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VMAS

Vectorized multi-agent simulator for MARL benchmarking

GPL-3.0

ABOUT

Multi-robot MARL is slow when each scenario runs as a separate CPU process. VMAS vectorizes 2D physics in PyTorch with modular scenarios so hundreds of multi-agent environments step together on GPU.

INSTALL
pip install vmas

INTEGRATION GUIDE

1. Benchmark MAPPO or IPPO on VMAS multi-robot navigation scenarios 2. Train cooperative robots in a batched 2D physics environment 3. Add a custom multi-agent scenario through VMAS's modular interface 4. Wrap VMAS for Gymnasium or RLlib without rewriting the simulator

TAGS

pythonpytorchmarlmulti-agentroboticssimulation
VMAS — AI Tool | Agentic AI For Good