I am using AMD 6800U APU with built-in Radeon 680M Graphics. I could use Stable Diffusion with ROCm mode Pytorch in Linux.
If you want to use Stable Diffusion you have to use Linux because PyTorch, which Stable Diffusion is based on, only have Linux version. Here is the screenshot taken from official PyTorch website
ROCm is not avaible on Windows