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richmanrl's Introduction

RichmanRL

Solving Richman games with Reinforcement Learning (RL)

Installation

In a python virtual environment, run

$ python -m pip install -e .

That will install an executable script named "richman_rl".

Running >>> richman_rl in a terminal will run the "gladiator ring" style training and comparison for Richman-ttt

richmanrl's People

Contributors

adityanarayanan03 avatar abhatia1205 avatar

Watchers

Kostas Georgiou avatar  avatar

richmanrl's Issues

gladiator-ring

Implement a gladiator ring that "pits" each method against each other.

Methods include:

  • Random
  • Policy Gradient
  • Tabular
  • MCTS

Pipeline for training and comparison

  • Implement scripts that train REINFORCE and "play" policies against each other.
  • Implement trajectory generation in env similar to how it's implemented in REINFORCE right now.
  • Build some notion of statistical confidence in comparison

scoring

Score non-optimal policies for hex

Richman game wrapper

Wrap any pettingzoo environment for a turn based game into a richman-compliant environment.

Implement REINFORCE for subgame.

  1. Implement policy base class: RichmanRL/policy.py
  2. Implement NN policy for subgame: RichmanRL/policy.py
  3. Implement reinforce algorithm for subgame learning: RichmanRL/reinforce.py and RichmanRL/main.py

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