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I would like to use automatic differentiation to calculate gradients to function written in numpy.

I've come across a number of packages, including

But none of them seem to support things like numba and numexpr, which I'd normally use to accelerate my python code.

What packages do people use for this?

p.s. I know there's also stuff like tensorflow and pytorch, but I would like to keep my code in numpy

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