Support N-dimension input in quantization kernel (#2575)
* Add support for inputs > 2D
* use vec
* Add N-Dim support to Dequant kernel
* merge master and fix format
* Bug Fix
* fix num_bits
* Fix dequant
Co-authored-by: Connor Holmes <connorholmes@microsoft.com>