Add base doc

This commit is contained in:
Antonin RAFFIN 2020-10-12 20:21:52 +02:00
parent 5d7b79d41a
commit 5033b192cb
19 changed files with 746 additions and 5 deletions

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@ -29,15 +29,16 @@ jobs:
python -m pip install --upgrade pip
# cpu version of pytorch
pip install torch==1.6.0+cpu -f https://download.pytorch.org/whl/torch_stable.html
# Install dependencies for docs and tests
pip install stable_baselines3[extra,tests,docs]
# Install master version
pip install git+https://github.com/DLR-RM/stable-baselines3
pip install .
# Use headless version
pip install opencv-python-headless
# - name: Build the doc
# run: |
# make doc
- name: Build the doc
run: |
make doc
- name: Type check
run: |
make type

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@ -28,6 +28,11 @@ check-codestyle:
commit-checks: format type lint
doc:
cd docs && make html
spelling:
cd docs && make spelling
# PyPi package release
release:
@ -41,4 +46,4 @@ test-release:
python setup.py bdist_wheel
twine upload --repository-url https://test.pypi.org/legacy/ dist/*
.PHONY: lint format check-codestyle commit-checks
.PHONY: lint format check-codestyle commit-checks doc spelling

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docs/Makefile Normal file
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# Minimal makefile for Sphinx documentation
#
# You can set these variables from the command line.
SPHINXOPTS = -W # make warnings fatal
SPHINXBUILD = sphinx-build
SPHINXPROJ = StableBaselines
SOURCEDIR = .
BUILDDIR = _build
# Put it first so that "make" without argument is like "make help".
help:
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
.PHONY: help Makefile
# 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)

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## Stable Baselines3 Documentation
This folder contains documentation for the RL baselines.
### Build the Documentation
#### Install Sphinx and Theme
```
pip install sphinx sphinx-autobuild sphinx-rtd-theme
```
#### Building the Docs
In the `docs/` folder:
```
make html
```
if you want to building each time a file is changed:
```
sphinx-autobuild . _build/html
```

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/* Main colors adapted from pytorch doc */
:root{
--main-bg-color: #343A40;
--link-color: #FD7E14;
}
/* Header fonts y */
h1, h2, .rst-content .toctree-wrapper p.caption, h3, h4, h5, h6, legend, p.caption {
font-family: "Lato","proxima-nova","Helvetica Neue",Arial,sans-serif;
}
/* Docs background */
.wy-side-nav-search{
background-color: var(--main-bg-color);
}
/* Mobile version */
.wy-nav-top{
background-color: var(--main-bg-color);
}
/* Change link colors (except for the menu) */
a {
color: var(--link-color);
}
a:hover {
color: #4F778F;
}
.wy-menu a {
color: #b3b3b3;
}
.wy-menu a:hover {
color: #b3b3b3;
}
a.icon.icon-home {
color: #b3b3b3;
}
.version{
color: var(--link-color) !important;
}
/* Make code blocks have a background */
.codeblock,pre.literal-block,.rst-content .literal-block,.rst-content pre.literal-block,div[class^='highlight'] {
background: #f8f8f8;;
}
/* Change style of types in the docstrings .rst-content .field-list */
.field-list .xref.py.docutils, .field-list code.docutils, .field-list .docutils.literal.notranslate
{
border: None;
padding-left: 0;
padding-right: 0;
color: #404040;
}

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name: root
channels:
- pytorch
- defaults
dependencies:
- cpuonly=1.0=0
- pip=20.2
- python=3.6
- pytorch=1.5.0=py3.6_cpu_0
- pip:
- gym>=0.17.2
- cloudpickle
- opencv-python-headless
- pandas
- numpy
- matplotlib
- sphinx_autodoc_typehints
- stable-baselines3>=0.9.0

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# -*- coding: utf-8 -*-
#
# Configuration file for the Sphinx documentation builder.
#
# This file does only contain a selection of the most common options. For a
# full list see the documentation:
# http://www.sphinx-doc.org/en/master/config
# -- Path setup --------------------------------------------------------------
# If extensions (or modules to document with autodoc) are in another directory,
# add these directories to sys.path here. If the directory is relative to the
# documentation root, use os.path.abspath to make it absolute, like shown here.
#
import os
import sys
from unittest.mock import MagicMock
# We CANNOT enable 'sphinxcontrib.spelling' because ReadTheDocs.org does not support
# PyEnchant.
try:
import sphinxcontrib.spelling # noqa: F401
enable_spell_check = True
except ImportError:
enable_spell_check = False
# source code directory, relative to this file, for sphinx-autobuild
sys.path.insert(0, os.path.abspath(".."))
class Mock(MagicMock):
__subclasses__ = []
@classmethod
def __getattr__(cls, name):
return MagicMock()
# Mock modules that requires C modules
# Note: because of that we cannot test examples using CI
# 'torch', 'torch.nn', 'torch.nn.functional',
# DO not mock modules for now, we will need to do that for read the docs later
MOCK_MODULES = []
sys.modules.update((mod_name, Mock()) for mod_name in MOCK_MODULES)
# Read version from file
version_file = os.path.join(os.path.dirname(__file__), "../sb3_contrib", "version.txt")
with open(version_file, "r") as file_handler:
__version__ = file_handler.read().strip()
# -- Project information -----------------------------------------------------
project = "Stable Baselines3 - Contrib"
copyright = "2020, Stable Baselines3"
author = "Stable Baselines3 Contributors"
# The short X.Y version
version = "master (" + __version__ + " )"
# The full version, including alpha/beta/rc tags
release = __version__
# -- General configuration ---------------------------------------------------
# If your documentation needs a minimal Sphinx version, state it here.
#
# needs_sphinx = '1.0'
# Add any Sphinx extension module names here, as strings. They can be
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
# ones.
extensions = [
"sphinx.ext.autodoc",
"sphinx_autodoc_typehints",
"sphinx.ext.autosummary",
"sphinx.ext.mathjax",
"sphinx.ext.ifconfig",
"sphinx.ext.viewcode",
# 'sphinx.ext.intersphinx',
# 'sphinx.ext.doctest'
]
if enable_spell_check:
extensions.append("sphinxcontrib.spelling")
# Add any paths that contain templates here, relative to this directory.
templates_path = ["_templates"]
# The suffix(es) of source filenames.
# You can specify multiple suffix as a list of string:
#
# source_suffix = ['.rst', '.md']
source_suffix = ".rst"
# The master toctree document.
master_doc = "index"
# The language for content autogenerated by Sphinx. Refer to documentation
# for a list of supported languages.
#
# This is also used if you do content translation via gettext catalogs.
# Usually you set "language" from the command line for these cases.
language = None
# List of patterns, relative to source directory, that match files and
# directories to ignore when looking for source files.
# This pattern also affects html_static_path and html_extra_path .
exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
# The name of the Pygments (syntax highlighting) style to use.
pygments_style = "sphinx"
# -- Options for HTML output -------------------------------------------------
# The theme to use for HTML and HTML Help pages. See the documentation for
# a list of builtin themes.
# Fix for read the docs
on_rtd = os.environ.get("READTHEDOCS") == "True"
if on_rtd:
html_theme = "default"
else:
html_theme = "sphinx_rtd_theme"
html_logo = "_static/img/logo.png"
def setup(app):
app.add_css_file("css/baselines_theme.css")
# Theme options are theme-specific and customize the look and feel of a theme
# further. For a list of options available for each theme, see the
# documentation.
#
# html_theme_options = {}
# Add any paths that contain custom static files (such as style sheets) here,
# relative to this directory. They are copied after the builtin static files,
# so a file named "default.css" will overwrite the builtin "default.css".
html_static_path = ["_static"]
# Custom sidebar templates, must be a dictionary that maps document names
# to template names.
#
# The default sidebars (for documents that don't match any pattern) are
# defined by theme itself. Builtin themes are using these templates by
# default: ``['localtoc.html', 'relations.html', 'sourcelink.html',
# 'searchbox.html']``.
#
# html_sidebars = {}
# -- Options for HTMLHelp output ---------------------------------------------
# Output file base name for HTML help builder.
htmlhelp_basename = "StableBaselines3doc"
# -- Options for LaTeX output ------------------------------------------------
latex_elements = {
# The paper size ('letterpaper' or 'a4paper').
#
# 'papersize': 'letterpaper',
# The font size ('10pt', '11pt' or '12pt').
#
# 'pointsize': '10pt',
# Additional stuff for the LaTeX preamble.
#
# 'preamble': '',
# Latex figure (float) alignment
#
# 'figure_align': 'htbp',
}
# Grouping the document tree into LaTeX files. List of tuples
# (source start file, target name, title,
# author, documentclass [howto, manual, or own class]).
latex_documents = [
(master_doc, "StableBaselines3.tex", "Stable Baselines3 Documentation", "Stable Baselines3 Contributors", "manual"),
]
# -- Options for manual page output ------------------------------------------
# One entry per manual page. List of tuples
# (source start file, name, description, authors, manual section).
man_pages = [(master_doc, "stablebaselines3", "Stable Baselines3 Documentation", [author], 1)]
# -- Options for Texinfo output ----------------------------------------------
# Grouping the document tree into Texinfo files. List of tuples
# (source start file, target name, title, author,
# dir menu entry, description, category)
texinfo_documents = [
(
master_doc,
"StableBaselines3",
"Stable Baselines3 Documentation",
author,
"StableBaselines3",
"One line description of project.",
"Miscellaneous",
),
]
# -- Extension configuration -------------------------------------------------
# Example configuration for intersphinx: refer to the Python standard library.
# intersphinx_mapping = {
# 'python': ('https://docs.python.org/3/', None),
# 'numpy': ('http://docs.scipy.org/doc/numpy/', None),
# 'torch': ('http://pytorch.org/docs/master/', None),
# }

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RL Algorithms
=============
This table displays the rl algorithms that are implemented in the Stable Baselines3 contrib project,
along with some useful characteristics: support for discrete/continuous actions, multiprocessing.
..
.. ============ =========== ============ ================= =============== ================
.. Name ``Box`` ``Discrete`` ``MultiDiscrete`` ``MultiBinary`` Multi Processing
.. ============ =========== ============ ================= =============== ================
.. A2C ✔️ ✔️ ✔️ ✔️ ✔️
.. DDPG ✔️ ❌ ❌ ❌ ❌
.. DQN ❌ ✔️ ❌ ❌ ❌
.. PPO ✔️ ✔️ ✔️ ✔️ ✔️
.. SAC ✔️ ❌ ❌ ❌ ❌
.. TD3 ✔️ ❌ ❌ ❌ ❌
.. ============ =========== ============ ================= =============== ================
.. .. note::
.. Non-array spaces such as ``Dict`` or ``Tuple`` are not currently supported by any algorithm.
..
.. Actions ``gym.spaces``:
..
.. - ``Box``: A N-dimensional box that contains every point in the action
.. space.
.. - ``Discrete``: A list of possible actions, where each timestep only
.. one of the actions can be used.
.. - ``MultiDiscrete``: A list of possible actions, where each timestep only one action of each discrete set can be used.
.. - ``MultiBinary``: A list of possible actions, where each timestep any of the actions can be used in any combination.

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.. _examples:
Examples
========
WIP
.. PyBullet: Normalizing input features
.. ------------------------------------
..
.. Normalizing input features may be essential to successful training of an RL agent
.. (by default, images are scaled but not other types of input),
.. for instance when training on `PyBullet <https://github.com/bulletphysics/bullet3/>`__ environments. For that, a wrapper exists and
.. will compute a running average and standard deviation of input features (it can do the same for rewards).
..
.. .. note::
..
.. you need to install pybullet with ``pip install pybullet``
..
..
.. .. image:: ../_static/img/colab-badge.svg
.. :target: https://colab.research.google.com/github/Stable-Baselines-Team/rl-colab-notebooks/blob/sb3/pybullet.ipynb
..
..
.. .. code-block:: python
..
.. import gym
.. import pybullet_envs
..
.. from stable_baselines3.common.vec_env import DummyVecEnv, VecNormalize
.. from stable_baselines3 import PPO
..
.. env = DummyVecEnv([lambda: gym.make("HalfCheetahBulletEnv-v0")])
.. # Automatically normalize the input features and reward
.. env = VecNormalize(env, norm_obs=True, norm_reward=True,
.. clip_obs=10.)
..
.. model = PPO('MlpPolicy', env)
.. model.learn(total_timesteps=2000)

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.. _install:
Installation
============
Prerequisites
-------------
Please read `Stable-Baselines3 installation guide <https://stable-baselines3.readthedocs.io/en/master/guide/install.html>`_ first.
Stable Release
~~~~~~~~~~~~~~
To install Stable Baselines3 contrib with pip, execute:
.. code-block:: bash
pip install sb3-contrib
Bleeding-edge version
---------------------
.. code-block:: bash
pip install git+https://github.com/Stable-Baselines-Team/stable-baselines3-contrib/
Development version
-------------------
To contribute to Stable-Baselines3, with support for running tests and building the documentation.
.. code-block:: bash
git clone https://github.com/Stable-Baselines-Team/stable-baselines3-contrib/ && cd stable-baselines3-contrib
pip install -e .

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.. Stable Baselines3 documentation master file, created by
sphinx-quickstart on Thu Sep 26 11:06:54 2019.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
Welcome to Stable Baselines3 Contrib docs!
==========================================
Contrib package for `Stable Baselines3 <https://github.com/DLR-RM/stable-baselines3>`_ - Experimental code.
Github repository: https://github.com/Stable-Baselines-Team/stable-baselines3-contrib
SB3 repository: https://github.com/DLR-RM/stable-baselines3
RL Baselines3 Zoo (collection of pre-trained agents): https://github.com/DLR-RM/rl-baselines3-zoo
RL Baselines3 Zoo also offers a simple interface to train, evaluate agents and do hyperparameter tuning.
.. toctree::
:maxdepth: 2
:caption: User Guide
guide/install
guide/algos
guide/examples
.. .. toctree::
.. :maxdepth: 1
.. :caption: RL Algorithms
..
.. modules/a2c
.. .. toctree::
.. :maxdepth: 1
.. :caption: Common
..
.. common/atari_wrappers
.. toctree::
:maxdepth: 1
:caption: Misc
misc/changelog
Citing Stable Baselines3
------------------------
To cite this project in publications:
.. code-block:: bibtex
@misc{stable-baselines3,
author = {Raffin, Antonin and Hill, Ashley and Ernestus, Maximilian and Gleave, Adam and Kanervisto, Anssi and Dormann, Noah},
title = {Stable Baselines3},
year = {2019},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/DLR-RM/stable-baselines3}},
}
Contributing
------------
To any interested in making the rl baselines better, there are still some improvements
that need to be done.
You can check issues in the `repo <https://github.com/DLR-RM/stable-baselines3/issues>`_.
If you want to contribute, please read `CONTRIBUTING.md <https://github.com/DLR-RM/stable-baselines3/blob/master/CONTRIBUTING.md>`_ first.
Indices and tables
-------------------
* :ref:`genindex`
* :ref:`search`
* :ref:`modindex`

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@ECHO OFF
pushd %~dp0
REM Command file for Sphinx documentation
if "%SPHINXBUILD%" == "" (
set SPHINXBUILD=sphinx-build
)
set SOURCEDIR=.
set BUILDDIR=_build
set SPHINXPROJ=StableBaselines
if "%1" == "" goto help
%SPHINXBUILD% >NUL 2>NUL
if errorlevel 9009 (
echo.
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
echo.installed, then set the SPHINXBUILD environment variable to point
echo.to the full path of the 'sphinx-build' executable. Alternatively you
echo.may add the Sphinx directory to PATH.
echo.
echo.If you don't have Sphinx installed, grab it from
echo.http://sphinx-doc.org/
exit /b 1
)
%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS%
goto end
:help
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS%
:end
popd

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.. _changelog:
Changelog
==========
Pre-Release 0.10.0a0 (WIP)
------------------------------
Breaking Changes:
^^^^^^^^^^^^^^^^^
New Features:
^^^^^^^^^^^^^
Bug Fixes:
^^^^^^^^^^
Deprecations:
^^^^^^^^^^^^^
Others:
^^^^^^^
Documentation:
^^^^^^^^^^^^^^
Maintainers
-----------
Stable-Baselines3 is currently maintained by `Antonin Raffin`_ (aka `@araffin`_), `Ashley Hill`_ (aka @hill-a),
`Maximilian Ernestus`_ (aka @erniejunior), `Adam Gleave`_ (`@AdamGleave`_) and `Anssi Kanervisto`_ (aka `@Miffyli`_).
.. _Ashley Hill: https://github.com/hill-a
.. _Antonin Raffin: https://araffin.github.io/
.. _Maximilian Ernestus: https://github.com/erniejunior
.. _Adam Gleave: https://gleave.me/
.. _@araffin: https://github.com/araffin
.. _@AdamGleave: https://github.com/adamgleave
.. _Anssi Kanervisto: https://github.com/Miffyli
.. _@Miffyli: https://github.com/Miffyli

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py
env
atari
argparse
Argparse
TensorFlow
feedforward
envs
VecEnv
pretrain
petrained
tf
th
nn
np
str
mujoco
cpu
ndarray
ndarrays
timestep
timesteps
stepsize
dataset
adam
fn
normalisation
Kullback
Leibler
boolean
deserialized
pretrained
minibatch
subprocesses
ArgumentParser
Tensorflow
Gaussian
approximator
minibatches
hyperparameters
hyperparameter
vectorized
rl
colab
dataloader
npz
datasets
vf
logits
num
Utils
backpropagate
prepend
NaN
preprocessing
Cloudpickle
async
multiprocess
tensorflow
mlp
cnn
neglogp
tanh
coef
repo
Huber
params
ppo
arxiv
Arxiv
func
DQN
Uhlenbeck
Ornstein
multithread
cancelled
Tensorboard
parallelize
customising
serializable
Multiprocessed
cartpole
toolset
lstm
rescale
ffmpeg
avconv
unnormalized
Github
pre
preprocess
backend
attr
preprocess
Antonin
Raffin
araffin
Homebrew
Numpy
Theano
rollout
kfac
Piecewise
csv
nvidia
visdom
tensorboard
preprocessed
namespace
sklearn
GoalEnv
Torchy
pytorch
dicts
optimizers
Deprecations
forkserver
cuda
Polyak
gSDE
rollouts

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0.9.0a2
0.10.0a0