If you want high level abstractions use tools that provide those. But because GPUs are complicated and come with lots of caveats (see other comments) library a

If you want high level abstractions use tools that provide those. But because GPUs are complicated and come with lots of caveats (see other comments) library authors need the comparatively low level access