How can you achieve true parallelism in Python despite the GIL?
The Global Interpreter Lock and concurrency
Audio flashcard · 0:17Nortren·
How can you achieve true parallelism in Python despite the GIL?
0:17
Several approaches exist: use multiprocessing to spawn separate processes, each with its own GIL; use C extensions that release the GIL for compute work; offload work to libraries like NumPy, Pandas, or PyTorch that release the GIL internally; or use the new free-threaded Python build from version 3.13 onward.
docs.python.org