[CK_TILE] Implement Row/Col quant grouped gemm (#2786)

* Add cshuffle epilogue test

* add the poc implementation to the epilogue and tests

* refactor cshuffle epilogue

* WIP: adding tensor/tile usage to scale_tile

* fix usage of tile_elementwise_inout

* add gemm_quant_kernel for generalizing gemm quant kernel

* Add problem specific to different quants, add QuantType to Traits

* Add quant_type to quant_kernel template parameters

* Create aq/bq_block_windows and views depending on QuantType

* Use tile windows as inputs in cshuffle epilogue

* Fix some issues in epilogue

* initial new example code for new general gemm quant kernel test

* Fix issues in kernel

* Add verification check for rowcol Quantmode

* use AccDataType instead of AQ in pipeline

* fix aquant preshuffle

* fix formatting

* some cleanup

* remove gemm_aquant_basic.cpp

* remove gemm_aquant_kernel.hpp

* fix tests for the renamed quant kernel

* fix formatting

* clean example files

* fix some merge conflicts

* fix preshufflequant rename issue

* updating

* fix some templates after merging with develop

* fix test preshuffle parameter

* fix formatting

* updating kernels

* change update user

* test username

* update quant_grouped_gemm example

* update example

* Unify bquant kernel to the common quant kernel

* remove bquant kernel also from common header

* fix formatting

* clean up commented code

* update grouped_gemm_quant example

* fix formatting config hpp

* fix merge mistake

* Non-const for movable windows

* fix formatting

* update tileloop pipleline

* Fix grammar in README

Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

* Remove #include<bit> and clean up example

* fix strides

* Add some descriptions for move_windows

* fix tensor print bug

* update quant_grouped_gemm example

* remove useless code

* cleanup code

* clean up code & format code

* fix compile & running bug in grouped_gemm example

---------

Co-authored-by: Sami Remes <samremes@amd.com>
Co-authored-by: Mohsen Saffari <mohsen.saffari@amd.com>
Co-authored-by: liyingli <liyingli@amd.com>
Co-authored-by: kyle-256 <Kyle.Zhao@amd.com>
Co-authored-by: spolifroni-amd <Sandra.Polifroni@amd.com>

example/ck_tile/17_grouped_gemm/README.md

@@ -175,6 +175,8 @@ mkdir build && cd build
 make tile_example_grouped_gemm -j
 # The preshuffle example
 make tile_example_grouped_gemm_preshuffle -j
+# The quant grouped gemm fp8 example
+make tile_example_quant_grouped_gemm -j
 ```
 This will result in an executable `build/bin/tile_example_grouped_gemm`