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stable-baselines3-extensions

Stable-Baselines3 Extensions contains custom extensions for Stable-Baselines3 that are used by our research group.

The main differences compared to the latest release of Stable-Baselines3 are:

  • EvalCallback:
    • if an evaluation file already exists under the specified log_path, the data will be loaded (makes it possible to continue training)
  • Adds a linear learning rate schedule. (based on rl-baselines3-zoo implementation)
  • Prints a more detailed system info
  • Hindsight Experience Replay:
    • the implementation contained in this package can also relabel desired goals in the info dictionary

Installation

This package can be installed using:

cd PATH_TO_THIS_PACKAGE
pip install -e .

or

cd PATH_TO_THIS_PACKAGE
pip install -e .[tests]

Note: Depending on your shell (e.g. when using Zsh), you may need to use additional quotation marks:

cd PATH_TO_THIS_PACKAGE
pip install -e ."[tests]"

Maintainer

Stable-Baselines3-Extensions is currently maintained by Lara Bergmann (@lbergmann1).