Iterate through NumPy arrays in Cython, not Python. ... Note that you don’t need to specify the memory layout in the declaration, as that’s detected automatically.

This NumPy version performs admirably, clocking in at around 28.77 ns per element -- almost two times faster than the pure Python rendition. Comparison established -- we have a clear winner. However, ...