NumPy gives Python users a wickedly fast library ... calls to Cython for each element in the array. Pass properly typed NumPy arrays to Cython functions Any functions that accept a NumPy array ...

you’re best off using NumPy’s “broadcasting” functions—ways to execute operations across a whole array, or a slice, without looping in Python. Again, this is so all the performance ...