// SPDX-License-Identifier: MIT // Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include "profiler/profile_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 }; enum struct GemmDataType { F32_F32_F32, // 0 F16_F16_F16, // 1 BF16_BF16_BF16, // 2 INT8_INT8_INT8, // 3 F8_F8_F8, // 4 }; #define OP_NAME "gemm" #define OP_DESC "GEMM" static void print_helper_msg() { std::cout << "arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n" << "arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8; 4: fp8)\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: no, 1: yes)\n" << "arg8 to 13: M, N, K, StrideA, StrideB, StrideC\n" << "optional:\n" << "arg14: number of warm-up cycles (default 1)\n" << "arg15: number of iterations (default 10)\n" << std::endl; } int profile_gemm(int argc, char* argv[]) { if(argc != 14 && argc != 16) { print_helper_msg(); 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 int M = std::stoi(argv[8]); const int N = std::stoi(argv[9]); const int K = std::stoi(argv[10]); const int StrideA = std::stoi(argv[11]); const int StrideB = std::stoi(argv[12]); const int StrideC = std::stoi(argv[13]); int n_warmup = 1; int n_iter = 10; if(argc == 16) { n_warmup = std::stoi(argv[14]); n_iter = std::stoi(argv[15]); } using F32 = float; using F16 = ck::half_t; #ifdef CK_ENABLE_BF16 using BF16 = ck::bhalf_t; #endif #ifdef CK_ENABLE_INT8 using INT8 = int8_t; using INT32 = int32_t; #endif #ifdef CK_ENABLE_FP8 using F8 = ck::f8_t; #endif using Row = ck::tensor_layout::gemm::RowMajor; using Col = ck::tensor_layout::gemm::ColumnMajor; auto profile = [&](auto a_layout, auto b_layout, auto c_layout, auto a_type, auto b_type, auto acc_type, auto c_type) { using ALayout = decltype(a_layout); using BLayout = decltype(b_layout); using CLayout = decltype(c_layout); using ADataType = decltype(a_type); using BDataType = decltype(b_type); using AccDataType = decltype(acc_type); using CDataType = decltype(c_type); const int DefaultStrideA = ck::is_same_v ? K : M; const int DefaultStrideB = ck::is_same_v ? N : K; const int DefaultStrideC = ck::is_same_v ? N : M; bool pass = ck::profiler::profile_gemm_impl(do_verification, init_method, do_log, time_kernel, M, N, K, (StrideA < 0) ? DefaultStrideA : StrideA, (StrideB < 0) ? DefaultStrideB : StrideB, (StrideC < 0) ? DefaultStrideC : StrideC, n_warmup, n_iter); return pass ? 0 : 1; }; if(data_type != GemmDataType::F32_F32_F32 && data_type != GemmDataType::F16_F16_F16 && data_type != GemmDataType::BF16_BF16_BF16 && data_type != GemmDataType::INT8_INT8_INT8 && data_type != GemmDataType::F8_F8_F8) { // dummy clause before the else clauses for different data types std::cout << "Gemm: this data_type is not implemented" << std::endl; return 1; } #ifdef CK_ENABLE_FP32 else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN) { return profile(Row{}, Row{}, Row{}, F32{}, F32{}, F32{}, F32{}); } else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(Row{}, Col{}, Row{}, F32{}, F32{}, F32{}, F32{}); } else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_KN_MN) { return profile(Col{}, Row{}, Row{}, F32{}, F32{}, F32{}, F32{}); } else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_NK_MN) { return profile(Col{}, Col{}, Row{}, F32{}, F32{}, F32{}, F32{}); } #endif #ifdef CK_ENABLE_FP16 else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN) { return profile(Row{}, Row{}, Row{}, F16{}, F16{}, F32{}, F16{}); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(Row{}, Col{}, Row{}, F16{}, F16{}, F32{}, F16{}); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN) { return profile(Col{}, Row{}, Row{}, F16{}, F16{}, F32{}, F16{}); } else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN) { return profile(Col{}, Col{}, Row{}, F16{}, F16{}, F32{}, F16{}); } #endif #ifdef CK_ENABLE_BF16 else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_KN_MN) { return profile(Row{}, Row{}, Row{}, BF16{}, BF16{}, F32{}, BF16{}); } else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(Row{}, Col{}, Row{}, BF16{}, BF16{}, F32{}, BF16{}); } else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_KN_MN) { return profile(Col{}, Row{}, Row{}, BF16{}, BF16{}, F32{}, BF16{}); } else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_NK_MN) { return profile(Col{}, Col{}, Row{}, BF16{}, BF16{}, F32{}, BF16{}); } #endif #ifdef CK_ENABLE_INT8 else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN) { return profile(Row{}, Row{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{}); } else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(Row{}, Col{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{}); } else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN) { return profile(Col{}, Row{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{}); } else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN) { return profile(Col{}, Col{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{}); } #endif #ifdef CK_ENABLE_FP8 else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::MK_KN_MN) { return profile(Row{}, Row{}, Row{}, F8{}, F8{}, F32{}, F8{}); } else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(Row{}, Col{}, Row{}, F8{}, F8{}, F32{}, F8{}); } else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::KM_KN_MN) { return profile(Col{}, Row{}, Row{}, F8{}, F8{}, F32{}, F8{}); } else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::KM_NK_MN) { return profile(Col{}, Col{}, Row{}, F8{}, F8{}, F32{}, F8{}); } #endif else { std::cout << "Gemm: this data_type & layout is not implemented" << std::endl; return 1; } } REGISTER_PROFILER_OPERATION(OP_NAME, OP_DESC, profile_gemm);