Comment by shepardrtc

numpy calls BLAS libraries, which are heavily optimized and parallelized. Note that it is also very dependent on which particular BLAS library is used, as several are older and not nearly as optimized as newer ones (the difference can be rather dramatic). If you're curious, the best one to use is OpenBLAS.