// SPDX-License-Identifier: MIT // Copyright (c) 2023-2025, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include "profiler/profile_gemm_universal_preshuffle_impl.hpp" #include "profiler_operation_registry.hpp" enum struct GemmMatrixLayout { // MK_KN_MN, // 0 MK_NK_MN = 1, // 1 // KM_KN_MN, // 2 // KM_NK_MN, // 3 }; enum struct GemmDataType { F8_F8_F16 = 0, // 0 F8_F8_BF16 = 1, // 1 // F32_F32_F32, // 0 // F16_F16_F16, // 1 // BF16_BF16_BF16, // 2 // INT8_INT8_INT8, // 3 // F8_F16_F16, // 4 // F16_F8_F16, // 5 // F16_F16_F16_F8, // 6 // F8_F8_BF16, // 7 // F16_I4_F16, // 8 // BF16_I4_BF16, // 9 }; #define OP_NAME "gemm_universal_preshuffle" #define OP_DESC "Universal GEMM Preshuffle" int profile_gemm_universal_preshuffle(int argc, char* argv[]) { if(argc != 15 && argc != 18) { printf("arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n"); printf("arg2: data type (0: f8->bf16, 1: f8->f16)\n"); // printf("arg3: matrix layout (0: A[m, k] * B[k, n] = C[m, n];\n"); printf(" 1: A[m, k] * B[n, k] = C[m, n];\n"); // printf(" 2: A[k, m] * B[k, n] = C[m, n];\n"); // printf(" 3: A[k, m] * B[n, k] = C[m, n])\n"); printf("arg4: verification (0: no; 1: yes)\n"); printf("arg5: initialization (0: no init; 1: integer value; 2: decimal value)\n"); printf("arg6: print tensor value (0: no; 1: yes)\n"); printf("arg7: time kernel (0=no, 1=yes)\n"); printf("arg8 to 13: M, N, K, StrideA, StrideB, StrideC\n"); printf("arg14: split k into mulitiple batch\n"); printf("optional:\n"); printf("arg15: number of warm-up cycles (default 1)\n"); printf("arg16: number of iterations (default 10)\n"); printf("arg17: memory for rotating buffer (default 0, size in MB)\n"); exit(1); } int M; int N; int StrideA; int StrideB; // Analyze the unsupported matrix shapes, switch the M and N number if(std::stoi(argv[9]) % 8 != 0 && std::stoi(argv[8]) % 8 == 0) { M = std::stoi(argv[9]); StrideA = std::stoi(argv[12]); N = std::stoi(argv[8]); StrideB = std::stoi(argv[11]); } else { M = std::stoi(argv[8]); StrideA = std::stoi(argv[11]); N = std::stoi(argv[9]); StrideB = std::stoi(argv[12]); } 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 K = std::stoi(argv[10]); const int StrideC = std::stoi(argv[13]); const int KBatch = std::stoi(argv[14]); int n_warmup = 1; int n_iter = 10; uint64_t rotating = 0; if(argc == 18) { n_warmup = std::stoi(argv[15]); n_iter = std::stoi(argv[16]); rotating = std::stoull(argv[17]) * 1024 * 1024; } using F32 = float; using F16 = ck::half_t; using BF16 = ck::bhalf_t; #if defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH) || defined(CK_USE_GFX94) || defined(CK_USE_WMMA_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_type, auto b_type, auto comp_type, auto acc_type, auto c_type, auto a_layout, auto b_layout, auto c_layout) { using ADataType = decltype(a_type); using BDataType = decltype(b_type); using ComputeDataType = decltype(comp_type); using AccDataType = decltype(acc_type); using CDataType = decltype(c_type); using ALayout = decltype(a_layout); using BLayout = decltype(b_layout); using CLayout = decltype(c_layout); 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_universal_preshuffle_impl( do_verification, init_method, do_log, time_kernel, M, N, K, (StrideA < 0) ? DefaultStrideA : StrideA, (StrideB < 0) ? DefaultStrideB : StrideB, (StrideC < 0) ? DefaultStrideC : StrideC, KBatch, n_warmup, n_iter, rotating); return pass ? 0 : 1; }; if(data_type == GemmDataType::F8_F8_F16 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(F8{}, F8{}, F16{}, F32{}, F16{}, Row{}, Col{}, Row{}); } #if defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH) || defined(CK_USE_GFX94) || defined(CK_USE_WMMA_FP8) if(data_type == GemmDataType::F8_F8_BF16 && layout == GemmMatrixLayout::MK_NK_MN) { return profile(F8{}, F8{}, F8{}, F32{}, BF16{}, Row{}, Col{}, Row{}); } #endif else { std::cout << "this data_type & layout is not implemented" << std::endl; return 1; } } REGISTER_PROFILER_OPERATION(OP_NAME, OP_DESC, profile_gemm_universal_preshuffle);