device_gemm_xdl_cshuffle_streamk_v3.hpp Source File

device_gemm_xdl_cshuffle_streamk_v3.hpp Source File#

Composable Kernel: device_gemm_xdl_cshuffle_streamk_v3.hpp Source File
// SPDX-License-Identifier: MIT
// Copyright (c) 2024-2025, Advanced Micro Devices, Inc. All rights reserved.
 
#pragma once
 
#include <iostream>
#include <sstream>
 
#include "ck/utility/common_header.hpp"
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_streamk_v2.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_streamk_v3.hpp"
#include "ck/host_utility/device_prop.hpp"
#include "ck/host_utility/kernel_launch.hpp"
#include "ck/host_utility/flush_cache.hpp"
 
namespace ck {
namespace tensor_operation {
namespace device {
 
template <typename ALayout,
          typename BLayout,
          typename CLayout,
          typename ADataType,
          typename BDataType,
          typename CDataType,
          typename GemmAccDataType,
          typename CShuffleDataType,
          typename AElementwiseOperation,
          typename BElementwiseOperation,
          typename CElementwiseOperation,
          GemmSpecialization GemmSpec,
          index_t BlockSize,
          index_t MPerBlock,
          index_t NPerBlock,
          index_t KPerBlock,
          index_t AK1,
          index_t BK1,
          index_t MPerXDL,
          index_t NPerXDL,
          index_t MXdlPerWave,
          index_t NXdlPerWave,
          typename ABlockTransferThreadClusterLengths_AK0_M_AK1,
          typename ABlockTransferThreadClusterArrangeOrder,
          typename ABlockTransferSrcAccessOrder,
          index_t ABlockTransferSrcVectorDim,
          index_t ABlockTransferSrcScalarPerVector,
          index_t ABlockTransferDstScalarPerVector_AK1,
          bool ABlockLdsExtraM,
          typename BBlockTransferThreadClusterLengths_BK0_N_BK1,
          typename BBlockTransferThreadClusterArrangeOrder,
          typename BBlockTransferSrcAccessOrder,
          index_t BBlockTransferSrcVectorDim,
          index_t BBlockTransferSrcScalarPerVector,
          index_t BBlockTransferDstScalarPerVector_BK1,
          bool BBlockLdsExtraN,
          index_t CShuffleMXdlPerWavePerShuffle,
          index_t CShuffleNXdlPerWavePerShuffle,
          typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
          index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
          BlockGemmPipelineScheduler BlkGemmPipeSched = BlockGemmPipelineScheduler::Intrawave,
          BlockGemmPipelineVersion BlkGemmPipelineVer = BlockGemmPipelineVersion::v1,
          typename ComputeTypeA                       = CDataType,
          typename ComputeTypeB                       = ComputeTypeA>
struct DeviceGemm_Xdl_CShuffle_Streamk_V3 : public DeviceGemm_Streamk_V2<ALayout,
                                                                         BLayout,
                                                                         CLayout,
                                                                         ADataType,
                                                                         BDataType,
                                                                         CDataType,
                                                                         AElementwiseOperation,
                                                                         BElementwiseOperation,
                                                                         CElementwiseOperation>
{
    GET_NXDL_PER_WAVE_IMPL
    static constexpr auto NXdlPerWave64 = GetNXdlPerWave<true>();
    static constexpr auto NXdlPerWave32 = GetNXdlPerWave<false>();
 
    // GridwiseGemm
    template <index_t NXdlPerWave_>
    using GridwiseGemmBase = GridwiseGemm_xdl_cshuffle_streamk_v3<
        ALayout,
        BLayout,
        CLayout,
        ADataType,
        BDataType,
        GemmAccDataType,
        CShuffleDataType,
        CDataType,
        AElementwiseOperation,
        BElementwiseOperation,
        CElementwiseOperation,
        GemmSpec,
        BlockSize,
        MPerBlock,
        NPerBlock,
        KPerBlock,
        AK1,
        BK1,
        MPerXDL,
        NPerXDL,
        MXdlPerWave,
        NXdlPerWave_,
        ABlockTransferThreadClusterLengths_AK0_M_AK1,
        ABlockTransferThreadClusterArrangeOrder,
        ABlockTransferSrcAccessOrder,
        ABlockTransferSrcVectorDim,
        ABlockTransferSrcScalarPerVector,
        ABlockTransferDstScalarPerVector_AK1,
        false,
        ABlockLdsExtraM,
        BBlockTransferThreadClusterLengths_BK0_N_BK1,
        BBlockTransferThreadClusterArrangeOrder,
        BBlockTransferSrcAccessOrder,
        BBlockTransferSrcVectorDim,
        BBlockTransferSrcScalarPerVector,
        BBlockTransferDstScalarPerVector_BK1,
        false,
        BBlockLdsExtraN,
        CShuffleMXdlPerWavePerShuffle,
        CShuffleNXdlPerWavePerShuffle,
        CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
        CShuffleBlockTransferScalarPerVector_NPerBlock,
        BlkGemmPipeSched,
        BlkGemmPipelineVer,
        ComputeTypeA,
        ComputeTypeB>;
    using GridwiseGemm64 = GridwiseGemmBase<math::max(NXdlPerWave64, 1)>;
    using GridwiseGemm32 = GridwiseGemmBase<NXdlPerWave32>;
 
    using Argument = typename GridwiseGemm64::Argument;
    //
 
    // Invoker
    struct Invoker : public BaseInvoker
    {
        template <typename GridwiseGemm>
        float RunImp(const typename GridwiseGemm::Argument& arg,
                     const StreamConfig& stream_config = StreamConfig{})
        {
 
            if(stream_config.log_level_ > 0)
            {
                arg.Print();
            }
 
            if(!GridwiseGemm::CheckValidity(arg))
            {
                throw std::runtime_error("wrong! GridwiseGemm has invalid setting");
            }
 
            float ave_time = 0;
 
            index_t k_grain = KPerBlock;
            index_t K_split = (arg.K + k_grain - 1) / k_grain * KPerBlock;
 
            const bool has_main_k_block_loop = GridwiseGemm::CalculateHasMainKBlockLoop(K_split);
 
            if(arg.reduction_strategy == StreamKReductionStrategy::Atomic)
            {
 
                hip_check_error(hipMemsetAsync(
                    arg.p_c_grid, 0, arg.M * arg.N * sizeof(CDataType), stream_config.stream_id_));
            }
 
            const auto Run = [&](const auto& kernel) {
                dim3 grid_dim;
                if(arg.Grid_size < 0)
                {
                    int occupancy, num_cu;
                    hip_check_error(hipOccupancyMaxActiveBlocksPerMultiprocessor(
                        &occupancy, kernel, BlockSize, 0));
                    hipDeviceProp_t dev_prop;
                    hipDevice_t dev;
                    hip_check_error(hipGetDevice(&dev));
                    hip_check_error(hipGetDeviceProperties(&dev_prop, dev));
                    num_cu        = dev_prop.multiProcessorCount;
                    arg.Grid_size = num_cu * occupancy;
                    grid_dim      = arg.Grid_size;
                }
                else
                    grid_dim = arg.Grid_size;
 
                if(stream_config.flush_cache)
                {
                    auto arg_ = arg;
                    ck::utility::RotatingMemWrapper<typename GridwiseGemm::Argument> rotating_mem(
                        arg_,
                        stream_config.rotating_count,
                        arg_.M * arg_.K * sizeof(ADataType),
                        arg_.K * arg_.N * sizeof(BDataType));
                    rotating_mem.Print();
 
                    auto run_flush_cache = [&]() {
                        // flush icache
                        ck::utility::flush_icache();
                        // rotating mem
                        rotating_mem.Next();
                    };
 
                    ave_time = ck::utility::launch_and_time_kernel_with_preprocess<false>(
                        stream_config, run_flush_cache, kernel, grid_dim, dim3(BlockSize), 0, arg_);
                }
                else
                {
 
                    if(arg.reduction_strategy == StreamKReductionStrategy::Atomic)
                    {
                        ave_time = launch_and_time_kernel(
                            stream_config, kernel, grid_dim, dim3(BlockSize), 0, arg);
                    }
                    else if(arg.reduction_strategy == StreamKReductionStrategy::Reduction)
                    {
                        char* workspace_semaphore =
                            reinterpret_cast<char*>(arg.p_workspace_) +
                            arg.block_2_ctile_map_streamk.get_workspace_size_for_acc(
                                sizeof(GemmAccDataType));
                        auto preprocess = [&]() {
                            hipError_t status = hipMemsetAsync(
                                workspace_semaphore,
                                0,
                                // sizeof(uint32_t),
                                arg.block_2_ctile_map_streamk.get_workspace_size_for_semaphore(),
                                stream_config.stream_id_);
 
                            // Check the status
                            hip_check_error(status);
                        };
 
                        ave_time = launch_and_time_kernel_with_preprocess(
                            stream_config, preprocess, kernel, grid_dim, dim3(BlockSize), 0, arg);
                    }
                }
            };
 
            constexpr index_t minimum_occupancy =
                BlkGemmPipeSched == BlockGemmPipelineScheduler::Intrawave ? 1 : 2;
 
            if(has_main_k_block_loop)
            {
                // Tail number always full
                if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1 ||
                             BlkGemmPipelineVer == BlockGemmPipelineVersion::v3)
                {
 
                    const auto kernel = kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                    true,
                                                                    InMemoryDataOperationEnum::Set,
                                                                    minimum_occupancy>;
 
                    Run(kernel);
                }
                // Tail number could be One to Seven
                else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v2)
                {
 
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::One)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::One>;
                            Run(kernel);
                        }
                        else if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
                                TailNumber::Full)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Full>;
                            Run(kernel);
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 2)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Two)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Two>;
                                Run(kernel);
                            }
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 3)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
                               TailNumber::Three)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Three>;
                                Run(kernel);
                            }
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 4)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
                               TailNumber::Four)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Four>;
                                Run(kernel);
                            }
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 5)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
                               TailNumber::Five)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Five>;
                                Run(kernel);
                            }
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 6)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Six)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Six>;
                                Run(kernel);
                            }
                        }
 
                        if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 7)
                        {
                            if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
                               TailNumber::Seven)
                            {
                                const auto kernel =
                                    kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                true,
                                                                InMemoryDataOperationEnum::Set,
                                                                minimum_occupancy,
                                                                TailNumber::Seven>;
                                Run(kernel);
                            }
                        }
                    }
                }
                // Tail number could be Odd or Even
                else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v4)
                {
 
                    if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
                                                             true,
                                                             InMemoryDataOperationEnum::Set,
                                                             minimum_occupancy,
                                                             TailNumber::Odd>;
                        Run(kernel);
                    }
                    else
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
                                                             true,
                                                             InMemoryDataOperationEnum::Set,
                                                             minimum_occupancy,
                                                             TailNumber::Even>;
                        Run(kernel);
                    }
                }
                else
                {
 
                    if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::Odd>;
                        Run(kernel);
                    }
                    else
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::Even>;
                        Run(kernel);
                    }
                }
            }
            else
            {
                // Tail number always 1
                if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1)
                {
 
                    const auto kernel = kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                    false,
                                                                    InMemoryDataOperationEnum::Set,
                                                                    minimum_occupancy>;
                    Run(kernel);
                }
            }
 
            return ave_time;
        }
 
        INVOKER_RUN3_IMPL
 
        // polymorphic
        float Run(const BaseArgument* p_arg,
                  const StreamConfig& stream_config = StreamConfig{}) override
        {
            return Run(*dynamic_cast<const Argument*>(p_arg), stream_config);
        }
    };
 
    size_t GetWorkSpaceSize(const BaseArgument* pArg) const override
    {
        const Argument* p_arg = dynamic_cast<const Argument*>(pArg);
        if(p_arg->reduction_strategy == StreamKReductionStrategy::Reduction)
        {
            return p_arg->block_2_ctile_map_streamk.get_workspace_size(sizeof(GemmAccDataType));
        }
        else
        {
            return 0;
        }
    }
 
    void SetWorkSpacePointer(BaseArgument* pArg,
                             void* p_workspace,
                             const StreamConfig& = StreamConfig{}) const override
    {
        Argument* pArg_ = dynamic_cast<Argument*>(pArg);
 
        pArg_->p_workspace_ = p_workspace;
    }
 
    static constexpr bool IsValidCompilationParameter()
    {
        // TODO: properly implement this check
        return true;
    }
 
    static bool IsSupportedArgument(const Argument& arg)
    {
        // gfx11 doesn't support float atomic
        if(ck::is_gfx11_supported())
        {
            return false;
        }
        if(!ck::is_xdl_wmma_supported<ComputeTypeA, ComputeTypeB, MPerXDL, NPerXDL>())
        {
            return false;
        }
        if(!is_bf16_atomic_supported() && std::is_same_v<CDataType, ck::bhalf_t> &&
           arg.Streamk_sel > 0)
        {
            return false;
        }
        if((arg.K % AK1 != 0 || arg.K % BK1 != 0) && !(GemmSpec == GemmSpecialization::MKPadding ||
                                                       GemmSpec == GemmSpecialization::NKPadding ||
                                                       GemmSpec == GemmSpecialization::MNKPadding ||
                                                       GemmSpec == GemmSpecialization::KPadding))
        {
            return false;
        }
 
        if(get_warp_size() == 64)
        {
            if constexpr(NXdlPerWave64 > 0)
            {
                return GridwiseGemm64::CheckValidity(arg);
            }
        }
        else
        {
            if constexpr(NXdlPerWave32 > 0)
            {
                return GridwiseGemm32::CheckValidity(
                    reinterpret_cast<const typename GridwiseGemm32::Argument&>(arg));
            }
        }
        return false;
    }
 
    // polymorphic
    bool IsSupportedArgument(const BaseArgument* p_arg) override
    {
        return IsSupportedArgument(*dynamic_cast<const Argument*>(p_arg));
    }
    template <typename GridwiseGemm, bool IsValid>
    static auto
    MakeArgumentImp(const ADataType* p_a,
                    const BDataType* p_b,
                    CDataType* p_c,
                    index_t M,
                    index_t N,
                    index_t K,
                    index_t StrideA,
                    index_t StrideB,
                    index_t StrideC,
                    index_t streamk_sel,
                    index_t Grid_size,
                    AElementwiseOperation,
                    BElementwiseOperation,
                    CElementwiseOperation,
                    StreamKReductionStrategy reduction_strategy = StreamKReductionStrategy::Atomic)
    {
 
        constexpr index_t minimum_occupancy =
            BlkGemmPipeSched == BlockGemmPipelineScheduler::Intrawave ? 1 : 2;
        index_t K_split = (K + KPerBlock - 1) / KPerBlock * KPerBlock;
 
        int occupancy = 1, num_cu = 1;
        const auto calculate_grid_size = [&](const auto& kernel) {
            hip_check_error(
                hipOccupancyMaxActiveBlocksPerMultiprocessor(&occupancy, kernel, BlockSize, 0));
            hipDeviceProp_t dev_prop;
            hipDevice_t dev;
            hip_check_error(hipGetDevice(&dev));
            hip_check_error(hipGetDeviceProperties(&dev_prop, dev));
            num_cu    = dev_prop.multiProcessorCount;
            Grid_size = num_cu * occupancy;
        };
 
        if constexpr(IsValid)
        {
            const bool has_main_k_block_loop = GridwiseGemm::CalculateHasMainKBlockLoop(K_split);
            if(has_main_k_block_loop)
            {
                // Tail number always full
                if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1 ||
                             BlkGemmPipelineVer == BlockGemmPipelineVersion::v3)
                {
 
                    const auto kernel = kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                    true,
                                                                    InMemoryDataOperationEnum::Set,
                                                                    minimum_occupancy>;
                    calculate_grid_size(kernel);
                }
                // Tail number could be One to Seven
                else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v2)
                {
 
                    if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::One)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::One>;
                        calculate_grid_size(kernel);
                    }
                    else if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Full)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::Full>;
                        calculate_grid_size(kernel);
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 2)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Two)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Two>;
                            calculate_grid_size(kernel);
                        }
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 3)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Three)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Three>;
                            calculate_grid_size(kernel);
                        }
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 4)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Four)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Four>;
                            calculate_grid_size(kernel);
                        }
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 5)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Five)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Five>;
                            calculate_grid_size(kernel);
                        }
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 6)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Six)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Six>;
                            calculate_grid_size(kernel);
                        }
                    }
 
                    if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 7)
                    {
                        if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Seven)
                        {
                            const auto kernel =
                                kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                            true,
                                                            InMemoryDataOperationEnum::Set,
                                                            minimum_occupancy,
                                                            TailNumber::Seven>;
                            calculate_grid_size(kernel);
                        }
                    }
                }
                // Tail number could be Odd or Even
                else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v4)
                {
 
                    if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
                                                             true,
                                                             InMemoryDataOperationEnum::Set,
                                                             minimum_occupancy,
                                                             TailNumber::Odd>;
                        calculate_grid_size(kernel);
                    }
                    else
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
                                                             true,
                                                             InMemoryDataOperationEnum::Set,
                                                             minimum_occupancy,
                                                             TailNumber::Even>;
                        calculate_grid_size(kernel);
                    }
                }
                else
                {
 
                    if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::Odd>;
                        calculate_grid_size(kernel);
                    }
                    else
                    {
                        const auto kernel =
                            kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                        true,
                                                        InMemoryDataOperationEnum::Set,
                                                        minimum_occupancy,
                                                        TailNumber::Even>;
                        calculate_grid_size(kernel);
                    }
                }
            }
            else
            {
                // Tail number always 1
                if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1)
                {
 
                    const auto kernel = kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
                                                                    false,
                                                                    InMemoryDataOperationEnum::Set,
                                                                    minimum_occupancy>;
                    calculate_grid_size(kernel);
                }
            }
        }
 
        return Argument{p_a,
                        p_b,
                        p_c,
                        M,
                        N,
                        K,
                        StrideA,
                        StrideB,
                        StrideC,
                        streamk_sel,
                        Grid_size,
                        reduction_strategy};
    }
 
    static auto
    MakeArgument(const ADataType* p_a,
                 const BDataType* p_b,
                 CDataType* p_c,
                 index_t M,
                 index_t N,
                 index_t K,
                 index_t StrideA,
                 index_t StrideB,
                 index_t StrideC,
                 index_t streamk_sel,
                 index_t Grid_size,
                 AElementwiseOperation a_op,
                 BElementwiseOperation b_op,
                 CElementwiseOperation c_op,
                 StreamKReductionStrategy reduction_strategy = StreamKReductionStrategy::Atomic)
    {
        if(get_warp_size() == 64)
        {
            constexpr bool IsValid = NXdlPerWave64 > 0;
            return MakeArgumentImp<GridwiseGemm64, IsValid>(p_a,
                                                            p_b,
                                                            p_c,
                                                            M,
                                                            N,
                                                            K,
                                                            StrideA,
                                                            StrideB,
                                                            StrideC,
                                                            streamk_sel,
                                                            Grid_size,
                                                            a_op,
                                                            b_op,
                                                            c_op,
                                                            reduction_strategy);
        }
        else
        {
            constexpr bool IsValid = NXdlPerWave32 > 0;
            return MakeArgumentImp<GridwiseGemm32, IsValid>(p_a,
                                                            p_b,
                                                            p_c,
                                                            M,
                                                            N,
                                                            K,
                                                            StrideA,
                                                            StrideB,
                                                            StrideC,
                                                            streamk_sel,
                                                            Grid_size,
                                                            a_op,
                                                            b_op,
                                                            c_op,
                                                            reduction_strategy);
        }
    }
    static auto MakeInvoker() { return Invoker{}; }
 
    // polymorphic
    std::unique_ptr<BaseArgument> MakeArgumentPointer(
        const void* p_a,
        const void* p_b,
        void* p_c,
        index_t M,
        index_t N,
        index_t K,
        index_t StrideA,
        index_t StrideB,
        index_t StrideC,
        index_t streamk_sel,
        index_t Grid_size,
        AElementwiseOperation,
        BElementwiseOperation,
        CElementwiseOperation,
        StreamKReductionStrategy reduction_strategy = StreamKReductionStrategy::Atomic) override
    {
        return std::make_unique<Argument>(static_cast<const ADataType*>(p_a),
                                          static_cast<const BDataType*>(p_b),
                                          static_cast<CDataType*>(p_c),
                                          M,
                                          N,
                                          K,
                                          StrideA,
                                          StrideB,
                                          StrideC,
                                          streamk_sel,
                                          Grid_size,
                                          reduction_strategy);
    }
 
    // polymorphic
    std::unique_ptr<BaseInvoker> MakeInvokerPointer() override
    {
        return std::make_unique<Invoker>(Invoker{});
    }
 
    // polymorphic
    std::string GetTypeString() const override
    {
        auto str = std::stringstream();
 
        std::map<BlockGemmPipelineScheduler, std::string> BlkGemmPipelineSchedulerToString{
            {BlockGemmPipelineScheduler::Intrawave, "Intrawave"},
            {BlockGemmPipelineScheduler::Interwave, "Interwave"}};
 
        std::map<BlockGemmPipelineVersion, std::string> BlkGemmPipelineVersionToString{
            {BlockGemmPipelineVersion::v1, "v1"},
            {BlockGemmPipelineVersion::v2, "v2"},
            {BlockGemmPipelineVersion::v3, "v3"},
            {BlockGemmPipelineVersion::v4, "v4"},
            {BlockGemmPipelineVersion::v5, "v5"}};
 
        // clang-format off
        str << "DeviceGemmXdlUniversal"
            << "<"
            << getGemmSpecializationString(GemmSpec) << ", "
            << std::string(ALayout::name)[0]
            << std::string(BLayout::name)[0]
            << std::string(CLayout::name)[0]
            << ">"
            << " BlkSize: "
            << BlockSize << ", "
            << "BlkTile: "
            << MPerBlock<<"x"<<NPerBlock<<"x"<<KPerBlock << ", "
            << "WaveTile: "
            << MPerXDL<<"x"<<NPerXDL << ", "
            << "WaveMap: "
            << MXdlPerWave<<"x" << NXdlPerWave<<", "
            << "VmemReadVec: "
            << ABlockTransferSrcScalarPerVector<<"x"<<BBlockTransferSrcScalarPerVector<<", "
            << "BlkGemmPipelineScheduler: "
            << BlkGemmPipelineSchedulerToString[BlkGemmPipeSched] << ", "
            << "BlkGemmPipelineVersion: "
            << BlkGemmPipelineVersionToString[BlkGemmPipelineVer] << ", "
            << "BlkGemmPipelinePrefetchStages: "
            << GridwiseGemm64::BlockwiseGemmPipe::PrefetchStages;
        // clang-format on
 
        return str.str();
    }
};
 
} // namespace device
} // namespace tensor_operation
} // namespace ck