Top 23 gym-environment Open-Source Projects

• rlcard

  5 2,719 6.2 Python

  Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

  

Project mention: [P] Looking for RL or rules-based No-Limit Hold 'Em Work | /r/MachineLearning | 2023-06-03

• HighwayEnv

  3 2,385 7.5 Python

  A minimalist environment for decision-making in autonomous driving

  

Project mention: Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN | /r/reinforcementlearning | 2023-11-27

More or less what the title says. I have already tried this https://github.com/Farama-Foundation/HighwayEnv/blob/master/scripts/sb3_racetracks_ppo.py, using a dqn from sb3 instead of the ppo but the results weren't good, i'm open to any suggestion.

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• ViZDoom

  3 1,673 8.9 C++

  Reinforcement Learning environments based on the 1993 game Doom :godmode:

  

Project mention: Reinforcement learning libraries with AlphaZero | /r/reinforcementlearning | 2023-05-15

AFAIK AlphaZero has not been used for continuous action space 3d environments like vizdoom, I wouldn't expect it to work well out of the box. There is a basic example demonstrating Q-learning on the environment: https://vizdoom.cs.put.edu.pl/tutorial#learning, as well as numerous example files of various training methods: https://github.com/Farama-Foundation/ViZDoom/tree/master/examples/python

• rex-gym

  1 957 0.0 Python

  OpenAI Gym environments for an open-source quadruped robot (SpotMicro)

• spot_mini_mini

  2 773 0.0 C++

  Dynamics and Domain Randomized Gait Modulation with Bezier Curves for Sim-to-Real Legged Locomotion.

  

• ns3-gym

  3 496 3.7 C++

  ns3-gym - The Playground for Reinforcement Learning in Networking Research

  

• gym-mtsim

  1 400 5.0 Python

  A general-purpose, flexible, and easy-to-use simulator alongside an OpenAI Gym trading environment for MetaTrader 5 trading platform (Approved by OpenAI Gym)

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• MuJoCo_RL_UR5

  1 303 0.0 Python

  A MuJoCo/Gym environment for robot control using Reinforcement Learning. The task of agents in this environment is pixel-wise prediction of grasp success chances.

• Gym-Trading-Env

  2 237 4.4 Python

  A simple, easy, customizable Gymnasium environment for trading.

• rocket-league-gym

  1 195 3.0 Python

  A Gym-like environment for Reinforcement Learning in Rocket League

• gym-multigrid

  1 182 0.0 Python

  Lightweight multi-agent gridworld Gym environment

• gym-continuousDoubleAuction

  5 136 0.0 Jupyter Notebook

  A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.

• Shimmy

  1 118 6.2 Python

  An API conversion tool for popular external reinforcement learning environments

  

• endless-memory-gym

  1 67 6.7 Python

  Challenging Memory-based Deep Reinforcement Learning Agents

• gym-simplegrid

  2 34 5.3 Python

  Simple Gridworld Gymnasium Environment

• quantum-arch-search

  2 29 0.0 Python

  Cirq/PyTorch implementation of Quantum Architecture Search via Deep Reinforcement Learning by (Kuo et al., 2021)

• loopquest

  1 27 8.0 Python

  A Production Tool for Embodied AI

  

Project mention: LoopQuest: A Production Tool for Embodied AI | news.ycombinator.com | 2023-10-11

• RayEnvWrapper

  1 22 2.6 Python

  OpenAi's gym environment wrapper to vectorize them with Ray

• pyreason-gym

  1 20 7.7 Python

  An OpenAI wrapper for PyReason to use in a Grid World reinforcement learning setting

  

Project mention: Supercharging reinforcement learning with logic | /r/deeplearning | 2023-10-16

Code for PyReason Gym: https://github.com/lab-v2/pyreason-gym

• pyTORCS-docker

  4 17 0.0 C++

  Docker-based, gym-like torcs environment with vision.

• Wave-Defense-Learning-Environment

  1 13 10.0 Python

  A videogame made with PyGame turned into an Open AI Gym Learning Environment for Reinforcement Learning agents.

• multirotor

  2 12 7.5 Python

  Multicopter UAV simulation for control/RL experiments.

Project mention: Show HN: I wrote a multicopter simulation library in Python | news.ycombinator.com | 2023-11-13

* Documentation: https://multirotor.readthedocs.io/en/latest/

* Source code: https://github.com/hazrmard/multirotor

* Demo/Quickstart: https://multirotor.readthedocs.io/en/latest/Quickstart.html

• gym-woodoku

  1 3 7.0 Python

  It is a reinforcement learning environment for block puzzle games.

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gym-environment related posts

• Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN

  1 project | /r/reinforcementlearning | 27 Nov 2023

• Show HN: I wrote a multicopter simulation library in Python

  3 projects | news.ycombinator.com | 13 Nov 2023

• Trading Environment for Reinforcement Learning - Documentation available

  1 project | /r/quant | 25 Apr 2023

• Drone Racing RL Environments

  5 projects | /r/reinforcementlearning | 26 Dec 2022

• gym-continuousDoubleAuction: NEW Deep Learning And Reinforcement Learning - star count:104.0

  1 project | /r/algoprojects | 30 Jul 2022

• gym-continuousDoubleAuction: NEW Deep Learning And Reinforcement Learning - star count:104.0

  1 project | /r/algoprojects | 29 Jul 2022

• gym-continuousDoubleAuction: NEW Deep Learning And Reinforcement Learning - star count:104.0

  1 project | /r/algoprojects | 28 Jul 2022
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