MemotivaThe Global Interpreter Lock and concurrency

How can you achieve true parallelism in Python despite the GIL?

The Global Interpreter Lock and concurrency

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How can you achieve true parallelism in Python despite the GIL?

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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