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You need to build for rocm instead of cuda. I've done this in my Ubuntu box at home rx580. Message me if you can't get it figured out with a stack overflow search.
I...think what I'm missing is the rocm. Does installing it override the open source Mesa libraries? I would want to keep my gaming PC being a gaming desktop, and I heard the AMD privative drivers come with a performance hit and additional mess to sort out. If ROCM is just an additional extension ala CUDA without installing the full driver, and can be used together with Mesa, then I guess I can go this route.