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It's so awkward that these truly fantastic tools for fast numerical computation (NumPy and JAX) have to be accessed through Python, which is a truly terrible language for fast numerical computation.

Is anyone making any serious progress in fast GPU based computational tools for other faster languages? I'm looking for something that also works on the GPU on windows (unlike JAX)




> have to be accessed through python

It’s because most of the people doing these computations don’t have the capacity to become experts in multiple fields. They understand the math and analytics very well, and they expend all their time thinking about that, not about type systems, memory management, etc. Python lets them code without having to think about a lot of that stuff so they can focus on the things they care about. These aren’t computer scientists or programmers, they’re meteorologists, astronomers, oil and gas analysts, investment bankers etc. That’s why some truly great computer scientists and programmers invested their time into building these tools for python vs other languages.


You might want to look into Futhark https://futhark-lang.org/


This type of code isn’t executed by the Python interpreter.




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