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gym_pomdp's Introduction

gym-pomdp

This package is an extensions of OpenAI Gym, for Partially Observable Markov Decision Process.

Dependencies

  • Python
  • OpenAI Gym
  • PyGame

Installation

Check out the latest code git clone https://github.com/d3sm0/gym_pomdp.git

To use it as a package simply run: python setup.py install

Usage

Import the library and gym as and call the environment:

import gym
import gym_pomdp
env = gym.make("Tag-v0")

Implemented envs

All environments are parametrized as in the original papers. In order to get larger state space or more enemies, it's easy to change the board_size in the specific environment.

  • Tag
  • Tiger
  • BattleShip
  • Network
  • RockSample

Recommended readings

General overview POMCP solver Point-based value iteration Similar work

Special thanks

David Silver and Joel Veness made this possible by releasing the code POMCP open source. And @manuel for proof test.

TODO

  • Add pocman environment [WIP]

gym_pomdp's People

Contributors

d3sm0 avatar

Watchers

James Cloos avatar

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