Add fastremap.sort for integer arrays

[william-silversmith]

We could use VQSORT to get SIMD accelerated sorting.

https://github.com/google/highway/blob/master/hwy/contrib/sort/vqsort.h
Paper: https://arxiv.org/abs/2205.05982