png_path + + # -- Options for HTML output ------------------------------------------------- # logo diff --git a/docs/source/index.rst b/docs/source/index.rst index 00ff7c044..5251556b7 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -5,41 +5,58 @@ NumPyro documentation ===================== .. toctree:: - :glob: - :maxdepth: 2 - :caption: Modeling: - - primitives - handlers + :maxdepth: 1 + getting_started .. toctree:: - :glob: - :maxdepth: 2 - :caption: Distributions: - - distributions - - -.. toctree:: - :glob: - :maxdepth: 2 - :caption: Inference: - - mcmc - svi - autoguide - reparam - funsor - optimizers - diagnostics - utilities + :maxdepth: 1 + :caption: API and Developer Reference + + api + Change Log + +.. nbgallery:: + :maxdepth: 1 + :caption: Introductory Tutorials + :name: introductory-tutorials + + tutorials/bayesian_regression + tutorials/bayesian_hierarchical_linear_regression + examples/baseball + examples/vae + examples/funnel + examples/stochastic_volatility + +.. nbgallery:: + :maxdepth: 1 + :caption: Discrete Latent Variables + :name: discrete-latent-variables + + examples/annotation + examples/hmm_enum + tutorials/discrete_imputation + +.. nbgallery:: + :maxdepth: 1 + :caption: Applications + :name: applications + + tutorials/time_series_forecasting + tutorials/ordinal_regression + tutorials/bayesian_imputation + examples/gp + examples/bnn + examples/sparse_regression + examples/proportion_test + examples/ucbadmit + examples/ode + examples/neutra Indices and tables ================== * :ref:`genindex` +* :ref:`modindex` * :ref:`search` - -.. * :ref:`modindex` diff --git a/examples/annotation.py b/examples/annotation.py index 5a0877cb4..f820dd8a4 100644 --- a/examples/annotation.py +++ b/examples/annotation.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Bayesian Models of Annotation -============================= +Example: Bayesian Models of Annotation +====================================== In this example, we run MCMC for various crowdsourced annotation models in [1]. diff --git a/examples/baseball.py b/examples/baseball.py index 97d527c1e..de6a52293 100644 --- a/examples/baseball.py +++ b/examples/baseball.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Baseball -======== +Example: Baseball Batting Average +================================= Original example from Pyro: https://github.com/pyro-ppl/pyro/blob/dev/examples/baseball.py @@ -197,7 +197,7 @@ def main(args): if __name__ == "__main__": assert numpyro.__version__.startswith('0.4.1') - parser = argparse.ArgumentParser(description="Baseball batting average using HMC") + parser = argparse.ArgumentParser(description="Baseball batting average using MCMC") parser.add_argument("-n", "--num-samples", nargs="?", default=3000, type=int) parser.add_argument("--num-warmup", nargs='?', default=1500, type=int) parser.add_argument("--num-chains", nargs='?', default=1, type=int) diff --git a/examples/bnn.py b/examples/bnn.py index c1d8329f8..679570352 100644 --- a/examples/bnn.py +++ b/examples/bnn.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Bayesian Neural Network -======================= +Example: Bayesian Neural Network +================================ We demonstrate how to use NUTS to do inference on a simple (small) Bayesian neural network with two hidden layers. diff --git a/examples/funnel.py b/examples/funnel.py index 9376b0cf6..355a2f55c 100644 --- a/examples/funnel.py +++ b/examples/funnel.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Neal's Funnel -============= +Example: Neal's Funnel +====================== This example, which is adapted from [1], illustrates how to leverage non-centered parameterization using the class :class:`numpyro.distributions.TransformedDistribution`. diff --git a/examples/gp.py b/examples/gp.py index 244d5e26b..5197c8976 100644 --- a/examples/gp.py +++ b/examples/gp.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Gaussian Process -================ +Example: Gaussian Process +========================= In this example we show how to use NUTS to sample from the posterior over the hyperparameters of a gaussian process. diff --git a/examples/hmm.py b/examples/hmm.py index 024ab7f08..d3d09356d 100644 --- a/examples/hmm.py +++ b/examples/hmm.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Hidden Markov Model -=================== +Example: Hidden Markov Model +============================ In this example, we will follow [1] to construct a semi-supervised Hidden Markov Model for a generative model with observations are words and latent variables diff --git a/examples/hmm_enum.py b/examples/hmm_enum.py index 6f4dff224..bd6a114d7 100644 --- a/examples/hmm_enum.py +++ b/examples/hmm_enum.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Enumerate Hidden Markov Model -============================= +Example: Enumerate Hidden Markov Model +====================================== This example is ported from [1], which shows how to marginalize out discrete model variables in Pyro. diff --git a/examples/neutra.py b/examples/neutra.py index 6e5d3f0ab..d3d6ae6b5 100644 --- a/examples/neutra.py +++ b/examples/neutra.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Neural Transport -================ +Example: Neural Transport +========================= This example illustrates how to use a trained AutoBNAFNormal autoguide to transform a posterior to a Gaussian-like one. The transform will be used to get better mixing rate for NUTS sampler. diff --git a/examples/ode.py b/examples/ode.py index a21c65f0c..c402e3585 100644 --- a/examples/ode.py +++ b/examples/ode.py @@ -1,6 +1,6 @@ """ -Predator-Prey Model -=================== +Example: Predator-Prey Model +============================ This example replicates the great case study [1], which leverages the Lotka-Volterra equation [2] to describe the dynamics of Canada lynx (predator) and snowshoe hare @@ -11,7 +11,7 @@ 1. Bob Carpenter (2018), `"Predator-Prey Population Dynamics: the Lotka-Volterra model in Stan" `_. - 2. https://en.wikipedia.org/wiki/Lotka–Volterra_equations + 2. https://en.wikipedia.org/wiki/Lotka-Volterra_equations 3. http://people.whitman.edu/~hundledr/courses/M250F03/M250.html """ diff --git a/examples/proportion_test.py b/examples/proportion_test.py index 057f7ba30..2e9ce6205 100644 --- a/examples/proportion_test.py +++ b/examples/proportion_test.py @@ -1,6 +1,6 @@ """ -Proportion Test -=============== +Example: Proportion Test +======================== You are managing a business and want to test if calling your customers will increase their chance of making a purchase. You get 100,000 customer records and call roughly half of them and record if they make a purchase in the next three months. diff --git a/examples/sparse_regression.py b/examples/sparse_regression.py index 19fc2e820..a7bd8563d 100644 --- a/examples/sparse_regression.py +++ b/examples/sparse_regression.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Sparse Regression -================= +Example: Sparse Regression +========================== We demonstrate how to do (fully Bayesian) sparse linear regression using the approach described in [1]. This approach is particularly suitable for situations diff --git a/examples/stochastic_volatility.py b/examples/stochastic_volatility.py index 7a8021cd9..45d581394 100644 --- a/examples/stochastic_volatility.py +++ b/examples/stochastic_volatility.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Stochastic Volatility -===================== +Example: Stochastic Volatility +============================== Generative model: diff --git a/examples/ucbadmit.py b/examples/ucbadmit.py index 6f1c667ba..ae2938ef7 100644 --- a/examples/ucbadmit.py +++ b/examples/ucbadmit.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Generalized Linear Mixed Models -=============================== +Example: Generalized Linear Mixed Models +======================================== The UCBadmit data is sourced from the study [1] of gender biased in graduate admissions at UC Berkeley in Fall 1973: diff --git a/examples/vae.py b/examples/vae.py index 50e6567d2..37d5d3e29 100644 --- a/examples/vae.py +++ b/examples/vae.py @@ -2,8 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 """ -Variational Autoencoder -======================= +Example: Variational Autoencoder +================================ """ import argparse diff --git a/notebooks/source/bayesian_hierarchical_linear_regression.ipynb b/notebooks/source/bayesian_hierarchical_linear_regression.ipynb index b242e0a1a..4183b699b 100644 --- a/notebooks/source/bayesian_hierarchical_linear_regression.ipynb +++ b/notebooks/source/bayesian_hierarchical_linear_regression.ipynb @@ -584,7 +584,7 @@ "- The model predicts a higher uncertainty where the data points are more disperse (1st and 3rd patients). Conversely, where the points are closely grouped together (2nd patient), the model predicts a higher confidence (narrower light orange region)\n", "- Finally, in all patients, we can see that the uncertainty grows as the look more into the future: the light orange region widens as the # of weeks grow!\n", "\n", - "## 4.3. Computing the modified Laplace Log Likelihood and RMSE\n", + "### 4.3. Computing the modified Laplace Log Likelihood and RMSE\n", "\n", "As mentioned earlier, the competition was evaluated on a modified version of the Laplace Log Likelihood. In medical applications, it is useful to evaluate a model's confidence in its decisions. Accordingly, the metric is designed to reflect both the accuracy and certainty of each prediction.\n", "\n", diff --git a/notebooks/source/bayesian_imputation.ipynb b/notebooks/source/bayesian_imputation.ipynb index ee1fd0755..498af5b80 100644 --- a/notebooks/source/bayesian_imputation.ipynb +++ b/notebooks/source/bayesian_imputation.ipynb @@ -53,7 +53,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Dataset" + "## Dataset" ] }, { @@ -308,7 +308,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Prepare data" + "## Prepare data" ] }, { @@ -530,7 +530,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Sampling" + "## Sampling" ] }, { diff --git a/notebooks/source/conf.py b/notebooks/source/conf.py index c943fcdc0..77a67161b 100644 --- a/notebooks/source/conf.py +++ b/notebooks/source/conf.py @@ -1,12 +1,8 @@ # Copyright Contributors to the Pyro project. # SPDX-License-Identifier: Apache-2.0 -import glob import os -import shutil -from sphinx_gallery.scrapers import figure_rst -from sphinx_gallery.sorting import FileNameSortKey import sphinx_rtd_theme # -*- coding: utf-8 -*- @@ -48,7 +44,6 @@ 'nbsphinx', 'sphinx.ext.autodoc', 'IPython.sphinxext.ipython_console_highlighting', - 'sphinx_gallery.gen_gallery', ] # Add any paths that contain templates here, relative to this directory. @@ -98,8 +93,7 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. # This patterns also effect to html_static_path and html_extra_path -exclude_patterns = ['.ipynb_checkpoints', 'logistic_regression.ipynb', - 'examples/*ipynb', 'examples/*py'] +exclude_patterns = ['.ipynb_checkpoints', 'logistic_regression.ipynb'] # The name of the Pygments (syntax highlighting) style to use. pygments_style = 'sphinx' @@ -110,83 +104,6 @@ # extend timeout nbsphinx_timeout = 120 -# -- Options for gallery -------------------------------------------------- - -# examples with order -EXAMPLES = [ - 'baseball.py', - 'bnn.py', - 'funnel.py', - 'gp.py', - 'ucbadmit.py', - 'hmm.py', - 'neutra.py', - 'ode.py', - 'sparse_regression.py', - 'stochastic_volatility.py', - 'vae.py', -] - - -class GalleryFileNameSortKey(FileNameSortKey): - def __call__(self, filename): - if filename in EXAMPLES: - return "{:02d}".format(EXAMPLES.index(filename)) - else: # not in examples list, sort by name - return "99" + filename - - -# Adapted from https://sphinx-gallery.github.io/stable/advanced.html#example-2-detecting-image-files-on-disk -# -# Custom images can be put in _static/img folder, with the pattern -# sphx_glr_[name_of_example]_1.png -# Note that this also displays the image in the example page. -# To not display the image, we can add the following lines -# at the end of __call__ method: -# if "sparse_regression" in images_rst: -# images_rst = "" -# return images_rst -# -# If there are several images for an example, we can select -# which one to be the thumbnail image by adding a comment -# in the example script -# # sphinx_gallery_thumbnail_number = 2 -class PNGScraper(object): - def __init__(self): - self.seen = set() - - def __repr__(self): - return 'PNGScraper' - - def __call__(self, block, block_vars, gallery_conf): - # Find all PNG files in the directory of this example. - pngs = sorted(glob.glob(os.path.join(os.path.dirname(__file__), '_static/img/sphx_glr_*.png'))) - - # Iterate through PNGs, copy them to the sphinx-gallery output directory - image_names = list() - image_path_iterator = block_vars['image_path_iterator'] - for png in pngs: - if png not in self.seen: - self.seen |= set(png) - this_image_path = image_path_iterator.next() - image_names.append(this_image_path) - shutil.copy(png, this_image_path) - # Use the `figure_rst` helper function to generate rST for image files - images_rst = figure_rst(image_names, gallery_conf['src_dir']) - return images_rst - - -sphinx_gallery_conf = { - 'examples_dirs': ['../../examples'], - 'gallery_dirs': ['examples'], - # slow examples can be added to here to avoid execution - 'filename_pattern': r'(?!hmm_enum)\b\w+.py\b', - 'ignore_pattern': '(minipyro|covtype|__init__)', - 'within_subsection_order': GalleryFileNameSortKey, - 'image_scrapers': ('matplotlib', PNGScraper()), - 'default_thumb_file': 'source/_static/img/pyro_logo_wide.png', -} - # -- Options for HTML output ---------------------------------------------- diff --git a/notebooks/source/discrete_imputation.ipynb b/notebooks/source/discrete_imputation.ipynb index dbd023a67..f761091e8 100644 --- a/notebooks/source/discrete_imputation.ipynb +++ b/notebooks/source/discrete_imputation.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Bayesian imputation for missing values in discrete covariates with HMC\n", + "# Bayesian Imputation for Missing Values in Discrete Covariates\n", "\n", "Missing data is a very widespread problem in practical applications, both in covariates ('explanatory variables') and outcomes.\n", "When performing bayesian inference with MCMC, imputing discrete missing values is not possible using Hamiltonian Monte Carlo techniques.\n", diff --git a/notebooks/source/index.rst b/notebooks/source/index.rst index 3555c96e4..d499fae3f 100644 --- a/notebooks/source/index.rst +++ b/notebooks/source/index.rst @@ -3,8 +3,8 @@ You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -Welcome to NumPyro Examples and Tutorials! -========================================== +Welcome to NumPyro Tutorials! +============================= .. toctree:: :maxdepth: 2 @@ -17,12 +17,6 @@ Welcome to NumPyro Examples and Tutorials! bayesian_hierarchical_linear_regression discrete_imputation -.. toctree:: - :maxdepth: 2 - :caption: Examples: - - examples/index - Indices ======= diff --git a/setup.py b/setup.py index 32f70e707..29a8c14bc 100644 --- a/setup.py +++ b/setup.py @@ -40,7 +40,7 @@ 'tqdm', ], extras_require={ - 'doc': ['sphinx', 'sphinx_rtd_theme', 'sphinx-gallery'], + 'doc': ['nbsphinx', 'sphinx', 'sphinx_rtd_theme', 'sphinx-gallery'], 'test': [ 'flake8', 'pytest>=4.1',