// SPDX-License-Identifier: MIT // Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include "profiler/profile_grouped_gemm_impl.hpp" #include "profiler_operation_registry.hpp" enum struct GemmMatrixLayout { MK_KN_MN, // 0 MK_NK_MN, // 1 KM_KN_MN, // 2 KM_NK_MN, // 3 MK_KN_NM, // 4 MK_NK_NM, // 5 KM_KN_NM, // 6 KM_NK_NM, // 7 }; enum struct GemmDataType { F32_F32_F32, // 0 F16_F16_F16, // 1 BF16_BF16_BF16, // 2 INT8_INT8_INT8, // 3 }; #define OP_NAME "grouped_gemm" #define OP_DESC "Grouped GEMM" namespace { std::vector argToIntArray(char* input) { std::vector out; std::istringstream in(input); std::string item; while(std::getline(in, item, ',')) { out.push_back(std::stoi(item)); } return out; } int profile_grouped_gemm(int argc, char* argv[]) { if(argc < 14) { std::cout << "arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n" << "arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8)\n" << "arg3: matrix layout (0: A[m, k] * B[k, n] = C[m, n];\n" << " 1: A[m, k] * B[n, k] = C[m, n];\n" << " 2: A[k, m] * B[k, n] = C[m, n];\n" << " 3: A[k, m] * B[n, k] = C[m, n])\n" << "arg4: verification (0: no; 1: yes)\n" << "arg5: initialization (0: no init; 1: integer value; 2: decimal value)\n" << "arg6: print tensor value (0: no; 1: yes)\n" << "arg7: time kernel (0=n0, 1=yes)\n" << "arg8 to 13: Ms, Ns, Ks, StrideAs, StrideBs, StrideCs (e.g., 256,256 128,128 64,64 " "64,64 64,64 128,128)\n" << "arg15: kbatch value (default 4)\n" << std::endl; exit(1); } const auto data_type = static_cast(std::stoi(argv[2])); const auto layout = static_cast(std::stoi(argv[3])); const bool do_verification = std::stoi(argv[4]); const int init_method = std::stoi(argv[5]); const bool do_log = std::stoi(argv[6]); const bool time_kernel = std::stoi(argv[7]); const auto Ms = argToIntArray(argv[8]); const auto Ns = argToIntArray(argv[9]); const auto Ks = argToIntArray(argv[10]); const auto StrideAs = argToIntArray(argv[11]); const auto StrideBs = argToIntArray(argv[12]); const auto StrideCs = argToIntArray(argv[13]); const int kbatch = argc == 15 ? std::stoi(argv[14]) : 1; if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN) { ck::profiler::profile_grouped_gemm_impl(do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, kbatch); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN) { ck::profiler::profile_grouped_gemm_impl(do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, kbatch); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN) { ck::profiler::profile_grouped_gemm_impl(do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, kbatch); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN) { ck::profiler::profile_grouped_gemm_impl(do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, kbatch); } else { throw std::runtime_error("wrong! this GEMM data_type & layout is not implemented"); } return 0; } } // anonymous namespace REGISTER_PROFILER_OPERATION(OP_NAME, OP_DESC, profile_grouped_gemm);