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What is the difference between threading and multiprocessing in Python?

An example of an AI chatbot conversation about threading vs multiprocessing in Python.

😀
You

Can you explain the difference between threading and multiprocessing in Python?

MagicBuddy
MagicBuddy

Sure! Threading allows multiple threads to run in the same process, sharing memory space, while multiprocessing creates separate processes with their own memory.

😀
You

When should I use threading instead of multiprocessing?

MagicBuddy
MagicBuddy

You should use threading for I/O-bound tasks where waiting for external resources is common, while multiprocessing is better for CPU-bound tasks.

😀
You

Are there any downsides to using threading?

MagicBuddy
MagicBuddy

Yes, threading can lead to issues like race conditions and deadlocks due to shared memory, making it harder to debug.

😀
You

What about the performance comparison between the two?

MagicBuddy
MagicBuddy

Multiprocessing can provide better performance for CPU-bound tasks since it utilizes multiple cores, while threading may be limited by the Global Interpreter Lock (GIL) in Python.

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