mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-13 09:45:56 +00:00
3e6c2610ae
* add intrin_mfma_f64_16x16x4f64 * add example * gemm reference add double data type * chang init data * fix M N PerXdlops * fix ifdef * add comparsion config * add conv fwd example * format log out * change rc matrix egister layout * reorganize example * reorganize example 2 * format,because merge develop * fix call impl adding acc data type * lost ; * add compiler warning * change example tunning parameters * add test for fp64 * add instance * add test/gemm/gemm_fp64.cpp * fix get name issue * remove some tunning parameter * fix conflict * format * use integer value for GEMM test * add acc data type * remove typeid because fp16 * fix streamconfig etc bug from merging develop * format * remove test_gemm_xdl_fp64 * add AccDataType * AccDataType problem Co-authored-by: qinletao <letaoqin@amd.com> Co-authored-by: Chao Liu <chao.liu2@amd.com>
409 lines
15 KiB
C++
409 lines
15 KiB
C++
#include <iostream>
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#include <numeric>
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#include <initializer_list>
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#include <cstdlib>
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#include <stdlib.h>
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#include <half.hpp>
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#include "profile_gemm_impl.hpp"
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enum struct GemmMatrixLayout
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{
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MK_KN_MN, // 0
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MK_NK_MN, // 1
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KM_KN_MN, // 2
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KM_NK_MN, // 3
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MK_KN_NM, // 4
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MK_NK_NM, // 5
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KM_KN_NM, // 6
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KM_NK_NM, // 7
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};
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enum struct GemmDataType
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{
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F32_F32_F32, // 0
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F16_F16_F16, // 1
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BF16_BF16_BF16, // 2
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INT8_INT8_INT8, // 3
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};
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int profile_gemm(int argc, char* argv[])
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{
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if(!(argc == 14 || argc == 15))
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{
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printf("arg1: tensor operation (gemm: GEMM)\n");
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printf("arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8)\n");
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printf("arg3: matrix layout (0: A[m, k] * B[k, n] = C[m, n];\n");
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printf(" 1: A[m, k] * B[n, k] = C[m, n];\n");
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printf(" 2: A[k, m] * B[k, n] = C[m, n];\n");
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printf(" 3: A[k, m] * B[n, k] = C[m, n])\n");
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printf("arg4: verification (0: no; 1: yes)\n");
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printf("arg5: initialization (0: no init; 1: integer value; 2: decimal value)\n");
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printf("arg6: print tensor value (0: no; 1: yes)\n");
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printf("arg7: time kernel (0=n0, 1=yes)\n");
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printf("arg8 to 13: M, N, K, StrideA, StrideB, StrideC\n");
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printf("arg14: split k into mulitiple batch\n");
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exit(1);
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}
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const auto data_type = static_cast<GemmDataType>(std::stoi(argv[2]));
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const auto layout = static_cast<GemmMatrixLayout>(std::stoi(argv[3]));
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const bool do_verification = std::stoi(argv[4]);
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const int init_method = std::stoi(argv[5]);
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const bool do_log = std::stoi(argv[6]);
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const bool time_kernel = std::stoi(argv[7]);
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const int M = std::stoi(argv[8]);
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const int N = std::stoi(argv[9]);
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const int K = std::stoi(argv[10]);
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const int StrideA = std::stoi(argv[11]);
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const int StrideB = std::stoi(argv[12]);
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const int StrideC = std::stoi(argv[13]);
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int KBatch = 1;
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if(argc == 15)
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KBatch = std::stoi(argv[14]);
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if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<int8_t,
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int8_t,
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int8_t,
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int32_t,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<int8_t,
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int8_t,
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int8_t,
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int32_t,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<int8_t,
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int8_t,
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int8_t,
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int32_t,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<int8_t,
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int8_t,
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int8_t,
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int32_t,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::bhalf_t,
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ck::bhalf_t,
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ck::bhalf_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::bhalf_t,
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ck::bhalf_t,
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ck::bhalf_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::bhalf_t,
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ck::bhalf_t,
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ck::bhalf_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::bhalf_t,
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ck::bhalf_t,
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ck::bhalf_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else
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{
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throw std::runtime_error("wrong! this GEMM data_type & layout is not implemented");
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}
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return 0;
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}
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