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John followed the directions here. What he had to do:
We already had CUDA installed, so no problem there. If not already installed, you'd need to do it.
Install Docker CE using directions here. (Note that the lab machines are x86_64, so follow the command corresponding to amd64 in the directions.
x86_64
Install Nvidia-docker from the releases page by running something like (I copied the link from the page):
wget https://github.com/NVIDIA/nvidia-docker/releases/download/v1.0.1/nvidia-docker_1.0.1-1_amd64.deb sudo apt install ./nvidia-docker_1.0.1-1_amd64.deb