Unfortunately, those of us doing scientific compute don’t have a real alternative.
ROCm just isn’t as widely supported as CUDA, and neither is Vulkan for GPGPU use cases.
AMD dropped the ball on GPGPU, and Nvidia is eating their lunch. Linux desktop users be damned.
My money is on cousin Greg to take over.