Stable-Baselines3 v1.0
First Major Version
Blog post: https://araffin.github.io/post/sb3/
100+ pre-trained models in the zoo: https://github.com/DLR-RM/rl-baselines3-zoo
Breaking Changes:
- Removed
stable_baselines3.common.cmd_util
(already deprecated), please useenv_util
instead
Warning
A refactoring of the HER
algorithm is planned together with support for dictionary observations (see PR #243 and
#351)
This will be a backward incompatible change (model trained with previous version of HER
won't work with the new version).
New Features:
- Added support for
custom_objects
when loading models
Bug Fixes:
- Fixed a bug with
DQN
predict method when usingdeterministic=False
with image space
Documentation:
- Fixed examples
- Added new project using SB3: rl_reach (@PierreExeter)
- Added note about slow-down when switching to PyTorch
- Add a note on continual learning and resetting environment
- Updated RL-Zoo to reflect the fact that is it more than a collection of trained agents
- Added images to illustrate the training loop and custom policies (created with https://excalidraw.com/)
- Updated the custom policy section