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Python is convenient and flexible, yet notably slower than other languages for raw computational speed. The Python ecosystem has compensated with tools that make crunching numbers at scale in ...
If you are doing matrix ... the in-loop processing there, choose the second option. You’ll be making fewer round trips between domains. If you want speed, use C, not Python.