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concurrency

Exploring concurrent programming.

Concurrency in Python

I. Multithreading and Multiprocessing

sample_thread.py allows testing multithreading and multiprocessing for different tasks, including I/O-bound and CPU-bound.

Example: CPU-Bound Tasks

The following tests demonstrates that for CPU-bound tasks in Python, multithreading doesn't help, while multiprocessing helps.

  1. CPU-Bound, Sequential: ~15s (benchmark)

CPU-bound, Sequential

  1. CPU-Bound, Multithreading: ~15s (no gain)

CPU-bound, Multithreading

  1. CPU-Bound, Multiprocessing: ~5s (huge gain)

CPU-bound, Multiprocessing

II. Asynchronous I/O

sample_async.py leverages Python's asyncio.

Async I/O

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