Yes, SDXL is much more detailed than Stable Diffusion 1.4/1.5, talking about ROCm honestly I can't talk for other setup .. but if you see sdwebui launch script it's full of hacks because ROCm + Pytorch combo do not work everywhere with every release..
Search for "TORCH_COMMAND" to see the hacks you need to do