The first year of free-threaded Python

> Instead, many reach for multiprocessing, but spawning processes is expensive

Agreed.

> and communicating across processes often requires making expensive copies of data

SharedMemory [0] exists. Never understood why this isn’t used more frequently. There’s even a ShareableList which does exactly what it sounds like, and is awesome.

[0]: https://docs.python.org/3/library/multiprocessing.shared_mem...

Yeah I've had great success sharing numpy arrays this way. Explicit sharing is not a huge burden, especially when compared with the difficulty of debugging problems that occur when you accidentally share things between threads. People vastly overstate the benefit of threads over multiprocessing and I don't look forward to all the random segfaults I'm going to have to debug after people start routinely disabling the GIL in a library ecosystem that isn't ready.

I wonder why people never complained so much about JavaScript not having shared-everything threading. Maybe because JavaScript is so much faster that you don't have to reach for it as much. I wish more effort was put into baseline performance for Python.