An OpenAI Gym docker that can render on Windows

vijjusri14 / OpenAI-Gym-Docker

An OpenAI Gym docker that can render on Windows

This image starts from the jupyter/tensorflow-notebook, and has atari_py installed. Therefore, many environments can be played.

This image is made for running OpenAI Gym on Windows. But in general, it works on other OS like Linux, MacOS etc. as well.

Prerequisite

Windows Subsystem for Linux WSL

Docker Desktop

VcXsrv Windows X Server

Description

Dockerfile: Dockerfile to build the OpenAI Gym image

example: Some example notebooks for testing

example/env_render.ipynb: Test Gym environments rendering

example/18_reinforcement_learning.ipynb: This is a copy from Chapter 18 in Géron, Aurélien's book: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow. Source code is here in GitHub.

Build the image

docker build -t openai_gym_docker:v1.0 .

Create and run the instance of the container

Get the Network InterfaceAlias name using the below command

netsh interface ipv4 show interface

Customize the number of CPUs and Memory in the below command according to your system specifications. Also update Network InterfaceAlias from previous command

docker run -itd --name=openai-gym -p 8888:8888 --cpus='3' --memory='6g' --add-host=dockerhost:$(Get-NetIPAddress -AddressFamily IPv4 -InterfaceAlias 'Wi-Fi' | Select-Object -ExpandProperty 'IPAddress';) -e DISPLAY=dockerhost:0.0 openai_gym_docker:v1.0

Get Jupyter token

docker exec -it openai-gym bash -c 'jupyter notebook list'

Once the docker instance starts running, open browser and visit http://localhost:8888 and login with the token from above.

Jupyter will promt you to set new password for future logins.

Create/Import Python Notebooks and start exploring Reinforcement Learning 🤖

Stop the container

docker stop openai-gym

Start the container

docker start openai-gym

Categories:

Python

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Openai Docker Python Tensorflow

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An OpenAI Gym docker that can render on Windows

vijjusri14 / OpenAI-Gym-Docker