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What are the differences between threading and multiprocessing in Python?

An example of an AI chatbot conversation about Python threading and multiprocessing differences.

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You

What are the differences between threading and multiprocessing in Python?

MagicBuddy
MagicBuddy

Threading allows multiple threads to run in the same process, sharing memory, while multiprocessing creates separate processes.

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You

When should I use threading instead of multiprocessing?

MagicBuddy
MagicBuddy

Use threading for I/O-bound tasks where waiting for external resources is common, as it can improve performance.

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You

And when is multiprocessing a better choice?

MagicBuddy
MagicBuddy

Multiprocessing is better for CPU-bound tasks, as it can utilize multiple cores and avoid the Global Interpreter Lock.

😀
You

Can you give me an example of each?

MagicBuddy
MagicBuddy

Sure! For threading, consider a web scraper that fetches data from multiple URLs. For multiprocessing, think of a data processing task that performs calculations on large datasets.

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