Augment blockwise quantization (#18101)
### Description
Augment block wise 4b quantization -- plain CPU impl
### Motivation and Context
Allow column wise or row wise blocks. Experiments show row wise
quantization in LLM weight matrices achieves better precision.
Added tests for quantization and dequantization code.
