> ROCm from AMD has its restrictions, but... it really is easier to program than OpenCL. Its a superior model: having a single language that supports both CPU and GPU code is just easier than switching between C++ and OpenCL (where data-structures can't be shared as easily).

ROCm isn't a programming language or programming model - it's a collection of tools and libraries. Which language are you specifically referencing here? HIP?