gym-super-mario-bros 0.10.2

Super Mario Bros. for OpenAI Gym

gym-super-mario-bros

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 occurences. If a cut-scene is not able to be skipped by hacking the NES's RAM, the environment will lock the Pyton process until the emulator is ready for the next action.

Environment	Game	Description
SuperMarioBros-v0	SMB	4 frames per action, standard ROM
SuperMarioBros-v1	SMB	4 frames per action, custom down-sampled ROM
SuperMarioBrosNoFrameskip-v0	SMB	1 frame per action, standard ROM
SuperMarioBrosNoFrameskip-v1	SMB	1 frame per action, custom down-sampled ROM
SuperMarioBros2-v0	SMB2	4 frames per action, standard ROM
SuperMarioBros2-v1	SMB2	4 frames per action, custom down-sampled ROM
SuperMarioBros2NoFrameskip-v0	SMB2	1 frame per action, standard ROM
SuperMarioBros2NoFrameskip-v1	SMB2	1 frame per action, custom down-sampled ROM

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}},
}