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Style preferences for code complexity and variable usage in ML

I also think it's interesting that @karpathy 's style preference seems quite different from my own! I actually prefer complex lines a lot of the time, because the intermediate variables introduce more free choices and spread things out more. I have to look to see if the variable is reused later. Obviously there's a limit and dense lines are often pretty bad in ML code, but I definitely wouldn't have a "one op per line" rule in my style guide.

→ View original post on X — @honnibal, 2026-03-21 09:46 UTC