Faster ``np.sort`` on AVX-512 enabled processors
------------------------------------------------
Quicksort for 16-bit and 64-bit dtypes gain up to 15x and 9x speed up on
processors that support AVX-512 instruction set.

Thanks to `Intel corporation <https://open.intel.com/>`_ for sponsoring this
work.
