RLPy3
Why Fork?
This is my fork of RLPy.
RLPy is a great reinforcement learning library with some good features like custom representations and value function viewers. However, it is no longer maintained and the PyPI version of RLPy is not compatible with the latest numpy C-API, which causes runtime errors.
So I decided to fork the repository and provide a maintained version of RLPy only for Python>=3.6, named RLPy3. You can download wheels of RLPy3 from PyPI.
In addition, I pushed lots of refactorings, bug fixes, new environments such as FixedRewardGridWorld, and new algorithms such as PSRL. I also removed some modules (like parallel-job utilities) to keep this library maintainable by sufficiently low efforts.
To see what was changed, see the new CHANGELOG.
Install
The latest version is 2.0.0b1, which you can install by:
pip3 install rlpy3 -U --pre
Screenshots
An agent that explores GridWorld.
Value function of the agent.
Original README: RLPy - Reinforment Learning Framework
RLPy is a framework to conduct sequential decision making experiments. The current focus of this project lies on value-function-based reinforcement learning. The project is distributed under the 3-Clause BSD License.
Important Links
Official source code repository: http://github.com/rlpy/rlpy
Bitbucket mirror: http://bitbucket.org/rlpy/rlpy
Documentation: http://rlpy.readthedocs.org
Issue tracker: https://github.com/rlpy/rlpy/issues
Install
Installation instructions can be found at http://rlpy.readthedocs.org/en/latest/install.html
1 maintainer
Metadata
1 maintainer
Release files for rlpy3 2.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| rlpy3-2.0.0-cp38-cp38-win_amd64.whl | CPython 3.8 | CPython 3.8 | Windows x86-64 | Details |
| rlpy3-2.0.0-cp38-cp38-manylinux1_x86_64.whl | CPython 3.8 | CPython 3.8 | Linux glibc 2.5+ x86-64 | Details |
| rlpy3-2.0.0-cp38-cp38-macosx_10_14_x86_64.whl | CPython 3.8 | CPython 3.8 | macOS 10.14+ x86-64 | Details |
| rlpy3-2.0.0-cp37-cp37m-win_amd64.whl | CPython 3.7 | CPython 3.7 pymalloc | Windows x86-64 | Details |
| rlpy3-2.0.0-cp37-cp37m-manylinux1_x86_64.whl | CPython 3.7 | CPython 3.7 pymalloc | Linux glibc 2.5+ x86-64 | Details |
| rlpy3-2.0.0-cp37-cp37m-macosx_10_14_x86_64.whl | CPython 3.7 | CPython 3.7 pymalloc | macOS 10.14+ x86-64 | Details |
| rlpy3-2.0.0-cp36-cp36m-win_amd64.whl | CPython 3.6 | CPython 3.6 pymalloc | Windows x86-64 | Details |
| rlpy3-2.0.0-cp36-cp36m-manylinux1_x86_64.whl | CPython 3.6 | CPython 3.6 pymalloc | Linux glibc 2.5+ x86-64 | Details |
| rlpy3-2.0.0-cp36-cp36m-macosx_10_14_x86_64.whl | CPython 3.6 | CPython 3.6 pymalloc | macOS 10.14+ x86-64 | Details |
Total release size: 7.6 MB
Release files / rlpy3-2.0.0-cp38-cp38-win_amd64.whl
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Release files / rlpy3-2.0.0-cp38-cp38-macosx_10_14_x86_64.whl
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Release files / rlpy3-2.0.0-cp36-cp36m-macosx_10_14_x86_64.whl
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