Top 22 reinforcement-learning-environment Open-Source Projects

• football

  2 3,253 0.0 Python

  Check out the new game server:

  

• envpool

  3 1,024 4.2 C++

  C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.

  

Project mention: How do I improve my SB3 PPO on an EnvPool environment | /r/reinforcementlearning | 2023-09-21

I am looking to improve the overall performance as well as optimize the wall clock time. I slightly modified the code to develop a SB3 wrapper for envpool from here.

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• babyai

  1 671 1.7 Python

  BabyAI platform. A testbed for training agents to understand and execute language commands.

  

• holodeck

  1 571 0.0 Python

  High Fidelity Simulator for Reinforcement Learning and Robotics Research. (by BYU-PCCL)

  

• ns3-gym

  3 496 3.7 C++

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

  

• robo-gym

  4 371 0.0 Python

  An open source toolkit for Distributed Deep Reinforcement Learning on real and simulated robots.

  

• RoboLeague

  11 297 0.0 C#

  A car soccer environment inspired by Rocket League for deep reinforcement learning experiments in an adversarial self-play setting.

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• Gym-Trading-Env

  2 243 4.4 Python

  A simple, easy, customizable Gymnasium environment for trading.

• ZeroSimROSUnity

  1 163 0.0 C#

  Robotic simulation in Unity with ROS integration.

  

• sinergym

  1 114 8.5 Python

  Gym environment for building simulation and control using reinforcement learning

  

Project mention: Gym environment for building simulation and control using reinforcement learning | news.ycombinator.com | 2024-04-24

• bark-ml

  1 90 0.0 Python

  Gym environments and agents for autonomous driving.

  

• modelicagym

  1 74 0.0 Python

  Modelica models integration with Open AI Gym

  

• gym-hybrid

  1 52 0.0 Python

  Collection of OpenAI parametrized action-space environments.

• gym-simplegrid

  2 34 5.3 Python

  Simple Gridworld Gymnasium Environment

• Gym-Stag-Hunt

  1 25 0.0 Python

  A custom reinfrocement learning environment for OpenAI Gym & PettingZoo that implements various Stag Hunt-like social dilemma games.

• gym-cartpole-swingup

  1 21 0.0 Python

  A simple, continuous-control environment for OpenAI Gym

• gymprecice

  1 20 7.4 Python

  A framework to design and develop reinforcement learning environments for single- and multi-physics active flow control.

  

Project mention: Interesting Physics related RL gym? | /r/reinforcementlearning | 2023-07-07

Please check our recently released package https://github.com/gymprecice/gymprecice. There are couple of example there for active flow control and FSI. Gym-preCICE is a Python preCICE adapter fully compliant with Gymnasium (also known as OpenAI Gym) API to facilitate designing and developing Reinforcement Learning (RL) environments for single- and multi-physics active flow control (AFC) applications. In an actor-environment setting, Gym-preCICE takes advantage of preCICE, an open-source coupling library for partitioned multi-physics simulations, to handle information exchange between a controller (actor) and an AFC simulation environment. The developed framework results in a seamless non-invasive integration of realistic physics-based simulation toolboxes with RL algorithms.

• pyTORCS-docker

  4 17 0.0 C++

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

• space-gym

  1 7 4.2 Python

  Challenging reinforcement learning environments with locomotion tasks in space

  

• suika_rl

  1 4 6.5 JavaScript

  Gymnasium environment for Suika game

Project mention: Suika Reinforcement Learning Environment | news.ycombinator.com | 2024-01-04

• dmc2gymnasium

  1 4 3.4 Python

  Gymnasium integration for the DeepMind Control (DMC) suite

• santorini-RL

  1 2 10.0 Python

  Play the board game Santorini with this Reinforcement Learning agent and custom Gym environment

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reinforcement-learning-environments related posts

• How do I improve my SB3 PPO on an EnvPool environment

  1 project | /r/reinforcementlearning | 21 Sep 2023

• Trading Environment for Reinforcement Learning - Documentation available

  1 project | /r/quant | 25 Apr 2023

• Simple continuous environment with spaceship but yet challenging for RL algorithms (like SAC, TD3)

  3 projects | /r/reinforcementlearning | 28 Jun 2022

• Help in identifying the algorithm used in RL code

  2 projects | /r/reinforcementlearning | 18 Feb 2022

• Help in installing ns3-gym

  1 project | /r/learnprogramming | 21 Aug 2021

• Help in installing ns-3 gym

  1 project | /r/reinforcementlearning | 20 Aug 2021

• Joanneum Research Institute Release Version 1.0.0 Of Robo-Gym, An Open Source Toolkit For Distributed Deep Reinforcement Learning On Real And Simulated Robots

  1 project | /r/reinforcementlearning | 27 Jul 2021
• A note from our sponsor - SaaSHub
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