Reinforcement Learning Environments Python Packages

hud-python

OSS RL environment + evals toolkit

envpool

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

riichienv

High-Performance Research Environment for Riichi Mahjong

esquilax

JAX Multi-Agent RL, Neuro-Evolution, and A-Life Library

pyflyt

UAV Flight Simulator for Reinforcement Learning Research

grid2op

Grid2Op a testbed platform to model sequential decision making in power systems.

bourse

Rust Market Simulation Library with a Python API

verbs

Ethereum ABM Library

bark-ml

Gym Environments and Agents for Autonomous Driving

sinergym

Gym environment for building simulation and control using reinforcement learning

gym-trading-env

A simple, easy, customizable Gymnasium environment for trading.

gfootball

Check out the new game server:

hrl-pybullet-envs

Locomotion HRL envs in pybullet

ns-gym

A simulation toolkit for non-stationary Markov decision processes

helx

Interoperate among reinforcement learning libraries with jax, pytorch, gym and dm_env

pynds

PyNDS: A Python Wrapper for the Nintendo DS Emulator

ai-economist

Foundation: An Economics Simulation Framework

nemo-gym

Evaluate and improve models and agents using environments

jaxarc

A High-Throughput JAX-native Environment for Abstraction and Reasoning Research

beobench

A toolkit providing easy and unified access to building control environments for reinforcement learning (RL) [No longer actively maintained]

simfire

An open-source wildfire simulator written in Python and meant to be used to train reinforcement learning (RL) agents.

arcle

An ARC Learning Environment built on Gymnasium

dacbench

A benchmark library for Dynamic Algorithm Configuration.

hydrogym

An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.