/* ************************************************************************ * Copyright (C) 2018-2020 Advanced Micro Devices, Inc. All rights Reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN * THE SOFTWARE. * * ************************************************************************ */ #include "common.hpp" #include #include #include #define ValueType double using namespace rocalution; int main(int argc, char* argv[]) { // Initialize MPI MPI_Init(&argc, &argv); MPI_Comm comm = MPI_COMM_WORLD; int rank; int num_procs; MPI_Comm_rank(comm, &rank); MPI_Comm_size(comm, &num_procs); // Check command line parameters if(num_procs < 2) { std::cerr << "Expecting at least 2 MPI processes" << std::endl; return -1; } if(argc < 2) { std::cerr << argv[0] << " " << std::endl; return -1; } // Disable OpenMP thread affinity set_omp_affinity_rocalution(false); // Initialize platform with rank and # of accelerator devices in the node init_rocalution(rank, 2); // Disable OpenMP set_omp_threads_rocalution(1); // Print platform info_rocalution(); // Load undistributed matrix LocalMatrix lmat; lmat.ReadFileMTX(argv[1]); // Global structures ParallelManager manager; GlobalMatrix mat; // Distribute matrix - lmat will be destroyed distribute_matrix(&comm, &lmat, &mat, &manager); // rocALUTION vectors GlobalVector v1(manager); GlobalVector v2(manager); // Move structures to accelerator, if available mat.MoveToAccelerator(); v1.MoveToAccelerator(); v2.MoveToAccelerator(); // Allocate memory v1.Allocate("v1", mat.GetN()); v2.Allocate("v2", mat.GetM()); size_t size = mat.GetM(); size_t nnz; // Initialize objects v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Print object info mat.Info(); v1.Info(); v2.Info(); // Number of tests int tests = 200; double time; if(rank == 0) { std::cout << "--------------------------------------- BENCHMARKS " "--------------------------------------" << std::endl; } // Dot product // Size = 2*size // Flop = 2 per element v1.Dot(v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { v1.Dot(v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "Dot execution: " << time / 1e3 / tests << " msec" << "; " << tests * double(sizeof(ValueType) * (2 * size)) / time / 1e3 << " GByte/sec; " << tests * double(2 * size) / time / 1e3 << " GFlop/sec" << std::endl; } // L2 Norm // Size = size // Flop = 2 per element v1.Norm(); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { v1.Norm(); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "Norm2 execution: " << time / 1e3 / tests << " msec" << "; " << tests * double(sizeof(ValueType) * (size)) / time / 1e3 << " GByte/sec; " << tests * double(2 * size) / time / 1e3 << " GFlop/sec" << std::endl; } // Reduction // Size = size // Flop = 1 per element v1.Reduce(); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { v1.Reduce(); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "Reduce execution: " << time / 1e3 / tests << " msec" << "; " << tests * double(sizeof(ValueType) * (size)) / time / 1e3 << " GByte/sec; " << tests * double(size) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Vector Update 1 // Size = 3*size // Flop = 2 per element v1.ScaleAdd((ValueType)3.1, v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { v1.ScaleAdd((ValueType)3.1, v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "Vector update (ScaleAdd) execution: " << time / 1e3 / tests << " msec" << "; " << tests * double(sizeof(ValueType) * (3 * size)) / time / 1e3 << " GByte/sec; " << tests * double(2 * size) / time / 1e3 << " GFlop/sec" << std::endl; } // Vector Update 2 // Size = 3*size // Flop = 2 per element v1.AddScale(v2, (ValueType)3.1); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { v1.AddScale(v2, (ValueType)3.1); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "Vector update (AddScale) execution: " << time / 1e3 / tests << " msec" << "; " << tests * double(sizeof(ValueType) * (3 * size)) / time / 1e3 << " GByte/sec; " << tests * double(2 * size) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication CSR // Size = int(size+1+nnz) [row_offset + col] + ValueType(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.ConvertToCSR(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "CSR SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (2 * size + nnz) + sizeof(int) * (size + 1 + nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication MCSR // Size = int(size+(nnz-size)) [row_offset + col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.ConvertToMCSR(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "MCSR SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (2 * size + nnz - size) + sizeof(int) * (size + 1 + nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication ELL // Size = int(nnz) [col] + ValueType(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.ConvertToELL(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "ELL SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (2 * size + nnz) + sizeof(int) * (nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication COO // Size = int(2*nnz) [col+row] + ValueType(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.ConvertToCOO(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "COO SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (2 * size + nnz) + sizeof(int) * (2 * nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication HYB // Size = int(nnz) [col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.ConvertToHYB(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "HYB SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (2 * size + nnz) + sizeof(int) * (nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } // Matrix vector multiplication DIA // Size = int(size+nnz) + valuetype(2*size+nnz) // Flop = 2 per entry (nnz) mat.ConvertToDIA(); nnz = mat.GetNnz(); mat.Info(); mat.Apply(v1, &v2); _rocalution_sync(); time = rocalution_time(); for(int i = 0; i < tests; ++i) { mat.Apply(v1, &v2); _rocalution_sync(); } _rocalution_sync(); time = rocalution_time() - time; if(rank == 0) { std::cout << "DIA SpMV execution: " << time / 1e3 / tests << " msec" << "; " << tests * double((sizeof(ValueType) * (nnz))) / time / 1e3 << " GByte/sec; " << tests * double(2 * nnz) / time / 1e3 << " GFlop/sec" << std::endl; } if(rank == 0) { std::cout << "----------------------------------------------------" "-------------------------------------" << std::endl; } mat.ConvertToCSR(); if(rank == 0) { std::cout << "----------------------------------------------------" << std::endl; std::cout << "Combined micro benchmarks" << std::endl; } double dot_tick = 0, dot_tack = 0; double norm_tick = 0, norm_tack = 0; double red_tick = 0, red_tack = 0; double updatev1_tick = 0, updatev1_tack = 0; double updatev2_tick = 0, updatev2_tack = 0; double spmv_tick = 0, spmv_tack = 0; for(int i = 0; i < tests; ++i) { v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Dot product // Size = 2*size // Flop = 2 per element v1.Dot(v2); dot_tick += rocalution_time(); v1.Dot(v2); dot_tack += rocalution_time(); v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Norm // Size = size // Flop = 2 per element v1.Norm(); norm_tick += rocalution_time(); v1.Norm(); norm_tack += rocalution_time(); v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Reduce // Size = size // Flop = 1 per element v1.Reduce(); red_tick += rocalution_time(); v1.Reduce(); red_tack += rocalution_time(); v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Vector Update 1 // Size = 3xsize // Flop = 2 per element v1.ScaleAdd(double(5.5), v2); updatev1_tick += rocalution_time(); v1.ScaleAdd(double(5.5), v2); updatev1_tack += rocalution_time(); v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Vector Update 2 // Size = 3*size // Flop = 2 per element v1.AddScale(v2, double(5.5)); updatev2_tick += rocalution_time(); v1.AddScale(v2, double(5.5)); updatev2_tack += rocalution_time(); v1.Ones(); v2.Zeros(); mat.Apply(v1, &v2); // Matrix-Vector Multiplication // Size = int(size+nnz) + valuetype(2*size+nnz) // Flop = 2 per entry (nnz) mat.Apply(v1, &v2); spmv_tick += rocalution_time(); mat.Apply(v1, &v2); spmv_tack += rocalution_time(); } if(rank == 0) { std::cout << "Dot execution: " << (dot_tack - dot_tick) / tests / 1e3 << " msec" << "; " << tests * double(sizeof(double) * (size + size)) / (dot_tack - dot_tick) / 1e3 << " Gbyte/sec; " << tests * double(2 * size) / (dot_tack - dot_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Norm execution: " << (norm_tack - norm_tick) / tests / 1e3 << " msec" << "; " << tests * double(sizeof(double) * (size)) / (norm_tack - norm_tick) / 1e3 << " Gbyte/sec; " << tests * double(2 * size) / (norm_tack - norm_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Reduce execution: " << (red_tack - red_tick) / tests / 1e3 << " msec" << "; " << tests * double(sizeof(double) * (size)) / (red_tack - red_tick) / 1e3 << " Gbyte/sec; " << tests * double(size) / (red_tack - red_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Vector update (scaleadd) execution: " << (updatev1_tack - updatev1_tick) / tests / 1e3 << " msec" << "; " << tests * double(sizeof(double) * (size + size + size)) / (updatev1_tack - updatev1_tick) / 1e3 << " Gbyte/sec; " << tests * double(2 * size) / (updatev1_tack - updatev1_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Vector update (addscale) execution: " << (updatev2_tack - updatev2_tick) / tests / 1e3 << " msec" << "; " << tests * double(sizeof(double) * (size + size + size)) / (updatev2_tack - updatev2_tick) / 1e3 << " Gbyte/sec; " << tests * double(2 * size) / (updatev2_tack - updatev2_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "SpMV execution: " << (spmv_tack - spmv_tick) / tests / 1e3 << " msec" << "; " << tests * double( (sizeof(double) * (size + size + nnz) + sizeof(int) * (size + nnz))) / (spmv_tack - spmv_tick) / 1e3 << " Gbyte/sec; " << tests * double((2 * nnz) / (spmv_tack - spmv_tick)) / 1e3 << " GFlop/sec" << std::endl; } stop_rocalution(); MPI_Finalize(); return 0; }