If you want to run compute on AMD GPU hardware on Linux, it does work - however it's not as portable as CUDA as you practically have to compile your code for every AMD GPU architecture, whereas with CUDA the nvidia drivers give you an abstraction layer (ish, it's really PTX which provides it, but...) which is forwards and backwards compatible, which makes it trivial to support new cards / generations of cards without recompiling anything.