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MAProj

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Multi-agent project (commnet, bicnet, maddpg) in pytorch for Multi-Agent Particle Environment

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최종 버전 다운로드 (.zip)

- - __init__.py
  - bicnet_agent.py
  - network.py
- - __init__.py
  - commnet_agent.py
  - network.py
- - __init__.py
  - maddpg_agent.py
  - network.py
- __init__.py
- ma_main.py
- memory.py
- normalized_env.py
- random_process.py
- utils.py
- bicnet.gif
- commnet.gif
- curves.png
- maddpg.gif
- - __init__.py
  - interactive.py
- - __init__.py
  - core.py
  - environment.py
  - multi_discrete.py
  - policy.py
  - rendering.py
  - scenario.py
- .gitignore
- __init__.py
- LICENSE.txt
- make_env.py
- README.md
- setup.py
.gitattributes
README.md
requirements.txt

// repository documentation

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# MAProj

This is a multi-agent project (commnet https://arxiv.org/pdf/1605.07736.pdf, bicnet https://arxiv.org/abs/1703.10069, maddpg https://arxiv.org/abs/1706.02275) in pytorch for the environment of Multi-Agent Particle Environment "simple_spread"(https://github.com/openai/multiagent-particle-envs)

INFERENCE: 
- https://github.com/xuemei-ye/maddpg-mpe
- https://github.com/bic4907/BiCNet
- https://github.com/0b01/CommNet
- https://github.com/starry-sky6688/StarCraft
 
 ## Commnet: 
 
![commnet](https://github.com/isp1tze/MAProj/blob/master/asset/commnet.gif)

## Bicnet: 
 
![bicnet](https://github.com/isp1tze/MAProj/blob/master/asset/bicnet.gif)

## Maddpg: 
 
![maddpg](https://github.com/isp1tze/MAProj/blob/master/asset/maddpg.gif)

## Training curves:
![curves](https://github.com/isp1tze/MAProj/blob/master/asset/curves.png)

## How to use
- pip install -r requirements.txt
- cd MAProj/algo
- python ma_main.py --algo maddpg --mode train

## To do list
- trained in more maps
- fix graphics memory leak

## Blog link
https://zhuanlan.zhihu.com/p/143776727