/* ************************************************************************ * 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 #include #include using namespace rocalution; int main(int argc, char* argv[]) { // Check command line parameters if(argc == 1) { std::cerr << argv[0] << " [Num threads]" << std::endl; exit(1); } // Initialize rocALUTION init_rocalution(); // Check command line parameters for number of OMP threads if(argc > 2) { set_omp_threads_rocalution(atoi(argv[2])); } // Print rocALUTION info info_rocalution(); // rocALUTION objects LocalVector vec1; LocalVector vec2; LocalVector vec3; LocalMatrix mat; // Time measurement double tick, tack; // Number of tests const int max_tests = 200; // Read matrix from MTX file mat.ReadFileMTX(std::string(argv[1])); // Allocate vectors vec1.Allocate("x", mat.GetN()); vec2.Allocate("y", mat.GetM()); vec3.Allocate("z", mat.GetM()); int size = mat.GetM(); int nnz = mat.GetNnz(); // Initialize objects vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Move objects to accelerator mat.MoveToAccelerator(); vec1.MoveToAccelerator(); vec2.MoveToAccelerator(); vec3.MoveToAccelerator(); // Print object info mat.Info(); vec1.Info(); vec2.Info(); vec3.Info(); std::cout << "----------------------------------------------------" << std::endl; std::cout << "Number of tests = " << max_tests << std::endl; std::cout << "----------------------------------------------------" << std::endl; std::cout << "Stand alone micro benchmarks" << std::endl; // Dot product // Size = 2*size // Flop = 2 per element vec3.Dot(vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { vec3.Dot(vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "Dot execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size)) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; // Reduce // Size = size // Flop = 1 per element vec3.Reduce(); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { vec3.Reduce(); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "Reduce execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size)) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((size - 1)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; // Norm // Size = size // Flop = 2 per element vec3.Norm(); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { vec3.Norm(); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "Norm execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size)) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; // Vector Update 1 // Size = 3xsize // Flop = 2 per element vec3.ScaleAdd(double(5.5), vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { vec3.ScaleAdd(double(5.5), vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "Vector update (scaleadd) execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size + size)) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; // Vector Update 2 // Size = 3*size // Flop = 2 per element vec3.AddScale(vec2, double(5.5)); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { vec3.AddScale(vec2, double(5.5)); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "Vector update (addscale) execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size + size)) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToCSR(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(size+nnz) [row_offset + col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "CSR SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double((sizeof(double) * (size + size + nnz) + sizeof(int) * (size + nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToMCSR(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(size+(nnz-size)) [row_offset + col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "MCSR SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double( (sizeof(double) * (size + size + nnz - size) + sizeof(int) * (size + nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToELL(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(nnz) [col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "ELL SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double((sizeof(double) * (size + size + nnz) + sizeof(int) * (nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToCOO(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(2*nnz) + valuetype(2*size+nnz) // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "COO SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double((sizeof(double) * (size + size + nnz) + sizeof(int) * (2 * nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToHYB(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(nnz) [col] + valuetype(2*size+nnz) [in + out + nnz] // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "HYB SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " // like O(ELL) << max_tests * double((sizeof(double) * (size + size + nnz) + sizeof(int) * (nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToDIA(); nnz = mat.GetNnz(); mat.Info(); // Matrix-Vector Multiplication // Size = int(size+nnz) + valuetype(2*size+nnz) // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); tick = rocalution_time(); for(int i = 0; i < max_tests; ++i) { mat.Apply(vec1, &vec2); _rocalution_sync(); } _rocalution_sync(); tack = rocalution_time(); std::cout << "DIA SpMV execution: " << (tack - tick) / max_tests / 1e3 << " msec" << "; " // assuming ndiag << size << max_tests * double((sizeof(double) * (nnz))) / (tack - tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz)) / (tack - tick) / 1e3 << " GFlop/sec" << std::endl; mat.ConvertToCSR(); 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 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 < max_tests; ++i) { vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Dot product // Size = 2*size // Flop = 2 per element vec3.Dot(vec2); _rocalution_sync(); dot_tick += rocalution_time(); vec3.Dot(vec2); _rocalution_sync(); dot_tack += rocalution_time(); vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Norm // Size = size // Flop = 2 per element vec3.Norm(); _rocalution_sync(); norm_tick += rocalution_time(); vec3.Norm(); _rocalution_sync(); norm_tack += rocalution_time(); vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Vector Update 1 // Size = 3xsize // Flop = 2 per element vec3.ScaleAdd(double(5.5), vec2); _rocalution_sync(); updatev1_tick += rocalution_time(); vec3.ScaleAdd(double(5.5), vec2); _rocalution_sync(); updatev1_tack += rocalution_time(); vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Vector Update 2 // Size = 3*size // Flop = 2 per element vec3.AddScale(vec2, double(5.5)); _rocalution_sync(); updatev2_tick += rocalution_time(); vec3.AddScale(vec2, double(5.5)); _rocalution_sync(); updatev2_tack += rocalution_time(); vec1.Ones(); vec2.Zeros(); vec3.Ones(); mat.Apply(vec1, &vec2); // Matrix-Vector Multiplication // Size = int(size+nnz) + valuetype(2*size+nnz) // Flop = 2 per entry (nnz) mat.Apply(vec1, &vec2); _rocalution_sync(); spmv_tick += rocalution_time(); mat.Apply(vec1, &vec2); _rocalution_sync(); spmv_tack += rocalution_time(); } std::cout << "Dot execution: " << (dot_tack - dot_tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size)) / (dot_tack - dot_tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (dot_tack - dot_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Norm execution: " << (norm_tack - norm_tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size)) / (norm_tack - norm_tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (norm_tack - norm_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Vector update (scaleadd) execution: " << (updatev1_tack - updatev1_tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size + size)) / (updatev1_tack - updatev1_tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (updatev1_tack - updatev1_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "Vector update (addscale) execution: " << (updatev2_tack - updatev2_tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double(sizeof(double) * (size + size + size)) / (updatev2_tack - updatev2_tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * size)) / (updatev2_tack - updatev2_tick) / 1e3 << " GFlop/sec" << std::endl; std::cout << "SpMV execution: " << (spmv_tack - spmv_tick) / max_tests / 1e3 << " msec" << "; " << max_tests * double((sizeof(double) * (size + size + nnz) + sizeof(int) * (size + nnz))) / (spmv_tack - spmv_tick) / 1e3 << " Gbyte/sec; " << max_tests * double((2 * nnz) / (spmv_tack - spmv_tick)) / 1e3 << " GFlop/sec" << std::endl; stop_rocalution(); return 0; }