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A comment on Show HN: Aiopandas – Async .apply() and .map() for Pandas, Faster API/LLMs Calls. Parent comment

Re:Show HN: Aiopandas – Async .apply() and .map() for Pandas... by lyu07282 on Sunday March 16, 2025 @07:21AM (#43378161)
This seems all a bit misleading to beginners, if you have numerical cpu-bound work in Python what you should be doing is vectorize it, not parallelize.

https://www.geeksforgeeks.org/vectorized-operations-in-numpy...

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Re:Show HN: Aiopandas – Async .apply() and .map() for Pandas... by dkh on Sunday March 16, 2025 @09:52AM (#43379089)
The point is that the use-case here is one where there is far more IO-bound work than CPU-bound.
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