Model-Free Episodic Control with Optical Random Features

This is the code to reproduce the video of the Tackling Reinforcement Learning with the Aurora OPU blog post on Medium.

Requirements

Please install required Python packages with pip install -r requirements.txt.

Reproducing our results

To run the script with the Atari 2600 version of the MsPacman game, execute in the shell:

python main.py --env="MsPacman-v0"

This creates a video file bestrun.mp4 of the best recorded run.

To see available commands, use python main.py --help.

Access to Optical Processing Units

To request access to LightOn Cloud and try our photonic co-processor, please visit: https://cloud.lighton.ai/

For researchers, we also have a LightOn Cloud for Research program, please visit https://cloud.lighton.ai/lighton-research/ for more information.