Atari2600 Training / Evaluation with RLlib

Overview

Training Atari2600 by Reinforcement Learning

Train Atari2600 and check how it works!

Breakout

How to Setup

You can setup packages on your local env.

$ make setup

or you can run the docker image.

$ make docker-run

How to Run

$ python run_atari.py --help

usage: run_atari.py [-h] [--env ENV] [--checkpoint CHECKPOINT] [--n-iters N_ITERS] [--n-workers N_WORKERS] [--gpu]

optional arguments:
  -h, --help            show this help message and exit
  --env ENV             Atari-2600 env name (Default: Breakout-v0)
  --n-iters N_ITERS     Training iteration number (Default: 10)
  --n-workers N_WORKERS
                        Number of workers for sampling (Default: 4)
  --checkpoint CHECKPOINT
                        Checkpoint path for inference
  --gpu                 Use GPU (Default: False)
  --render              Render env during eval

More Atari2600 environments can be found at: https://gym.openai.com/envs/#atari

For Training

$ python run_atari.py --gpu  # GPU
$ python run_atari.py  # CPU

For Evaluation

$ python run_atari.py --render --checkpoint path-to-checkpoint

For Developers

For clean code, you can run formatting or linting.

$ make format  # formatting
$ make lint  # linting
Owner
Jinwoo Park (Curt)
A domain-independent problem-solver
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