daochenzha / awesome-reinforcement-learning-lib

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Library Name Star Repo Link Type Algos Summary
pytorch, tensorflow-2.x Ray-RLLib 19000 https://github.com/ray-project/ray TODO TODO
tesorflow-1.x https://github.com/openai/baselines 12500 https://github.com/openai/baselines
tensorflow-2.x, tesorflow-1.x dopamine 9800 https://github.com/google/dopamine
tensorflow-2.x tensorlayer 7000 https://github.com/tensorlayer/TensorLayer
pytorch, tesorflow-1.x spinningup 6800 https://github.com/openai/spinningup
pytorch https://github.com/thu-ml/tianshou 4500 https://github.com/thu-ml/tianshou
pytorch https://github.com/p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch 4200 https://github.com/p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch
pytorch stable-baselines3 3300 https://github.com/DLR-RM/stable-baselines3
pytorch ReAgent 3200 https://github.com/facebookresearch/ReAgent
tensorflow-2.x, tesorflow-1.x trfl 3100 https://github.com/deepmind/trfl
pytorch, tensorflow-2.x open_spiel 3100 https://github.com/deepmind/open_spiel
tensorflow-2.x tensorforce 3100 https://github.com/tensorforce/tensorforce
pytorch pytorch-a2c-ppo-acktr-gail 2800 https://github.com/ikostrikov/pytorch-a2c-ppo-acktr-gail
jax, tensorflow-2.x acme 2600 https://github.com/deepmind/acme
pytorch rela 2586 https://github.com/facebookresearch/rela
pytorch DouZero 2500 https://github.com/kwai/DouZero
paddle, pytorch PARL 2500 https://github.com/PaddlePaddle/PARL
tensorflow-2.x, tesorflow-1.x Agent 2200 https://github.com/tensorflow/agents
tesorflow-1.x coach 2100 https://github.com/IntelLabs/coach
pytorch https://github.com/astooke/rlpyt 2000 https://github.com/astooke/rlpyt
pytorch https://github.com/rail-berkeley/rlkit 1900 https://github.com/rail-berkeley/rlkit
pytorch ElegantRL 1900 https://github.com/AI4Finance-Foundation/ElegantRL
pytorch RLCard 1700 https://github.com/datamllab/rlcard
tensorflow-2.x garage 1400 https://github.com/rlworkgroup/garage
chainer ChainerRL 1000 https://github.com/chainer/chainerrl
pytorch SLM-Lab 1000 https://github.com/kengz/SLM-Lab
tesorflow-1.x https://github.com/google-research/batch-ppo 953 https://github.com/google-research/batch-ppo
tesorflow-1.x https://github.com/deepmind/scalable_agent 897 https://github.com/deepmind/scalable_agent
pytorch pfrl 813 https://github.com/pfnet/pfrl
pytorch cleanrl 773 https://github.com/vwxyzjn/cleanrl
tensorflow-2.x https://github.com/google-research/seed_rl 708 https://github.com/google-research/seed_rl
pytorch https://github.com/facebookresearch/torchbeast 631 https://github.com/facebookresearch/torchbeast
tesorflow-1.x https://github.com/NVlabs/GA3C 619 https://github.com/NVlabs/GA3C
pytorch MBRL-Lib 598 https://github.com/facebookresearch/mbrl-lib
pytorch https://github.com/takuseno/d3rlpy 582 https://github.com/takuseno/d3rlpy
pytorch https://github.com/MushroomRL/mushroom-rl 575 https://github.com/MushroomRL/mushroom-rl
pytorch https://github.com/cpnota/autonomous-learning-library 554 https://github.com/cpnota/autonomous-learning-library
jax, tensorflow-2.x https://github.com/deepmind/reverb 550 https://github.com/deepmind/reverb
tensorflow-2.x deer 468 https://github.com/VinF/deer
pytorch https://github.com/SurrealAI/surreal 465 https://github.com/SurrealAI/surreal
pytorch https://github.com/medipixel/rl_algorithms 439 https://github.com/medipixel/rl_algorithms
pytorch https://github.com/lcswillems/rl-starter-files 434 https://github.com/lcswillems/rl-starter-files
pytorch https://github.com/dongminlee94/deep_rl 434 https://github.com/dongminlee94/deep_rl
pytorch salina 390 https://github.com/facebookresearch/salina
pytorch genrl 376 https://github.com/SforAiDl/genrl
pytorch lagom 367 https://github.com/zuoxingdong/lagom
pytorch RLs 366 https://github.com/StepNeverStop/RLs
pytorch https://github.com/Rafael1s/Deep-Reinforcement-Learning-Algorithms 346 https://github.com/Rafael1s/Deep-Reinforcement-Learning-Algorithms
tensorflow-2.x batch_rl 340 https://github.com/google-research/batch_rl
pytorch https://github.com/eleurent/rl-agents 336 https://github.com/eleurent/rl-agents
pytorch, tensorflow-2.x tonic 333 https://github.com/fabiopardo/tonic
pytorch sample-factory 320 https://github.com/alex-petrenko/sample-factory
pytorch, tesorflow-1.x rlgraph 291 https://github.com/rlgraph/rlgraph
jax jaxrl 291 https://github.com/ikostrikov/jaxrl
pytorch https://github.com/kakaoenterprise/JORLDY 286 https://github.com/kakaoenterprise/JORLDY
pytorch https://github.com/iffiX/machin 283 https://github.com/iffiX/machin
pytorch https://github.com/sjtu-marl/malib 277 https://github.com/sjtu-marl/malib
pytorch rlstructures 264 https://github.com/facebookresearch/rlstructures
pytorch rlmeta 258 https://github.com/facebookresearch/rlmeta
pytorch, tensorflow-2.x https://github.com/RITCHIEHuang/DeepRL_Algorithms 237 https://github.com/RITCHIEHuang/DeepRL_Algorithms
pytorch https://github.com/cyoon1729/RLcycle 233 https://github.com/kngwyu/Rainy
tesorflow-1.x xingtian 230 https://github.com/huawei-noah/xingtian
numpy simple_rl 216 https://github.com/david-abel/simple_rl
pytorch https://github.com/DeNA/HandyRL 215 https://github.com/DeNA/HandyRL
tesorflow-1.x stable-baselines 201 https://github.com/Stable-Baselines-Team/stable-baselines
tesorflow-1.x https://github.com/Alfredvc/paac 199 https://github.com/Alfredvc/paac
pytorch url_benchmark 193 https://github.com/rll-research/url_benchmark
tesorflow-1.x https://github.com/uber-research/ape-x 182 https://github.com/uber-research/ape-x
pytorch godot_rl_agents 179 https://github.com/edbeeching/godot_rl_agents
pytorch https://github.com/facebookresearch/mtrl 138 https://github.com/facebookresearch/mtrl
pytorch torchrl 138 https://github.com/RchalYang/torchrl
tesorflow-1.x EasyRL 135 https://github.com/alibaba/EasyReinforcementLearning
tesorflow-1.x https://github.com/tencent-ailab/tleague_projpagepage 114 https://github.com/tencent-ailab/tleague_projpage
jax deluca 106 https://github.com/google/deluca
pytorch epymarl 103 https://github.com/uoe-agents/epymarl
pytorch rl 100 https://github.com/facebookresearch/rl
pytorch https://github.com/cyoon1729/distributedRL 92 https://github.com/cyoon1729/distributedRL
tensorflow-2.x RLDS 92 https://github.com/google-research/rlds
jax, pytorch rlberry 92 https://github.com/rlberry-py/rlberry/blob/main/setup.py
jax magi 82 https://github.com/ethanluoyc/magi
jax coax 80 https://github.com/coax-dev/coax
pytorch mrl 78 https://github.com/spitis/mrl
nnabla https://github.com/sony/nnabla-rl 76 https://github.com/sony/nnabla-rl
tensorflow-2.x deep_ope 62 https://github.com/google-research/deep_ope
pytorch ILSwiss 61 https://github.com/Ericonaldo/ILSwiss
tesorflow-1.x https://github.com/google/simple-reinforcement-learning 55 https://github.com/google/simple-reinforcement-learning
pytorch pomdp-baselines 55 https://github.com/twni2016/pomdp-baselines
jax rljax 55 https://github.com/ku2482/rljax
jax jax-rl 51 https://github.com/henry-prior/jax-rl
pytorch safeRL 48 https://github.com/hari-sikchi/safeRL
cpprb 48 https://github.com/ymd-h/cpprb
pytorch https://github.com/qlan3/Explorer 46 https://github.com/qlan3/Explorer
theano https://github.com/astooke/accel_rl 42 https://github.com/astooke/accel_rl
pytorch, tensorflow-2.x https://github.com/clvoloshin/COBS 41 https://github.com/clvoloshin/COBS
pytorch YARR【x】 39 https://github.com/stepjam/YARR
tensorflow-2.x QuaRL 38 https://github.com/harvard-edge/QuaRL
pytorch apex 33 https://github.com/osudrl/apex
tesorflow-1.x dapo 32 https://github.com/lns/dapo
tensorflow-2.x https://github.com/horoiwa/deep_reinforcement_learning_gallery 32 https://github.com/horoiwa/deep_reinforcement_learning_gallery
pytorch https://github.com/kngwyu/Rainy 31 https://github.com/kngwyu/Rainy
pytorch raylab 30 https://github.com/0xangelo/raylab
https://github.com/lns/memoire 18 https://github.com/lns/memoire
tesorflow-1.x https://github.com/facebookresearch/gala 17 https://github.com/facebookresearch/gala
pytorch https://github.com/IouJenLiu/HTS-RL 16 https://github.com/IouJenLiu/HTS-RL
pytorch nxdo 13 https://github.com/indylab/nxdo
pytorch coltra-rl 8 https://github.com/RedTachyon/coltra-rl
pytorch fast-marl 5 https://github.com/semitable/fast-marl
pytorch https://github.com/cpuheater/cause-life-is-a-game 4 https://github.com/cpuheater/cause-life-is-a-game
kiox 1 https://github.com/takuseno/kiox

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