[CK_Tile] Support for various group sizes Preshuffle quant for 2d block scale gemm (#3445)

* formatted

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* formatting

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* [CK TILE GEMM] Refactor block_scale_gemm examples

- Split cpp file to reduce building time
- Support multiple GemmConfig

* [CK TILE GEMM] Refactor block_scale_gemm examples

- Update Readme

* enable prefill shapes

* [CK TILE GEMM] Refactor block_scale_gemm examples

- Add support for rowcol and tensor GEMM operations

* [CK TILE GEMM] Refactor block_scale_gemm examples

- Update README

* adding preshuffle quant as new parameter and its associated new files

* remove debugging statements

* adding test

* enable preshuffle quant with permuteN

* updating readme and correcponding gemmconfigs

* updating cmake file

* fixing CI failures for grouped quant gemm

* debugging permuteN

* debugging

* debugging PermuteN

* initial commit

* resolving merge conflicts

* adding test cases

* initial commit with prints

* debugging

* fine-grained working

* debugging medium grained

* fixing the tile window

* formatting

* enabling prefill shapes

* working prefill shapes

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* clean up

* code cleanup

* bug fix after merging with develop

* clean up after merging with develop

* added comments for the tile window and tile distribution encoding

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Co-authored-by: Cong Ma <congma13@amd.com>
Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
Co-authored-by: Agarwal <khuagarw@ctr2-alola-login-03.amd.com>

include/ck_tile/ops/gemm_quant/block/block_universal_gemm_as_bs_bquant_cr.hpp

@@ -322,6 +322,7 @@ struct BQuantBlockUniversalGemmAsBsCr
                             constexpr index_t reg_offset = nIter;
                             auto pull_from_lane =
                                 (__lane_id() & (WarpGemm::kN - 1)) * Traits::KQPerBlock + kQScale;
+
                             auto& scale_reg = bq_block_tensor.get_thread_buffer()[reg_offset];
                             // cross lane ops
                             uint32_t scale_reg_dword;