Not sure I follow. For vgpu it's resource sharing. So I can run my LLM servers alongside my GUI desktop VMs.

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I thought you had to buy something new

Well technically you need recent very nvidia grid gpus for it work officially. But there are tools that let you run on older tesla cards (which I have) or even consumer nvidia cards.