I'd personally argue ROCm is much more of a mess than CUDA: in many situations, CUDA code can be compiled once, and then run on multiple generations of cards (i

I'd personally argue ROCm is much more of a mess than CUDA: in many situations, CUDA code can be compiled once, and then run on multiple generations of cards (including future ones once drivers exist) and you have the option of shipping PTX code which can (normally) do the same. ROCm builds are effectively hardware-specific (and officially Linux-only).