Atari Environments¶
Arcade Learning Environment (ALE)¶
ALE is a collection of 50+ Atari 2600 games powered by the Stella emulator.
Shimmy provides compatibility wrappers to convert all ALE environments to Gymnasium.
For reference information and a complete list of environments, see Gymnasium Atari.
Note: PettingZoo also provides 20+ multi-agent Atari environments: PettingZoo Atari
Installation¶
To install shimmy
and required dependencies:
pip install shimmy[atari]
We also provide a Dockerfile for reproducibility and cross-platform compatibility:
curl https://raw.githubusercontent.com/Farama-Foundation/Shimmy/main/bin/atari.Dockerfile | docker build -t atari -f - . && docker run -it atari
Usage¶
Load an ALE
environment:
import gymnasium as gym
env = gym.make("ALE/Pong-v5", render_mode="human")
Run the environment:
observation, info = env.reset(seed=42)
for _ in range(1000):
action = env.action_space.sample() # this is where you would insert your policy
observation, reward, terminated, truncated, info = env.step(action)
if terminated or truncated:
observation, info = env.reset()
env.close()
To get a list of all available atari
environments (208 total):
from gymnasium.envs.registration import registry
ATARI_ENV_IDS = [
env_id
for env_id in registry
if env_id.startswith("ALE") and env_id != "atari/compatibility-env-v0"
]
print(ATARI_ENV_IDS)