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Python Quoridor game engine with Gym environment for RL

Project description

Claude Code Review

🧠 Quoridor-RL: A Multi-Agent RL Environment for the Quoridor Board Game

Quoridor-RL is a Python-based simulation environment for the Quoridor board game, compatible with the Gymnasium API and multi-agent RL training using Ray RLlib. It also includes a 3D interactive web viewer built with Three.js, and supports human interaction, imitation learning, and deployment on Hugging Face Spaces.

Quoridor Board

✨ Features

  • ✅ Fully rule-compliant 2- and 4-player Quoridor engine
  • ♻️ Multi-agent training support (Ray RLlib)
  • 🎮 Human-agent interaction mode
  • 📈 Episode logging for imitation learning
  • 🧠 Gymnasium-compatible environment
  • 🌐 3D visualization in the browser (Three.js)
  • 🚀 Hugging Face Space ready

📦 Installation

Python Game Engine

pip install quoridor-sim

JavaScript Viewer

cd web-viewer/
npm install
npm run dev

🧪 Quick Start: Training with Ray RLlib

from ray.rllib.algorithms.ppo import PPOConfig
from quoridor.env import QuoridorEnv

config = PPOConfig().environment(env=QuoridorEnv, env_config={...})
algo = config.build()
algo.train()
See training_examples/ for full MARL setups.

🌍 Web Viewer The web UI is built with Three.js and supports:

  • Live replay of RL episodes
  • Human-vs-agent gameplay
  • Drag-and-drop wall placement
  • API polling or WebSocket update

Launch

cd web-viewer/
npm run dev

📊 Observation & Action Spaces Observation Shape: (C, 9, 9) Channels:

  • Player positions
  • Opponent positions
  • Goal rows
  • Horizontal/vertical walls

Action Discrete:

  • 0–3: move in cardinal directions
  • 4–N: place wall at encoded location and orientation

See docs/observation_action.md for details.

🧠 Imitation Learning Support Episodes are logged to JSONL or .npz with:

  • observations, actions, rewards, next_observations, dones

Compatible with HumanCompatibleAI/imitation:

imitation-train expert_demos.npz --algo=bc

🚀 Hugging Face Space You can deploy the environment and viewer together on Hugging Face Spaces.

Example layout:

huggingface-space/
├── app.py     # Gradio or Flask API server
├── assets/    # Quoridor model data
└── web/       # Built JS assets
📜 License
MIT License. See `LICENSE`.

🤝 Contributing Pull requests and feature suggestions are welcome! Please open an issue to discuss major changes first.

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