Comment by giovannibonetti

Functional programming can be a great way to handle parallel programming in a sane way. See the Futhark language [1], for example, that accepts high-level constructs like map and reduce, then converts them to the appropriate machine code, either on the CPU or the GPU.

[1] https://futhark-lang.org/