What are the differences between Python's async and multiprocessing?
An example of an AI chatbot conversation about Python's async and multiprocessing concepts.
Can you explain the differences between async and multiprocessing in Python?
Sure! Async programming allows for concurrent execution using a single thread, while multiprocessing uses multiple processes.
When should I use async over multiprocessing?
Use async for I/O-bound tasks like web requests, and multiprocessing for CPU-bound tasks that require heavy computation.
Are there any performance considerations I should be aware of?
Yes, async can be more efficient for I/O-bound tasks, but multiprocessing can handle CPU-bound tasks better due to parallel execution.
Can you give me an example of each?
Certainly! For async, you might use asyncio for web scraping. For multiprocessing, you could use the multiprocessing module to perform calculations in parallel.
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