How to use GUI applications from within Docker container?

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My goal is to run arbitrary GUI applications from Docker container using host Xserver.

I tried http://wiki.ros.org/docker/Tutorials/GUI#The_simple_way - Step 1

I would run the docker image using docker run --gpus all --net=host -it -p "8888:8888" -v "/home/gillian/Documents/deeplearning/:/deeplearning/:" --env=DISPLAY=$DISPLAY --env=QT_X11_NO_MITSHM=1 --volume=/tmp/.X11-unix:/tmp/.X11-unix:rw pytorch

But when I tried to run xlogo or xclock from within the container, it would always return error Error: Can't open display: :0

after spending the night trying to fix it I tried to use --net=host as an argument for docker run. And then I could run xclock and xlogo and it would display them on my screen without any issues.

Why?

What can I do to run the docker image without sacrificing the network isolation (--net=host)?

I am running Kubuntu 20.04

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