Use fastrange instead of modulo for hash partition assignment

[Dandandan]

Is your feature request related to a problem or challenge?

Currently we use hash % num_partition to divide rows among partitions, based on the hash.

However the % operation is slow on all platforms (especially x86, but ARM as well) and makes RepartitionExec slower.

Describe the solution you'd like

We can consider using fastrange https://github.com/lemire/fastrange instead.

Describe alternatives you've considered

We can apply strength reduction (https://en.wikipedia.org/wiki/Strength_reduction) or the crate

https://docs.rs/strength_reduce/latest/strength_reduce/

to make the hash % partition calculation faster, as partition is a constant over the batch session config.

Additional context

No response