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Super Mario Bros. for OpenAI Gym

Project description

gym-super-mario-bros

PackageVersion PythonVersion Stable Format License

Mario

An OpenAI Gym environment for Super Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The Nintendo Entertainment System (NES).

Installation

The preferred installation of gym-super-mario-bros is from pip:

pip install gym-super-mario-bros

NES Emulator

gym-super-mario-bros uses FCEUX to emulate NES games. Make sure it's installed and in your $PATH.

Unix

sudo apt-get install fceux

Mac

brew install fceux

Usage

You must import gym_super_mario_bros before trying to make an environment. This is because gym environments are registered at runtime.

import gym_super_mario_bros
env = gym_super_mario_bros.make('SuperMarioBros-v0')

done = True
for step in range(5000):
    if done:
        state = env.reset()
    state, reward, done, info = env.step(env.action_space.sample())

env.close()

NOTE: gym_super_mario_bros.make is just an alias to gym.make for convenience.

Environments

These environments allow 3 attempts (lives) to make it through the 32 levels of the game. The environments only send reward-able game-play frames to agents; No cut-scenes, loading screens, etc. are sent from the NES emulator to an agent nor can an agent perform actions during these occurrences. If a cut-scene is not able to be skipped by hacking the NES's RAM, the environment will lock the Python process until the emulator is ready for the next action.

Environment Game Frameskip ROM Screenshot
SuperMarioBros-v0 SMB 4 standard
SuperMarioBros-v1 SMB 4 downsample
SuperMarioBros-v2 SMB 4 pixel
SuperMarioBros-v3 SMB 4 rectangle
SuperMarioBrosNoFrameskip-v0 SMB 1 standard
SuperMarioBrosNoFrameskip-v1 SMB 1 downsample
SuperMarioBrosNoFrameskip-v2 SMB 1 pixel
SuperMarioBrosNoFrameskip-v3 SMB 1 rectangle
SuperMarioBros2-v0 SMB2 4 standard
SuperMarioBros2-v1 SMB2 4 downsample
SuperMarioBros2NoFrameskip-v0 SMB2 1 standard
SuperMarioBros2NoFrameskip-v1 SMB2 1 downsample

Citation

Please cite gym-super-mario-bros if you use it in your research.

@misc{gym-super-mario-bros,
  author = {Christian Kauten},
  title = {{S}uper {M}ario {B}ros for {O}pen{AI} {G}ym},
  year = {2018},
  publisher = {GitHub},
  howpublished = {\url{https://github.com/Kautenja/gym-super-mario-bros}},
}

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