// SPDX-License-Identifier: MIT // Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include #include "profiler/profile_grouped_gemm_tile_loop_impl.hpp" #include "profiler_operation_registry.hpp" enum struct GemmMatrixLayout { MK_KN_MN, // 0 MK_NK_MN, // 0 }; enum struct GemmDataType { F16_F16_F16, // 0 }; #define OP_NAME "grouped_gemm_tile_loop" #define OP_DESC "Grouped GEMM Multiple D Tile Loop" 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_tile_loop(int argc, char* argv[]) { if(argc < 14) { std::cout << "arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n" << "arg2: data type (0: fp16)\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" << "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" << "optional:\n" << "arg14: number of warm-up cycles (default 1)\n" << "arg15: number of iterations (default 10)\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]); auto StrideAs = argToIntArray(argv[11]); auto StrideBs = argToIntArray(argv[12]); auto StrideCs = argToIntArray(argv[13]); const int DefaultStrideA = Ks[0]; const int DefaultStrideB = Ns[0]; const int DefaultStrideC = Ns[0]; for(size_t i = 0; i < Ms.size(); ++i) { StrideAs[i] = StrideAs[i] == -1 ? DefaultStrideA : StrideAs[i]; StrideBs[i] = StrideBs[i] == -1 ? DefaultStrideB : StrideBs[i]; StrideCs[i] = StrideCs[i] == -1 ? DefaultStrideC : StrideCs[i]; } int n_warmup = 10; int n_iter = 50; if(argc == 16) { n_warmup = std::stoi(argv[14]); n_iter = std::stoi(argv[15]); } if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN) { ck::profiler::profile_grouped_gemm_tile_loop_impl( do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, n_warmup, n_iter); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN) { ck::profiler::profile_grouped_gemm_tile_loop_impl( do_verification, init_method, do_log, time_kernel, Ms, Ns, Ks, StrideAs, StrideBs, StrideCs, n_warmup, n_iter); } 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_tile_loop);