Looks like installing Windows Server 2019 with hyper-v role on the host may be the better option.
https://learn.microsoft.com/en-us/windows-server/virtualization/hyper-v/plan/plan-for-gpu-acceleration-in-windows-server
--please don't forget to Accept as answer if the reply is helpful--