[mlir][quantizer] Add gathering of per-axis statistics in quantizer.

Reviewers: stellaraccident, nicolasvasilache

Reviewed By: stellaraccident

Subscribers: Joonsoo, merge_guards_bot, denis13

Tags: #llvm

Differential Revision: https://reviews.llvm.org/D73556