Top 9 Python multiagent-reinforcement-learning Projects

DI-engine

3 2,553 8.7 Python

OpenDILab Decision AI Engine

Project mention: Anyone have experience with DI-Engine? | /r/reinforcementlearning | 2023-05-04

I posted a while back asking people what frameworks they were using for RL research. Recently i stumbled upon DI-Engine which looks promising! Actively maintained, with a diverse set of algorithms already implemented.

PettingZoo

19 2,370 8.8 Python

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

Project mention: CartPole equivalent enviroments in MARL? | /r/reinforcementlearning | 2023-11-08

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
meltingpot

4 532 8.9 Python

A suite of test scenarios for multi-agent reinforcement learning.
warp-drive

1 434 8.1 Python

Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)
gym-multigrid

1 180 0.0 Python

Lightweight multi-agent gridworld Gym environment
PantheonRL

2 117 5.0 Python

PantheonRL is a package for training and testing multi-agent reinforcement learning environments. PantheonRL supports cross-play, fine-tuning, ad-hoc coordination, and more.
Emergent-Multiagent-Strategies

1 38 0.0 Python

Emergence of complex strategies through multiagent competition
WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
R-NaD

1 30 4.7 Python

Experimentation with Regularized Nash Dynamics on a GPU accelerated game
Simple-MADRL-Chess

1 10 7.2 Python

MADRL project solving chess environment using PPO with two different methods: 2 agents/networks and a single agent/network.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python multiagent-reinforcement-learning related posts

Anyone have experience with DI-Engine?
1 project | /r/reinforcementlearning | 4 May 2023
Multi-Agent Stable Baselines
2 projects | /r/reinforcementlearning | 2 Feb 2023
Melting Pot – A suite of test scenarios for multi-agent reinforcement learning
1 project | news.ycombinator.com | 25 Nov 2022

Index

What are some of the best open-source multiagent-reinforcement-learning projects in Python? This list will help you:

	Project	Stars
1	DI-engine	2,553
2	PettingZoo	2,370
3	meltingpot	532
4	warp-drive	434
5	gym-multigrid	180
6	PantheonRL	117
7	Emergent-Multiagent-Strategies	38
8	R-NaD	30
9	Simple-MADRL-Chess	10