I've been pretty baffled, and disappointed, by how bad Python is at parallel processing. Yeah, yeah, I know: The GIL. But so much time and effort has been spent engineering around every other flaw in Python and yet this part is still so bad. I've tried every "easy to use" parallelism library that gets recommended and none of them has satisfied. Always: "couldn't pickle this function" or spawning loads of processes that use up all my RAM for no visible reason but don't use any CPU or make any indication of progress. I'm sure I'm missing something, I'm not a Python guy. But every other language I've used has an easy to use stateless parallel map that hasn't given me any trouble.