When you call the Cython function in your Python code, send the entire NumPy array object as an argument for that function call. Perform all the iteration over the object in Cython .

x = np.arange(1000) You can use many other kinds of NumPy built-in operations for creating new arrays without looping: creating arrays of zeroes (or any other initial value), or using an existing ...