blockwise_gemm_pipeline_xdlops_b_preshuffle_dequant_v3.hpp Source File

blockwise_gemm_pipeline_xdlops_b_preshuffle_dequant_v3.hpp Source File#

Composable Kernel: blockwise_gemm_pipeline_xdlops_b_preshuffle_dequant_v3.hpp Source File
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
 
#pragma once
 
#include "ck/tensor_operation/gpu/block/blockwise_gemm_pipeline_xdlops_base.hpp"
 
namespace ck {
 
// Compute optimized pipeline
// GlobalPrefetchStages: 2
// LocalPreFillStages: 1
// LocalPreFetchStages: 1
// LocalSharedMemoryBuffer: 1
 
template <BlockGemmPipelineScheduler BlkGemmPipelineVer,
          index_t BlockSize,
          typename ADataType,
          typename BDataType,
          typename ComputeDataType,
          typename AccDataType,
          typename ATileDesc,
          typename BTileDesc,
          typename AMmaTileDesc,
          typename BMmaTileDesc,
          index_t ABlockTransferSrcScalarPerVector,
          index_t BBlockTransferSrcScalarPerVector,
          index_t MPerBlock,
          index_t NPerBlock,
          index_t KPerBlock,
          index_t MPerXDL,
          index_t NPerXDL,
          index_t MRepeat,
          index_t NRepeat,
          index_t KPacks>
struct BlockwiseGemmXdlops_pipeline_bpreshuffle_bdequant_v3
{
};
 
template <index_t BlockSize,
          typename ADataType,
          typename BDataType,
          typename ComputeDataType,
          typename AccDataType,
          typename ATileDesc,
          typename BTileDesc,
          typename AMmaTileDesc,
          typename BMmaTileDesc,
          index_t ABlockTransferSrcScalarPerVector,
          index_t BBlockTransferSrcScalarPerVector,
          index_t MPerBlock,
          index_t NPerBlock,
          index_t KPerBlock,
          index_t MPerXDL,
          index_t NPerXDL,
          index_t MRepeat,
          index_t NRepeat,
          index_t KPack
          // ,bool TransposeC //disable transposec right now...
          >
struct BlockwiseGemmXdlops_pipeline_bpreshuffle_bdequant_v3<BlockGemmPipelineScheduler::Intrawave,
                                                            BlockSize,
                                                            ADataType,
                                                            BDataType,
                                                            ComputeDataType,
                                                            AccDataType,
                                                            ATileDesc,
                                                            BTileDesc,
                                                            AMmaTileDesc,
                                                            BMmaTileDesc,
                                                            ABlockTransferSrcScalarPerVector,
                                                            BBlockTransferSrcScalarPerVector,
                                                            MPerBlock,
                                                            NPerBlock,
                                                            KPerBlock,
                                                            MPerXDL,
                                                            NPerXDL,
                                                            MRepeat,
                                                            NRepeat,
                                                            KPack>
    : BlockwiseGemmXdlops_pipeline_base<BlockSize,
                                        ADataType,
                                        BDataType,
                                        ComputeDataType,
                                        AccDataType,
                                        ATileDesc,
                                        BTileDesc,
                                        AMmaTileDesc,
                                        BMmaTileDesc,
                                        ABlockTransferSrcScalarPerVector,
                                        BBlockTransferSrcScalarPerVector,
                                        MPerBlock,
                                        NPerBlock,
                                        KPerBlock,
                                        MPerXDL,
                                        NPerXDL,
                                        MRepeat,
                                        NRepeat,
                                        KPack>
 
{
    using Base = BlockwiseGemmXdlops_pipeline_base<BlockSize,
                                                   ADataType,
                                                   BDataType,
                                                   ComputeDataType,
                                                   AccDataType,
                                                   ATileDesc,
                                                   BTileDesc,
                                                   AMmaTileDesc,
                                                   BMmaTileDesc,
                                                   ABlockTransferSrcScalarPerVector,
                                                   BBlockTransferSrcScalarPerVector,
                                                   MPerBlock,
                                                   NPerBlock,
                                                   KPerBlock,
                                                   MPerXDL,
                                                   NPerXDL,
                                                   MRepeat,
                                                   NRepeat,
                                                   KPack>;
    using Base::A_K1;
    using Base::B_K1;
    using Base::I0;
    using Base::I1;
    using Base::I2;
    using Base::KRepeat;
    using typename Base::HotLoopInstList;
 
    using Base::a_block_desc_m0_m1_m2_k;
    using Base::CalculateCThreadOriginDataIndex;
    using Base::CalculateCThreadOriginDataIndex8D;
    using Base::GetCBlockDescriptor_G_M0_N0_M1_N1_M2_M3_M4_N2;
    using Base::GetCBlockDescriptor_M0_N0_M1_N1_M2_M3_M4_N2;
    using Base::GetCBlockDescriptor_M0_N0_M1_N1_M2_N2_N3_N4;
    using Base::GetCThreadBuffer;
    using Base::GetCThreadDescriptor_G_M0_N0_M1_N1_M2_M3_M4_N2;
    using Base::GetCThreadDescriptor_M0_N0_M1_N1_M2_M3_M4_N2;
    using Base::GetCThreadDescriptor_M0_N0_M1_N1_M2_N2_N3_N4;
    using Base::MakeCGridDescriptor_G_M0_N0_M1_N1_M2_M3_M4_N2;
    using Base::MakeCGridDescriptor_M0_N0_M1_N1_M2_M3_M4_N2;
 
    using Base::AMmaKStride;
    using Base::BMmaKStride;
 
    using Base::MWaves;
    using Base::WaveSize;
 
    static constexpr auto xdlops_gemm =
        XdlopsGemm<ComputeDataType, MPerXDL, NPerXDL, KPack, ComputeDataType>{};
 
    static constexpr index_t PrefetchStages        = 2;
    static constexpr index_t PrefillStages         = 1;
    static constexpr index_t GlobalBufferNum       = 1;
    static constexpr index_t HotloopLocalBufSwitch = MRepeat % 2 == 0 ? 0 : 1;
 
    template <typename TileDesc_M0_M1_M2_K>
    __host__ __device__ static constexpr auto MakeAGemmMmaTileDescriptor(const TileDesc_M0_M1_M2_K&)
    {
        constexpr index_t M0 = TileDesc_M0_M1_M2_K{}.GetLength(Number<0>{});
        constexpr index_t M1 = TileDesc_M0_M1_M2_K{}.GetLength(Number<1>{});
        constexpr index_t M2 = TileDesc_M0_M1_M2_K{}.GetLength(Number<2>{});
        constexpr index_t K2 = KPack;
        constexpr index_t K1 = WaveSize / NPerXDL;
        constexpr index_t K0 = KRepeat;
 
        return transform_tensor_descriptor(
            TileDesc_M0_M1_M2_K{},
            make_tuple(
                make_pass_through_transform(Number<M0>{}),
                make_pass_through_transform(Number<M1>{}),
                make_pass_through_transform(Number<M2>{}),
                make_unmerge_transform(make_tuple(Number<K0>{}, Number<K1>{}, Number<K2>{}))),
            make_tuple(Sequence<0>{}, Sequence<1>{}, Sequence<2>{}, Sequence<3>{}),
            make_tuple(Sequence<0>{}, Sequence<1>{}, Sequence<2>{}, Sequence<3, 4, 5>{}));
    }
 
    static constexpr auto a_block_desc_m0_m1_m2_k0_k1_k2 =
        MakeAGemmMmaTileDescriptor(a_block_desc_m0_m1_m2_k);
 
    __host__ __device__ static constexpr bool BlockHasHotloop(index_t num_loop)
    {
        return num_loop > PrefetchStages;
    }
 
    __host__ __device__ static constexpr TailNumber BlockLoopTailNum(index_t num_loop)
    {
        return num_loop % 2 == 0 ? TailNumber::Even : TailNumber::Odd;
    }
 
    template <typename Stage>
    __device__ static constexpr auto HotLoopScheduler(Stage stage)
    {
        constexpr auto num_ds_read_inst_a     = HotLoopInstList::A_LDS_Read_Inst_Num;
        constexpr auto num_ds_write_inst_a    = HotLoopInstList::A_LDS_Write_Inst_Num;
        constexpr auto num_buffer_load_inst_a = HotLoopInstList::A_Buffer_Load_Inst_Num;
        constexpr auto num_buffer_load_inst_b = MWaves * HotLoopInstList::B_Buffer_Load_Inst_Num;
 
        constexpr auto num_mfma = HotLoopInstList::C_MFMA_Inst_Num;
 
        constexpr auto staged_num_ds_read_inst_a =
            ck::math::integer_divide_ceil(num_ds_read_inst_a, MRepeat);
        constexpr auto staged_num_mfma = ck::math::integer_divide_ceil(num_mfma, MRepeat);
 
        constexpr auto staged_num_mfma_per_ds_read_a =
            ck::math::integer_divide_ceil(staged_num_mfma, staged_num_ds_read_inst_a);
 
        if constexpr(stage.value == 0)
        {
            constexpr auto staged_num_buffer_load_b_per_ds_read_a =
                ck::math::integer_divide_ceil(num_buffer_load_inst_b, staged_num_ds_read_inst_a);
            constexpr auto staged_num_mfma_per_buffer_load_b =
                ck::math::integer_divide_ceil(staged_num_mfma, num_buffer_load_inst_b);
            // B global
            static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
                ignore = i_inst;
 
                static_for<0, staged_num_buffer_load_b_per_ds_read_a - 1, 1>{}([&](auto ibuf_inst) {
                    ignore = ibuf_inst;
                    __builtin_amdgcn_sched_group_barrier(
                        0x008, staged_num_mfma_per_buffer_load_b, 0);  // MFMA
                    __builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
                });
 
                __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                __builtin_amdgcn_sched_group_barrier(
                    0x008, staged_num_mfma_per_buffer_load_b - 1, 0); // MFMA
                __builtin_amdgcn_sched_group_barrier(0x020, 1, 0);    // VMEM read
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
        else if constexpr(stage.value == 1)
        {
            constexpr auto staged_num_mfma_per_ds_write_a =
                math::integer_divide_ceil(staged_num_mfma, num_ds_write_inst_a);
 
            constexpr auto stage_more_mfma =
                staged_num_mfma - (staged_num_mfma_per_ds_write_a - 1) * num_ds_write_inst_a;
 
            // A local write
            static_for<0, num_ds_write_inst_a, 1>{}([&](auto i_inst) {
                if constexpr(i_inst.value < stage_more_mfma)
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a, 0);     // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                    }
                }
                else
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 2, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                    }
                }
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
        else if constexpr(stage.value == 2)
        {
            constexpr auto staged_num_mfma_per_buffer_load_a =
                math::integer_divide_ceil(staged_num_mfma, num_buffer_load_inst_a);
 
            constexpr auto stage_more_mfma =
                staged_num_mfma - (staged_num_mfma_per_buffer_load_a - 1) * num_buffer_load_inst_a;
 
            // A global
            static_for<0, num_buffer_load_inst_a, 1>{}([&](auto i_inst) {
                if constexpr(i_inst.value < stage_more_mfma)
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_buffer_load_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x020, 1, 0);    // VMEM read
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0);    // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0);    // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_buffer_load_a, 0);  // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
                    }
                }
                else
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_buffer_load_a - 2, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x020, 1, 0);    // VMEM read
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0);    // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0);    // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_buffer_load_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x020, 1, 0);    // VMEM read
                    }
                }
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
        else
        {
            // A local Read
            static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
                ignore = i_inst;
                __builtin_amdgcn_sched_group_barrier(
                    0x008, staged_num_mfma_per_ds_read_a, 0);      // MFMA
                __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
    }
 
    template <typename Stage>
    __device__ static constexpr auto EpilogueScheduler_1(Stage stage)
    {
        constexpr auto num_ds_read_inst_a     = HotLoopInstList::A_LDS_Read_Inst_Num;
        constexpr auto num_ds_write_inst_a    = HotLoopInstList::A_LDS_Write_Inst_Num;
        constexpr auto num_buffer_load_inst_b = MWaves * HotLoopInstList::B_Buffer_Load_Inst_Num;
 
        constexpr auto num_mfma = HotLoopInstList::C_MFMA_Inst_Num;
 
        constexpr auto staged_num_ds_read_inst_a = num_ds_read_inst_a / MRepeat;
        constexpr auto staged_num_mfma           = num_mfma / MRepeat;
 
        constexpr auto staged_num_mfma_per_ds_read_a = staged_num_mfma / staged_num_ds_read_inst_a;
 
        if constexpr(stage.value == 0)
        {
            constexpr auto staged_num_buffer_load_b_per_ds_read_a =
                num_buffer_load_inst_b / staged_num_ds_read_inst_a;
            constexpr auto staged_num_mfma_per_buffer_load_b =
                staged_num_mfma / num_buffer_load_inst_b;
            // B global
            static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
                ignore = i_inst;
 
                static_for<0, staged_num_buffer_load_b_per_ds_read_a, 1>{}([&](auto ibuf_inst) {
                    ignore = ibuf_inst;
                    __builtin_amdgcn_sched_group_barrier(
                        0x008, staged_num_mfma_per_buffer_load_b, 0);  // MFMA
                    __builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
                });
 
                __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                __builtin_amdgcn_sched_group_barrier(
                    0x008, staged_num_mfma_per_buffer_load_b - 1, 0); // MFMA
                __builtin_amdgcn_sched_group_barrier(0x020, 1, 0);    // VMEM read
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
        else if constexpr(stage.value == 1)
        {
#if 0
            constexpr auto staged_num_ds_write_a_per_ds_read_a =
                num_ds_write_inst_a / staged_num_ds_read_inst_a;
            constexpr auto staged_num_mfma_per_ds_write_a = staged_num_mfma / num_ds_write_inst_a;
            // A local write
            static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
                ignore = i_inst;
 
                static_for<0, staged_num_ds_write_a_per_ds_read_a, 1>{}([&](auto idswrite_inst) {
                    ignore = idswrite_inst;
                    __builtin_amdgcn_sched_group_barrier(
                        0x008, staged_num_mfma_per_ds_write_a - 1, 0); // MFMA
                    __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                });
 
                __builtin_amdgcn_sched_group_barrier(
                    0x008, staged_num_ds_write_a_per_ds_read_a, 0); // MFMA
                __builtin_amdgcn_sched_group_barrier(0x100, 1, 0);  // DS read
            });
#elif 1
            constexpr auto staged_num_mfma_per_ds_write_a =
                math::integer_divide_ceil(staged_num_mfma, num_ds_write_inst_a);
 
            constexpr auto stage_more_mfma =
                staged_num_mfma - (staged_num_mfma_per_ds_write_a - 1) * num_ds_write_inst_a;
 
            // A local write
            static_for<0, num_ds_write_inst_a, 1>{}([&](auto i_inst) {
                if constexpr(i_inst.value < stage_more_mfma)
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a, 0);     // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                    }
                }
                else
                {
                    if(i_inst.value < staged_num_ds_read_inst_a)
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 2, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                        __builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
                    }
                    else
                    {
                        __builtin_amdgcn_sched_group_barrier(
                            0x008, staged_num_mfma_per_ds_write_a - 1, 0); // MFMA
                        __builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS Write
                    }
                }
            });
#endif
            __builtin_amdgcn_sched_barrier(0);
        }
        else
        {
            // A local Read
            static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
                ignore = i_inst;
                __builtin_amdgcn_sched_group_barrier(
                    0x008, staged_num_mfma_per_ds_read_a, 0);      // MFMA
                __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
            });
 
            __builtin_amdgcn_sched_barrier(0);
        }
    }
 
    __device__ static constexpr auto EpilogueScheduler_2()
    {
        constexpr auto num_ds_read_inst_a = HotLoopInstList::A_LDS_Read_Inst_Num;
 
        constexpr auto num_mfma = HotLoopInstList::C_MFMA_Inst_Num;
 
        constexpr auto staged_num_ds_read_inst_a = num_ds_read_inst_a / MRepeat;
        constexpr auto staged_num_mfma           = num_mfma / MRepeat;
 
        constexpr auto staged_num_mfma_per_ds_read_a = staged_num_mfma / staged_num_ds_read_inst_a;
 
        // A local Read
        static_for<0, staged_num_ds_read_inst_a, 1>{}([&](auto i_inst) {
            ignore = i_inst;
            __builtin_amdgcn_sched_group_barrier(0x008, staged_num_mfma_per_ds_read_a, 0); // MFMA
            __builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
        });
 
        __builtin_amdgcn_sched_barrier(0);
    }
 
    template <bool HasMainLoop,
              TailNumber TailNum,
              typename AGridDesc,
              typename ABlockDesc,
              typename ABlockTransfer,
              typename AGridBuffer,
              typename ABlockBuffer,
              typename ABlockTransferStep,
              typename BGridDesc,
              typename BBlockTransfer,
              typename BGridBuffer,
              typename BBlockBuffer,
              typename BBlockTransferStep,
              typename CThreadBuffer>
    __device__ void Run(const AGridDesc& a_grid_desc,
                        const ABlockDesc& a_block_desc,
                        ABlockTransfer& a_blockwise_copy,
                        const AGridBuffer& a_grid_buf,
                        ABlockBuffer& a_block_buf,
                        const ABlockTransferStep& a_block_copy_step,
                        const BGridDesc& b_grid_desc,
                        BBlockTransfer& b_blockwise_copy,
                        const BGridBuffer& b_grid_buf,
                        BBlockBuffer& b_block_buf,
                        const BBlockTransferStep& b_block_copy_step,
                        CThreadBuffer& c_thread_buf,
                        index_t num_loop) const
    {
        ignore = b_block_buf;
        __builtin_amdgcn_sched_barrier(0);
        auto a_thread_buf = make_static_buffer<AddressSpaceEnum::Vgpr, ComputeDataType>(
            a_thread_desc_.GetElementSpaceSize());
        auto b_thread_buf = make_static_buffer<AddressSpaceEnum::Vgpr, BDataType>(
            b_thread_desc_.GetElementSpaceSize());
        auto b_thread_dequant_buf = make_static_buffer<AddressSpaceEnum::Vgpr, ComputeDataType>(
            b_thread_desc_.GetElementSpaceSize());
 
        StaticallyIndexedArray<decltype(b_thread_buf), Number<2>{}> b_thread_bufs;
        StaticallyIndexedArray<decltype(b_thread_dequant_buf), Number<2>{}> b_thread_dequant_bufs;
        constexpr auto b_block_origin_idx = make_tuple(I0, I0, I0, I0);
 
        // Global prefetch A1 B1
        b_blockwise_copy.Run(b_grid_desc,
                             b_grid_buf,
                             b_block_desc_n0_n1_k0_k1,
                             b_block_origin_idx,
                             b_thread_bufs(I0));
        b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step);
 
        a_blockwise_copy.RunRead(a_grid_desc, a_grid_buf);
        a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
        __builtin_amdgcn_sched_barrier(0);
 
        // // Local prefill A1
        a_blockwise_copy.RunWrite(a_block_desc, a_block_buf.At(I0));
 
        // // Global prefetch A2
        a_blockwise_copy.RunRead(a_grid_desc, a_grid_buf);
        a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
 
        // Local prefetch A1
        block_sync_lds();
        static_for<0, KRepeat, 1>{}([&](auto k0) {
            a_thread_copy_.Run(a_block_desc_m0_m1_m2_k0_k1_k2,
                               make_tuple(I0, I0, I0, k0, I0, I0),
                               a_block_buf.At(I0),
                               a_thread_desc_,
                               make_tuple(I0, I0, I0, k0, I0, I0),
                               a_thread_buf);
        });
        // B VGPR->VGPR dequant
        b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                   b_block_origin_idx,
                                   b_thread_bufs(I0),
                                   b_thread_desc_,
                                   make_tuple(I0, I0, I0, I0),
                                   b_thread_dequant_bufs(I0));
 
        // Initialize C
        c_thread_buf.Clear();
 
        __builtin_amdgcn_sched_barrier(0);
 
        // main body
        if constexpr(HasMainLoop)
        {
            index_t i = 0;
            do
            {
                auto LoopFunc = [&](auto mfma_reg_buf, auto local_read_buf) {
                    static_for<0, MRepeat, 1>{}([&](auto m0) {
                        if constexpr(m0.value == 0)
                        {
                            b_blockwise_copy.Run(b_grid_desc,
                                                 b_grid_buf,
                                                 b_block_desc_n0_n1_k0_k1,
                                                 b_block_origin_idx,
                                                 b_thread_bufs(local_read_buf));
                            b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step);
                        }
                        else if constexpr(m0.value == 1)
                        {
                            a_blockwise_copy.RunWrite(a_block_desc, a_block_buf.At(local_read_buf));
                        }
                        else if constexpr(m0.value == 2)
                        {
                            a_blockwise_copy.RunRead(a_grid_desc, a_grid_buf);
                            a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
                        }
 
                        static_for<0, KRepeat, 1>{}([&](auto k0) {
                            static_for<0, NRepeat, 1>{}([&](auto n0) {
                                vector_type<ComputeDataType, KPack> a_thread_vec;
                                vector_type<ComputeDataType, KPack> b_thread_vec;
 
                                static_for<0, KPack, 1>{}([&](auto ik) {
                                    a_thread_vec.template AsType<ComputeDataType>()(ik) =
                                        a_thread_buf[Number<a_thread_desc_.CalculateOffset(
                                            make_tuple((m0 + HotloopLocalBufSwitch * mfma_reg_buf) %
                                                           2,
                                                       I0,
                                                       I0,
                                                       k0,
                                                       I0,
                                                       ik))>{}];
                                    b_thread_vec.template AsType<ComputeDataType>()(ik) =
                                        b_thread_dequant_bufs[mfma_reg_buf]
                                                             [Number<b_thread_desc_.CalculateOffset(
                                                                 make_tuple(n0, I0, k0, ik))>{}];
                                });
 
                                using mfma_input_type =
                                    typename vector_type<ComputeDataType,
                                                         xdlops_gemm.K1PerXdlops>::type;
 
                                constexpr index_t c_offset =
                                    c_thread_desc_.CalculateOffset(make_tuple(m0, n0, 0));
 
                                xdlops_gemm.Run(
                                    a_thread_vec.template AsType<mfma_input_type>(),
                                    b_thread_vec.template AsType<mfma_input_type>(),
                                    c_thread_buf.GetVectorTypeReference(Number<c_offset>{}));
                            });
                        });
 
                        if constexpr(m0.value == MRepeat - 1)
                        {
                            block_sync_lds();
 
                            static_for<0, KRepeat, 1>{}([&](auto k0) {
                                a_thread_copy_.Run(
                                    a_block_desc_m0_m1_m2_k0_k1_k2,
                                    make_tuple(Number<(m0 + 1) % MRepeat>{}, I0, I0, k0, I0, I0),
                                    a_block_buf.At(local_read_buf),
                                    a_thread_desc_,
                                    make_tuple(
                                        Number<(m0 + 1 + HotloopLocalBufSwitch * mfma_reg_buf) %
                                               2>{},
                                        I0,
                                        I0,
                                        k0,
                                        I0,
                                        I0),
                                    a_thread_buf);
                            });
                            // B VGPR->VGPR dequant
                            b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                                       b_block_origin_idx,
                                                       b_thread_bufs(local_read_buf),
                                                       b_thread_desc_,
                                                       make_tuple(I0, I0, I0, I0),
                                                       b_thread_dequant_bufs(local_read_buf));
                        }
                        else
                        {
                            static_for<0, KRepeat, 1>{}([&](auto k0) {
                                a_thread_copy_.Run(
                                    a_block_desc_m0_m1_m2_k0_k1_k2,
                                    make_tuple(Number<(m0 + 1) % MRepeat>{}, I0, I0, k0, I0, I0),
                                    a_block_buf.At(mfma_reg_buf),
                                    a_thread_desc_,
                                    make_tuple(
                                        Number<(m0 + 1 + HotloopLocalBufSwitch * mfma_reg_buf) %
                                               2>{},
                                        I0,
                                        I0,
                                        k0,
                                        I0,
                                        I0),
                                    a_thread_buf);
                            });
                            // B VGPR->VGPR dequant
                            b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                                       b_block_origin_idx,
                                                       b_thread_bufs(mfma_reg_buf),
                                                       b_thread_desc_,
                                                       make_tuple(I0, I0, I0, I0),
                                                       b_thread_dequant_bufs(mfma_reg_buf));
                        }
 
                        HotLoopScheduler(m0);
                    });
                };
 
                LoopFunc(I0, I1);
                LoopFunc(I1, I0);
 
                i += 2;
            } while(i < (num_loop - 2));
        }
        // tail
        if constexpr(TailNum == TailNumber::Even)
        {
            static_for<0, MRepeat, 1>{}([&](auto m0) {
                if constexpr(m0.value == 0)
                {
                    b_blockwise_copy.Run(b_grid_desc,
                                         b_grid_buf,
                                         b_block_desc_n0_n1_k0_k1,
                                         b_block_origin_idx,
                                         b_thread_bufs(I1));
                }
                else if constexpr(m0.value == MRepeat - 1)
                {
                    a_blockwise_copy.RunWrite(a_block_desc, a_block_buf.At(I1));
                }
 
                static_for<0, KRepeat, 1>{}([&](auto k0) {
                    static_for<0, NRepeat, 1>{}([&](auto n0) {
                        vector_type<ComputeDataType, KPack> a_thread_vec;
                        vector_type<ComputeDataType, KPack> b_thread_vec;
 
                        static_for<0, KPack, 1>{}([&](auto ik) {
                            a_thread_vec.template AsType<ComputeDataType>()(ik) =
                                a_thread_buf[Number<a_thread_desc_.CalculateOffset(
                                    make_tuple(m0 % 2, I0, I0, k0, I0, ik))>{}];
                            b_thread_vec.template AsType<ComputeDataType>()(ik) =
                                b_thread_dequant_bufs[I0][Number<b_thread_desc_.CalculateOffset(
                                    make_tuple(n0, I0, k0, ik))>{}];
                        });
 
                        using mfma_input_type =
                            typename vector_type<ComputeDataType, xdlops_gemm.K1PerXdlops>::type;
 
                        constexpr index_t c_offset =
                            c_thread_desc_.CalculateOffset(make_tuple(m0, n0, 0));
 
                        xdlops_gemm.Run(a_thread_vec.template AsType<mfma_input_type>(),
                                        b_thread_vec.template AsType<mfma_input_type>(),
                                        c_thread_buf.GetVectorTypeReference(Number<c_offset>{}));
                    });
                });
 
                if constexpr(m0.value == MRepeat - 1)
                {
                    block_sync_lds();
 
                    static_for<0, KRepeat, 1>{}([&](auto k0) {
                        a_thread_copy_.Run(
                            a_block_desc_m0_m1_m2_k0_k1_k2,
                            make_tuple(Number<(m0 + 1) % MRepeat>{}, I0, I0, k0, I0, I0),
                            a_block_buf.At(I1),
                            a_thread_desc_,
                            make_tuple(Number<(m0 + 1) % 2>{}, I0, I0, k0, I0, I0),
                            a_thread_buf);
                    });
                    // B VGPR->VGPR dequant
                    b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                               b_block_origin_idx,
                                               b_thread_bufs(I1),
                                               b_thread_desc_,
                                               make_tuple(I0, I0, I0, I0),
                                               b_thread_dequant_bufs(I1));
                }
                else
                {
                    static_for<0, KRepeat, 1>{}([&](auto k0) {
                        a_thread_copy_.Run(
                            a_block_desc_m0_m1_m2_k0_k1_k2,
                            make_tuple(Number<(m0 + 1) % MRepeat>{}, I0, I0, k0, I0, I0),
                            a_block_buf.At(I0),
                            a_thread_desc_,
                            make_tuple(Number<(m0 + 1) % 2>{}, I0, I0, k0, I0, I0),
                            a_thread_buf);
                    });
                    // B VGPR->VGPR dequant
                    b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                               b_block_origin_idx,
                                               b_thread_bufs(I0),
                                               b_thread_desc_,
                                               make_tuple(I0, I0, I0, I0),
                                               b_thread_dequant_bufs(I0));
                }
 
                EpilogueScheduler_1(m0);
            });
 
            static_for<0, MRepeat, 1>{}([&](auto m0) {
                static_for<0, KRepeat, 1>{}([&](auto k0) {
                    static_for<0, NRepeat, 1>{}([&](auto n0) {
                        vector_type<ComputeDataType, KPack> a_thread_vec;
                        vector_type<ComputeDataType, KPack> b_thread_vec;
 
                        static_for<0, KPack, 1>{}([&](auto ik) {
                            a_thread_vec.template AsType<ComputeDataType>()(ik) =
                                a_thread_buf[Number<a_thread_desc_.CalculateOffset(make_tuple(
                                    (m0 + HotloopLocalBufSwitch) % 2, I0, I0, k0, I0, ik))>{}];
                            b_thread_vec.template AsType<ComputeDataType>()(ik) =
                                b_thread_dequant_bufs[I1][Number<b_thread_desc_.CalculateOffset(
                                    make_tuple(n0, I0, k0, ik))>{}];
                        });
 
                        using mfma_input_type =
                            typename vector_type<ComputeDataType, xdlops_gemm.K1PerXdlops>::type;
 
                        constexpr index_t c_offset =
                            c_thread_desc_.CalculateOffset(make_tuple(m0, n0, 0));
 
                        xdlops_gemm.Run(a_thread_vec.template AsType<mfma_input_type>(),
                                        b_thread_vec.template AsType<mfma_input_type>(),
                                        c_thread_buf.GetVectorTypeReference(Number<c_offset>{}));
                    });
                });
 
                if constexpr(m0.value != (MRepeat - 1))
                {
                    static_for<0, KRepeat, 1>{}([&](auto k0) {
                        a_thread_copy_.Run(
                            a_block_desc_m0_m1_m2_k0_k1_k2,
                            make_tuple(Number<m0 + 1>{}, I0, I0, k0, I0, I0),
                            a_block_buf.At(I1),
                            a_thread_desc_,
                            make_tuple(
                                Number<(m0 + 1 + HotloopLocalBufSwitch) % 2>{}, I0, I0, k0, I0, I0),
                            a_thread_buf);
                    });
                    // B VGPR->VGPR dequant
                    b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                               b_block_origin_idx,
                                               b_thread_bufs(I1),
                                               b_thread_desc_,
                                               make_tuple(I0, I0, I0, I0),
                                               b_thread_dequant_bufs(I1));
 
                    EpilogueScheduler_2();
                }
            });
            // Let's leak last MFMA block to epilogue region, cover the potential lds-shuffle
            // latency
            // __builtin_amdgcn_sched_barrier(0);
        }
        else
        {
            static_for<0, MRepeat, 1>{}([&](auto m0) {
                static_for<0, KRepeat, 1>{}([&](auto k0) {
                    static_for<0, NRepeat, 1>{}([&](auto n0) {
                        vector_type<ComputeDataType, KPack> a_thread_vec;
                        vector_type<ComputeDataType, KPack> b_thread_vec;
 
                        static_for<0, KPack, 1>{}([&](auto ik) {
                            a_thread_vec.template AsType<ComputeDataType>()(ik) =
                                a_thread_buf[Number<a_thread_desc_.CalculateOffset(
                                    make_tuple(m0 % 2, I0, I0, k0, I0, ik))>{}];
                            b_thread_vec.template AsType<ComputeDataType>()(ik) =
                                b_thread_dequant_bufs[I0][Number<b_thread_desc_.CalculateOffset(
                                    make_tuple(n0, I0, k0, ik))>{}];
                        });
 
                        using mfma_input_type =
                            typename vector_type<ComputeDataType, xdlops_gemm.K1PerXdlops>::type;
 
                        constexpr index_t c_offset =
                            c_thread_desc_.CalculateOffset(make_tuple(m0, n0, 0));
 
                        xdlops_gemm.Run(a_thread_vec.template AsType<mfma_input_type>(),
                                        b_thread_vec.template AsType<mfma_input_type>(),
                                        c_thread_buf.GetVectorTypeReference(Number<c_offset>{}));
                    });
                });
 
                if constexpr(m0.value != (MRepeat - 1))
                {
                    static_for<0, KRepeat, 1>{}([&](auto k0) {
                        a_thread_copy_.Run(a_block_desc_m0_m1_m2_k0_k1_k2,
                                           make_tuple(Number<m0 + 1>{}, I0, I0, k0, I0, I0),
                                           a_block_buf.At(I0),
                                           a_thread_desc_,
                                           make_tuple(Number<(m0 + 1) % 2>{}, I0, I0, k0, I0, I0),
                                           a_thread_buf);
                    });
                    // B VGPR->VGPR dequant
                    b_thread_dequant_copy_.Run(b_block_desc_n0_n1_k0_k1,
                                               b_block_origin_idx,
                                               b_thread_bufs(I0),
                                               b_thread_desc_,
                                               make_tuple(I0, I0, I0, I0),
                                               b_thread_dequant_bufs(I0));
 
                    EpilogueScheduler_2();
                }
            });
        }
    }
 
    protected:
    // MRepeat MWave MLane KRepeat KLane KPack
    // KRepeat -> MRepeat-> Mwave->KLane->MLane->KPack
    // Reduce the vgpr usage here.
    static constexpr auto a_thread_desc_ = make_naive_tensor_descriptor_packed(
        make_tuple(I2, I1, I1, Number<KRepeat>{}, I1, Number<KPack>{}));
 
    using AThreadCopy = ThreadwiseTensorSliceTransfer_v4<ADataType,
                                                         ComputeDataType,
                                                         decltype(a_block_desc_m0_m1_m2_k0_k1_k2),
                                                         decltype(a_thread_desc_),
                                                         Sequence<1, 1, 1, 1, 1, KPack>,
                                                         Sequence<0, 1, 2, 3, 4, 5>,
                                                         5,
                                                         A_K1,
                                                         A_K1>;
 
    AThreadCopy a_thread_copy_{Base::CalculateAThreadOriginDataIndex6D()};
 
    static constexpr auto b_thread_desc_ = make_naive_tensor_descriptor_packed(
        make_tuple(Number<NRepeat>{}, I1, Number<KRepeat>{}, Number<KPack>{}));
 
    static constexpr BTileDesc b_block_desc_n0_n1_k0_k1;
 
    using Base::c_thread_desc_;
 
    using PassThrough = ck::tensor_operation::element_wise::PassThrough;
 
    using BThreadDequantCopy = ThreadwiseTensorSliceTransfer_StaticToStatic<
        BDataType,
        ComputeDataType,
        decltype(b_block_desc_n0_n1_k0_k1),
        decltype(b_block_desc_n0_n1_k0_k1),
        tensor_operation::element_wise::PassThrough,
        Sequence<Number<NRepeat>{}, I1, Number<KRepeat>{}, Number<KPack>{}>,
        Sequence<1, 2, 0, 3>,
        3,
        KPack>;
 
    const PassThrough b_element_op{};
    BThreadDequantCopy b_thread_dequant_copy_{b_element_op};
};
 
} // namespace ck