skrl

RL library

A modular reinforcement learning library with support for various environments and frameworks

Modular reinforcement learning library (on PyTorch and JAX) with support for NVIDIA Isaac Gym, Omniverse Isaac Gym and Isaac Lab

GitHub

560 stars
9 watching
57 forks
Language: Python
last commit: 16 days ago
Linked from 2 awesome lists

deep-learningdeepmindgymgymnasiumisaac-gymisaac-labisaac-orbitisaac-simisaaclabjaxmachine-learningnvidia-omniverseopenai-gympythonpytorchreinforcement-learningrlrobosuiteroboticsskrl

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
matthiasplappert/keras-rl A Python library implementing state-of-the-art deep reinforcement learning algorithms for Keras and OpenAI Gym environments. 7
mushroomrl/mushroom-rl A Python library for reinforcement learning algorithms and environments. 822
luchris429/purejaxrl A high-performance implementation of reinforcement learning training pipelines using JAX and PyTorch-like functionality 722
ikostrikov/jaxrl Provides JAX implementations of various reinforcement learning algorithms with continuous action spaces. 630
rl-tools/rl-tools A comprehensive deep reinforcement learning library for continuous control tasks 216
alex-petrenko/sample-factory A high-throughput reinforcement learning library with optimized synchronous and asynchronous implementations of policy gradients. 828
tristandeleu/pytorch-maml-rl Replication of Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks in PyTorch for reinforcement learning tasks 827
sjtu-marl/malib A framework for parallel population-based reinforcement learning 497
takuseno/d3rlpy An open-source deep reinforcement learning library that supports offline and online training, providing an intuitive API for practitioners and researchers. 1,327
corl-team/corl Provides high-quality implementations of offline and offline-to-online reinforcement learning algorithms in Python. 482
volcengine/verl A flexible and efficient reinforcement learning framework designed for large language models. 315
kaixhin/rainbow A Python implementation of a deep reinforcement learning algorithm combining multiple techniques for improved performance in Atari games 1,585
iffix/machin An open-source reinforcement learning library for PyTorch, providing a simple and clear implementation of various algorithms. 401
enlite-ai/maze An RL framework for building and training reinforcement learning models in Python 265
rle-foundation/rlexplore Provides a unified toolkit for constructing, computing, and optimizing intrinsic reward modules in reinforcement learning 366