i was initially using concurrent.futures for a lot of things and just assumed some of my code wasn't very multiprocessable when i saw it wasn't utilizing all my

i was initially using concurrent.futures for a lot of things and just assumed some of my code wasn't very multiprocessable when i saw it wasn't utilizing all my cores, but it was a speedup nonetheless, then i when i experimented with multiprocessing it gave me considerable speedups with full core usage. i was more happy than frustrated and switched everything i could and got benefit everywhere. i usually test both when i write code nowadays and concurrent.futures is useful in maybe 10% of my cases.