Junior — Middle
What limitations does the global interpreter lock create when working with multiple threads in Python?
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Answer from AI
The Global Interpreter Lock (GIL) in Python is a mechanism that allows only one thread to execute Python bytecode at a time.
Restrictions it creates when working with multiple threads:
- Threads cannot efficiently utilize multiple CPU cores for executing Python code simultaneously.
- Multithreaded programs that heavily use the CPU do not gain performance improvements due to sequential execution of bytecode.
- The GIL does not block I/O operations, so multithreading is useful for waiting tasks (e.g., network requests).
Because of the GIL, Python often uses multiprocessing (multiprocessing) for parallel computations, where each process has its own interpreter and GIL.