mirror of
https://github.com/saymrwulf/stable-baselines3.git
synced 2026-05-17 21:20:11 +00:00
42ef6d4677
* Remove device arg from policies * Clean up for PR * Update test and doc * Fix codestyle Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org>
115 lines
2.8 KiB
ReStructuredText
115 lines
2.8 KiB
ReStructuredText
.. 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 docs! - RL Baselines Made Easy
|
|
===========================================================
|
|
|
|
`Stable Baselines3 <https://github.com/DLR-RM/stable-baselines3>`_ is a set of improved implementations of reinforcement learning algorithms in PyTorch.
|
|
It is the next major version of `Stable Baselines <https://github.com/hill-a/stable-baselines>`_.
|
|
|
|
|
|
Github 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.
|
|
|
|
|
|
Main Features
|
|
--------------
|
|
|
|
- Unified structure for all algorithms
|
|
- PEP8 compliant (unified code style)
|
|
- Documented functions and classes
|
|
- Tests, high code coverage and type hints
|
|
- Clean code
|
|
- Tensorboard support
|
|
|
|
|
|
.. toctree::
|
|
:maxdepth: 2
|
|
:caption: User Guide
|
|
|
|
guide/install
|
|
guide/quickstart
|
|
guide/rl_tips
|
|
guide/rl
|
|
guide/algos
|
|
guide/examples
|
|
guide/vec_envs
|
|
guide/custom_env
|
|
guide/custom_policy
|
|
guide/callbacks
|
|
guide/tensorboard
|
|
guide/rl_zoo
|
|
guide/migration
|
|
guide/checking_nan
|
|
guide/developer
|
|
|
|
|
|
.. toctree::
|
|
:maxdepth: 1
|
|
:caption: RL Algorithms
|
|
|
|
modules/base
|
|
modules/a2c
|
|
modules/ddpg
|
|
modules/dqn
|
|
modules/ppo
|
|
modules/sac
|
|
modules/td3
|
|
|
|
.. toctree::
|
|
:maxdepth: 1
|
|
:caption: Common
|
|
|
|
common/atari_wrappers
|
|
common/cmd_util
|
|
common/distributions
|
|
common/evaluation
|
|
common/env_checker
|
|
common/monitor
|
|
common/logger
|
|
common/noise
|
|
common/utils
|
|
|
|
.. toctree::
|
|
:maxdepth: 1
|
|
:caption: Misc
|
|
|
|
misc/changelog
|
|
misc/projects
|
|
|
|
|
|
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`
|