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Proxmox would help. It's great for running VMs and managing hardware
i tried but i had no luck in reassigning the igpu to the vm. It only works with a dedicated one :(
How long ago?
Seems like a write up here about how to do it:
https://forum.proxmox.com/threads/igpu-pci-passthrough-with-pve-7-3-actually-working-with-kernel-6-1.123720/
On proxmox you should be able to share any GPU (integrated or dedicated) to multiple LXCs while keeping it accessible to the host. I use intel integrated GPU in LXC for plex, jellyfin, and one with just ffmpeg I use to convert videos occasionally. I used these instructions as starting point/base when I set mine up on proxmox v7.x, https://forum.proxmox.com/threads/plex-hw-transcoding-lxc-and-jasper-lake-igpu-passthru.116163/
I had looked at instructions to assign the GPU to a specific VM but it looked like way too much work and people were saying it didn't always work for the 11th gen iGPUs. Thankfully I ran across the sharing method and it's been running stable since.
It's been over a year and a half since I built this setup, and to this day I kick myself for not building everything on top of proxmox. That being said, I'm on a rather limited hardware, so I don't know how much better would be to migrate to it (R3 3200G, 6gb of ram)
How can I get a UI from a Proxmox server?