vamperouge

Usage

python3 vamperouge.py {adresseIP} {port}

pytorch and numpy are required.

Files

Related to Alpha Zero

• MCTS implemented in mcts.py
• DNN implemented in model.py
• self-play implemented in self_play.py and arena.py

Related to Vampires VS Werewolves

• game logic implemented in game.py
• TCP client implemented in tcp_client.py

Run python3 main.py to start training Vamperouge (don't run this on your machine, it uses a LOT of RAM).

Credits

This implementation of the Alpha Zero algorithm was inspired by:

• https://github.com/suragnair/alpha-zero-general (main reference)
• http://web.stanford.edu/~surag/posts/alphazero.html
• https://arxiv.org/pdf/1712.01815.pdf
• https://discovery.ucl.ac.uk/id/eprint/10045895/1/agz_unformatted_nature.pdf
• https://medium.com/oracledevs/lessons-from-implementing-alphazero-7e36e9054191
• https://medium.com/applied-data-science/how-to-build-your-own-alphazero-ai-using-python-and-keras-7f664945c188

Also, for game-specific things, credits to:

• https://github.com/Succo/twilight