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What is GIL in Python? Why does it hinder multithreading but not hinder asynchronous operations?

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Answer from AI

GIL (Global Interpreter Lock) is a mechanism in CPython that ensures only one thread executes Python bytecode at a time. This is done to simplify memory management and prevent race conditions when working with objects.

Why GIL hinders multithreading:

  • Threads cannot execute Python code simultaneously, limiting parallelism on multi-core processors.
  • Multithreaded programs that heavily utilize the CPU do not gain performance improvements due to sequential execution.

Why GIL does not hinder asynchronous programming:

  • Asynchronous programming in Python is based on a single thread with an event loop, where tasks are cooperatively switched.
  • There is no true thread parallelism, so GIL does not block task switching.
  • Asynchronous code efficiently works with I/O operations without blocking the thread.

Thus, GIL limits parallel thread execution but does not impede asynchronous programming, which does not require concurrent execution of multiple threads.