Selfhosted
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Once you do get the drivers installed properly as per your OS (speaking of, which distro are you using? Edit: nvm I see you are on Ubuntu), here are the steps to give docker access to it: https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html
I recently did this and found those instructions to be beyond useless. The repository URIs were all old and dead. Not sure if they updated this doc since then, but they combined all the deb-based distros into one repo and and all the rpm-based distros into another repo.
Yeah thankfully I use Arch Linux. Their wiki guide was much better.