mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-12 01:10:17 +00:00
180e572076
* fix cppcheck errors, first pass * fix format * fix returned value in examples * add macro definitions for cppcheck * fix the profile_gemm logic * update the gemm profiler logic * add more difinitions to cppcheck, fix couple more errors * replace runtime error with message in device function * fix a couple of int4 issues * no return for fill function * fix errors in data_types.hpp * fix format * fix few remaining errors * fix errors in data_types.hpp * fix last couple of errors in datat_types.hpp
247 lines
9.0 KiB
C++
247 lines
9.0 KiB
C++
// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
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#include <iostream>
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#include <numeric>
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#include <initializer_list>
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#include <cstdlib>
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#include "profiler/profile_gemm_impl.hpp"
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#include "profiler_operation_registry.hpp"
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enum struct GemmMatrixLayout
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{
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MK_KN_MN, // 0
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MK_NK_MN, // 1
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KM_KN_MN, // 2
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KM_NK_MN, // 3
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};
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enum struct GemmDataType
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{
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F32_F32_F32, // 0
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F16_F16_F16, // 1
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BF16_BF16_BF16, // 2
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INT8_INT8_INT8, // 3
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F8_F8_F8, // 4
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};
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#define OP_NAME "gemm"
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#define OP_DESC "GEMM"
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static void print_helper_msg()
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{
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std::cout << "arg1: tensor operation (" OP_NAME ": " OP_DESC ")\n"
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<< "arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8; 4: fp8)\n"
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<< "arg3: matrix layout (0: A[m, k] * B[k, n] = C[m, n];\n"
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<< " 1: A[m, k] * B[n, k] = C[m, n];\n"
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<< " 2: A[k, m] * B[k, n] = C[m, n];\n"
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<< " 3: A[k, m] * B[n, k] = C[m, n])\n"
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<< "arg4: verification (0: no; 1: yes)\n"
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<< "arg5: initialization (0: no init; 1: integer value; 2: decimal value)\n"
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<< "arg6: print tensor value (0: no; 1: yes)\n"
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<< "arg7: time kernel (0: no, 1: yes)\n"
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<< "arg8 to 13: M, N, K, StrideA, StrideB, StrideC\n"
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<< "optional:\n"
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<< "arg14: number of warm-up cycles (default 1)\n"
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<< "arg15: number of iterations (default 10)\n"
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<< std::endl;
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}
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int profile_gemm(int argc, char* argv[])
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{
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if(argc != 14 && argc != 16)
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{
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print_helper_msg();
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exit(1);
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}
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const auto data_type = static_cast<GemmDataType>(std::stoi(argv[2]));
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const auto layout = static_cast<GemmMatrixLayout>(std::stoi(argv[3]));
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const bool do_verification = std::stoi(argv[4]);
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const int init_method = std::stoi(argv[5]);
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const bool do_log = std::stoi(argv[6]);
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const bool time_kernel = std::stoi(argv[7]);
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const int M = std::stoi(argv[8]);
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const int N = std::stoi(argv[9]);
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const int K = std::stoi(argv[10]);
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const int StrideA = std::stoi(argv[11]);
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const int StrideB = std::stoi(argv[12]);
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const int StrideC = std::stoi(argv[13]);
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int n_warmup = 1;
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int n_iter = 10;
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if(argc == 16)
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{
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n_warmup = std::stoi(argv[14]);
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n_iter = std::stoi(argv[15]);
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}
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using F32 = float;
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using F16 = ck::half_t;
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#ifdef CK_ENABLE_BF16
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using BF16 = ck::bhalf_t;
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#endif
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#ifdef CK_ENABLE_INT8
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using INT8 = int8_t;
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using INT32 = int32_t;
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#endif
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#ifdef CK_ENABLE_FP8
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using F8 = ck::f8_t;
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#endif
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using Row = ck::tensor_layout::gemm::RowMajor;
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using Col = ck::tensor_layout::gemm::ColumnMajor;
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auto profile = [&](auto a_layout,
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auto b_layout,
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auto c_layout,
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auto a_type,
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auto b_type,
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auto acc_type,
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auto c_type) {
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using ALayout = decltype(a_layout);
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using BLayout = decltype(b_layout);
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using CLayout = decltype(c_layout);
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using ADataType = decltype(a_type);
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using BDataType = decltype(b_type);
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using AccDataType = decltype(acc_type);
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using CDataType = decltype(c_type);
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const int DefaultStrideA = ck::is_same_v<ALayout, Row> ? K : M;
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const int DefaultStrideB = ck::is_same_v<BLayout, Row> ? N : K;
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const int DefaultStrideC = ck::is_same_v<CLayout, Row> ? N : M;
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bool pass =
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ck::profiler::profile_gemm_impl<ALayout,
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BLayout,
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CLayout,
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ADataType,
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BDataType,
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AccDataType,
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CDataType>(do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? DefaultStrideA : StrideA,
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(StrideB < 0) ? DefaultStrideB : StrideB,
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(StrideC < 0) ? DefaultStrideC : StrideC,
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n_warmup,
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n_iter);
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return pass ? 0 : 1;
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};
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if(data_type != GemmDataType::F32_F32_F32 && data_type != GemmDataType::F16_F16_F16 &&
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data_type != GemmDataType::BF16_BF16_BF16 && data_type != GemmDataType::INT8_INT8_INT8 &&
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data_type != GemmDataType::F8_F8_F8)
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{
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// dummy clause before the else clauses for different data types
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std::cout << "Gemm: this data_type is not implemented" << std::endl;
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return 1;
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}
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#ifdef CK_ENABLE_FP32
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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return profile(Row{}, Row{}, Row{}, F32{}, F32{}, F32{}, F32{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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return profile(Row{}, Col{}, Row{}, F32{}, F32{}, F32{}, F32{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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return profile(Col{}, Row{}, Row{}, F32{}, F32{}, F32{}, F32{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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return profile(Col{}, Col{}, Row{}, F32{}, F32{}, F32{}, F32{});
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}
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#endif
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#ifdef CK_ENABLE_FP16
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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return profile(Row{}, Row{}, Row{}, F16{}, F16{}, F32{}, F16{});
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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return profile(Row{}, Col{}, Row{}, F16{}, F16{}, F32{}, F16{});
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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return profile(Col{}, Row{}, Row{}, F16{}, F16{}, F32{}, F16{});
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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return profile(Col{}, Col{}, Row{}, F16{}, F16{}, F32{}, F16{});
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}
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#endif
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#ifdef CK_ENABLE_BF16
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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return profile(Row{}, Row{}, Row{}, BF16{}, BF16{}, F32{}, BF16{});
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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return profile(Row{}, Col{}, Row{}, BF16{}, BF16{}, F32{}, BF16{});
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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return profile(Col{}, Row{}, Row{}, BF16{}, BF16{}, F32{}, BF16{});
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}
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else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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return profile(Col{}, Col{}, Row{}, BF16{}, BF16{}, F32{}, BF16{});
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}
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#endif
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#ifdef CK_ENABLE_INT8
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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return profile(Row{}, Row{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{});
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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return profile(Row{}, Col{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{});
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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return profile(Col{}, Row{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{});
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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return profile(Col{}, Col{}, Row{}, INT8{}, INT8{}, INT32{}, INT8{});
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}
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#endif
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#ifdef CK_ENABLE_FP8
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else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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return profile(Row{}, Row{}, Row{}, F8{}, F8{}, F32{}, F8{});
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}
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else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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return profile(Row{}, Col{}, Row{}, F8{}, F8{}, F32{}, F8{});
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}
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else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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return profile(Col{}, Row{}, Row{}, F8{}, F8{}, F32{}, F8{});
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}
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else if(data_type == GemmDataType::F8_F8_F8 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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return profile(Col{}, Col{}, Row{}, F8{}, F8{}, F32{}, F8{});
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}
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#endif
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else
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{
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std::cout << "Gemm: this data_type & layout is not implemented" << std::endl;
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return 1;
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}
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}
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REGISTER_PROFILER_OPERATION(OP_NAME, OP_DESC, profile_gemm);
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