Mancala written in Python, playable in CLI (GUI coming soon)!
Project description
Mancala
Mancala board game written in python.
Features & Road maps
- Mancala playable on CLI
- Cmpatible with the gym API
- Can train RL agents
- Mancala playable on GUI
Installation
$ pip install mancala
Usage
Play a game with agents
$ mancala play --player0 human --player1 random
Compare each agents and plot their win rates
The values are player0's (first move) win rates in percentage
$ mancala arena
p0_random p0_exact p0_max p0_minimax
p1_random 40.0 12.0 2.0 0.0
p1_exact 76.0 38.0 29.0 2.0
p1_max 91.0 55.0 27.0 1.0
p1_minimax 99.0 87.0 81.0 28.0
Algorithms
Mancala is a game with perfect information. マンカラは完全情報ゲームです。
Value Iteration
Using Dynamic Programming (DP), calculate value for states and memorize them. Use the value to plan future actions.
Other implementations
- OpenSpiel value_iteration algorithm https://github.com/deepmind/open_spiel/blob/master/open_spiel/python/algorithms/value_iteration.py example https://github.com/deepmind/open_spiel/blob/master/open_spiel/python/examples/value_iteration.py
Policy Iteration
Using Dynamic Programming (DP), calculate value for states and memorize them. Use the value and policy for planning.
References
Multi agent RL
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
mancala-0.2.1.tar.gz
(9.5 kB
view hashes)
Built Distribution
mancala-0.2.1-py3-none-any.whl
(13.3 kB
view hashes)