ROCm is their CUDA-like and imo it's been a buggy mess, and I'm talking bugs that make your entire system lock up until you hard reboot. Same with their media encoders. Vulkan compute is starting to recieve support by stuff like llama.cpp and ollama and I've had way better luck with that on non-nvidia hardware. Probably for the best that we have a single cross-vendor standard for this.