ma-gym
Active·★ 631·Updated 2024-07-07
★ Trending
A collection of multi agent environments based on OpenAI gym.
ma-gym provides a collection of multi-agent environments built upon the OpenAI Gym interface, facilitating research and development in multi-agent reinforcement learning. It includes various game-like and task-based environments, as well as wrappers to convert single-agent Gym environments into multi-agent forms for debugging.
#Reinforcement Learning#Multi-Agent Systems#OpenAI Gym#Python#Simulation#Coding
01
Features
01Collection of diverse multi-agent environments (e.g., Checkers, Combat, PredatorPrey, TrafficJunction)
02Built on familiar OpenAI Gym API for easy integration
03Includes a 'multi-agent wrapper' for single-agent OpenAI environments for debugging
04Compatible with multi-agent reinforcement learning frameworks like minimal-marl
05Well-documented with Wiki pages for usage and environment details
02
Compatibility
OpenAI Gym
Native
Verified via docs
Python
Supported
Verified via docs
Google Colab
Supported
Verified via docs
minimal-marl
Supported
Verified via docs
03
Quick start
1
$ pip install ma-gym
04
Use cases
↳Research and experimentation in multi-agent reinforcement learning algorithms
↳Development and testing of multi-agent policies and strategies
↳Educational tool for understanding multi-agent interaction and control
05
Alternatives
Microsoft AutoGen★ 58.5k
A framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks.
CrewAI★ 52.4k
Framework for orchestrating role-playing, autonomous AI agents. By working together, your Crew can tackle complex tasks.
Context7★ 56.4k
MCP Server that provides up-to-date code documentation for LLMs and AI code editors.
GitHub MCP Server★ 30.3k
GitHub's official MCP Server. Allows AI agents to interact directly with your GitHub repositories (read files, search code, issues).
n8n★ 190.2k
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
Claude Flow★ 56.4k
The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms.
Related searches
Comments
Log in to leave a comment
No comments yet. Be the first!