What are some real-world examples of threading and multiprocessing?

What are some real-world examples of threading and multiprocessing?

Threading and multiprocessing are used in various applications. For instance, web servers use threading to handle multiple requests simultaneously, while data processing tasks often utilize multiprocessing to speed up computations.

Can you give me a specific example of a web server using threading?

Sure! A popular example is the Apache HTTP Server, which can handle multiple client requests using threads, allowing it to serve many users at once without significant delays.

What about multiprocessing? Any specific applications?

Yes! In data science, libraries like Pandas and NumPy use multiprocessing to perform large-scale data analysis more efficiently by utilizing multiple CPU cores.

How do I decide whether to use threading or multiprocessing?

It depends on the task. Use threading for I/O-bound tasks where waiting for external resources is common, and multiprocessing for CPU-bound tasks that require heavy computation.