// Copyright (c) Advanced Micro Devices, Inc., or its affiliates. // SPDX-License-Identifier: MIT #include #include #include #include #include "profiler/profile_gemm_multi_abd_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 { BF16_I8_BF16_BF16, // 0 }; enum struct GemmElementOp { PASS_THROUGH, // 0 MULTIPLY, // 1 ADD, // 2 FASTGELU, // 3 ADD_FASTGELU, // 4 MULTIPLY_ADD, // 5 MULTIPLY_FASTGELU, // 6 MULTIPLY_ADD_FASTGELU, // 7 }; #define OP_NAME "gemm_multi_abd" #define OP_DESC "GEMM_Multiple_ABD" int profile_gemm_multi_abd(int argc, char* argv[]) { if(argc != 18) { // clang-format off printf("arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n"); printf("arg2: data type (0: bf16@int8/bf16->bf16;)\n"); printf("arg3: matrix layout (0: E[m, n] = A[m, k] * B[k, n];\n"); printf(" 1: E[m, n] = A[m, k] * B[n, k];\n"); printf(" 2: E[m, n] = A[k, m] * B[k, n];\n"); printf(" 3: E[m, n] = A[k, m] * B[n, k])\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: number of As (1)\n"); printf("arg9: number of Bs (1/2)\n"); printf("arg10: number of Ds (0/1/2)\n"); printf("arg11 to 17: M, N, K, StrideA, StrideB, StrideE, StrideD\n"); // clang-format on 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 num_as = std::stoi(argv[8]); const int num_bs = std::stoi(argv[9]); const int num_ds = std::stoi(argv[10]); const int M = std::stoi(argv[11]); const int N = std::stoi(argv[12]); const int K = std::stoi(argv[13]); const int StrideA = std::stoi(argv[14]); const int StrideB = std::stoi(argv[15]); const int StrideE = std::stoi(argv[16]); const int StrideD = std::stoi(argv[17]); using F32 = float; using BF16 = ck::bhalf_t; using I8 = int8_t; using Row = ck::tensor_layout::gemm::RowMajor; using Col = ck::tensor_layout::gemm::ColumnMajor; using PassThrough = ck::tensor_operation::element_wise::PassThrough; using Multiply = ck::tensor_operation::element_wise::Multiply; using FastGelu = ck::tensor_operation::element_wise::FastGelu; using AddFastGelu = ck::tensor_operation::element_wise::AddFastGelu; auto profile = [&](auto b_layout, auto b_element_op, auto cde_element_op, auto num_d_tensor) { using ADataType = BF16; using B0DataType = I8; using B1DataType = BF16; using DDataType = BF16; using EDataType = BF16; using ALayout = Row; using BLayout = decltype(b_layout); using DLayout = Row; using ELayout = Row; using AElementOp = PassThrough; using BElementOp = decltype(b_element_op); using CDEElementOp = decltype(cde_element_op); const int DefaultStrideA = ck::is_same_v ? K : M; const int DefaultStrideB = ck::is_same_v ? N : K; const int DefaultStrideD = ck::is_same_v ? N : M; const int DefaultStrideE = ck::is_same_v ? N : M; constexpr auto NumberDTensor = decltype(num_d_tensor){}; // Only num_d_tensor == 0 and 1 are supported using DsDataType = typename std:: conditional<(NumberDTensor == 0), ck::Tuple<>, ck::Tuple>::type; using DsLayout = typename std::conditional<(NumberDTensor == 0), ck::Tuple<>, ck::Tuple>::type; bool pass = ck::profiler::profile_gemm_multi_abd_impl, ck::Tuple, F32, DsDataType, EDataType, ck::Tuple, ck::Tuple, DsLayout, ELayout, AElementOp, BElementOp, CDEElementOp>( do_verification, init_method, do_log, time_kernel, M, N, K, (StrideA < 0) ? DefaultStrideA : StrideA, (StrideB < 0) ? DefaultStrideB : StrideB, (StrideD < 0) ? DefaultStrideD : StrideD, (StrideE < 0) ? DefaultStrideE : StrideE); return pass ? 0 : 1; }; // num_as == 1 is only supported if(data_type != GemmDataType::BF16_I8_BF16_BF16 || num_as != 1) { std::cout << "The provided input parameters are not supported" << std::endl; return 1; } // Supported configurations if(layout == GemmMatrixLayout::MK_KN_MN && num_bs == 2 && num_ds == 1) { return profile(Row{}, Multiply{}, AddFastGelu{}, ck::Number<1>{}); } else if(layout == GemmMatrixLayout::MK_KN_MN && num_bs == 2 && num_ds == 0) { return profile(Row{}, Multiply{}, FastGelu{}, ck::Number<0>{}); } else if(layout == GemmMatrixLayout::MK_NK_MN && num_bs == 2 && num_ds == 1) { return profile(Col{}, Multiply{}, AddFastGelu{}, ck::Number<1>{}); } else if(layout == GemmMatrixLayout::MK_NK_MN && num_bs == 2 && num_ds == 0) { return profile(Col{}, Multiply{}, FastGelu{}, ck::Number<0>{}); } std::cout << "The provided input parameters are not supported" << std::endl; return 1; } REGISTER_PROFILER_OPERATION(OP_NAME, OP_DESC, profile_gemm_multi_abd);