/*! \file */ /* ************************************************************************ * Copyright (C) 2020-2025 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 "rocsparse/rocsparse.h" #include "utils.hpp" #include #include #include #include #include #include #define HIP_CHECK(stat) \ { \ if(stat != hipSuccess) \ { \ std::cerr << "Error: hip error in line " << __LINE__ << std::endl; \ return -1; \ } \ } #define ROCSPARSE_CHECK(stat) \ { \ if(stat != rocsparse_status_success) \ { \ std::cerr << "Error: rocsparse error in line " << __LINE__ << std::endl; \ return -1; \ } \ } int main(int argc, char* argv[]) { // Parse command line if(argc < 2) { std::cerr << argv[0] << " [ ]" << std::endl; return -1; } rocsparse_int ndim = atoi(argv[1]); int trials = 200; int batch_size = 1; if(argc > 2) { trials = atoi(argv[2]); } if(argc > 3) { batch_size = atoi(argv[3]); } // rocSPARSE handle rocsparse_handle handle; ROCSPARSE_CHECK(rocsparse_create_handle(&handle)); hipDeviceProp_t devProp; int device_id = 0; HIP_CHECK(hipGetDevice(&device_id)); HIP_CHECK(hipGetDeviceProperties(&devProp, device_id)); std::cout << "Device: " << devProp.name << std::endl; // Generate problem std::vector Aptr_temp; std::vector Acol_temp; std::vector Aval_temp; rocsparse_int m; rocsparse_int n; rocsparse_int nnz; utils_init_csr_laplace2d( Aptr_temp, Acol_temp, Aval_temp, ndim, ndim, m, n, nnz, rocsparse_index_base_zero); std::vector x_temp(n); utils_init(x_temp, 1, n, 1); rocsparse_int* Aptr = NULL; rocsparse_int* Acol = NULL; double* Aval = NULL; double* x = NULL; double* y = NULL; HIP_CHECK(hipMallocManaged((void**)&Aptr, sizeof(rocsparse_int) * (m + 1))); HIP_CHECK(hipMallocManaged((void**)&Acol, sizeof(rocsparse_int) * nnz)); HIP_CHECK(hipMallocManaged((void**)&Aval, sizeof(double) * nnz)); HIP_CHECK(hipMallocManaged((void**)&x, sizeof(double) * n)); HIP_CHECK(hipMallocManaged((void**)&y, sizeof(double) * m)); // Copy data for(int i = 0; i < m + 1; i++) { Aptr[i] = Aptr_temp[i]; } for(int i = 0; i < nnz; i++) { Acol[i] = Acol_temp[i]; Aval[i] = Aval_temp[i]; } for(int i = 0; i < n; i++) { x[i] = x_temp[i]; } double alpha = 1.0f; double beta = 0.0; // Matrix descriptor rocsparse_mat_descr descrA; ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descrA)); // Warm up for(int i = 0; i < 10; ++i) { // Call rocsparse csrmv ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, rocsparse_operation_none, m, n, nnz, &alpha, descrA, Aval, Aptr, Acol, nullptr, x, &beta, y)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Start time measurement double time = utils_time_us(); // CSR matrix vector multiplication for(int i = 0; i < trials; ++i) { for(int j = 0; j < batch_size; ++j) { // Call rocsparse csrmv ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, rocsparse_operation_none, m, n, nnz, &alpha, descrA, Aval, Aptr, Acol, nullptr, x, &beta, y)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); } time = (utils_time_us() - time) / (trials * batch_size * 1e3); double bandwidth = static_cast(sizeof(double) * (size_t(2) * m + nnz) + sizeof(rocsparse_int) * (size_t(m) + 1 + nnz)) / time / 1e6; double gflops = static_cast(2 * nnz) / time / 1e6; std::cout.precision(2); std::cout.setf(std::ios::fixed); std::cout.setf(std::ios::left); std::cout << std::endl << "### rocsparse_dcsrmv WITHOUT meta data ###" << std::endl; std::cout << std::setw(12) << "m" << std::setw(12) << "n" << std::setw(12) << "nnz" << std::setw(12) << "alpha" << std::setw(12) << "beta" << std::setw(12) << "GFlop/s" << std::setw(12) << "GB/s" << std::setw(12) << "msec" << std::endl; std::cout << std::setw(12) << m << std::setw(12) << n << std::setw(12) << nnz << std::setw(12) << alpha << std::setw(12) << beta << std::setw(12) << gflops << std::setw(12) << bandwidth << std::setw(12) << time << std::endl; // Create meta data rocsparse_mat_info info; ROCSPARSE_CHECK(rocsparse_create_mat_info(&info)); // Analyse CSR matrix ROCSPARSE_CHECK(rocsparse_dcsrmv_analysis( handle, rocsparse_operation_none, m, n, nnz, descrA, Aval, Aptr, Acol, info)); // Warm up for(int i = 0; i < 10; ++i) { // Call rocsparse csrmv ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, rocsparse_operation_none, m, n, nnz, &alpha, descrA, Aval, Aptr, Acol, info, x, &beta, y)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Start time measurement time = utils_time_us(); // CSR matrix vector multiplication for(int i = 0; i < trials; ++i) { for(int j = 0; j < batch_size; ++j) { // Call rocsparse csrmv ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, rocsparse_operation_none, m, n, nnz, &alpha, descrA, Aval, Aptr, Acol, info, x, &beta, y)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); } time = (utils_time_us() - time) / (trials * batch_size * 1e3); bandwidth = static_cast(sizeof(double) * (size_t(2) * m + nnz) + sizeof(rocsparse_int) * (size_t(m) + 1 + nnz)) / time / 1e6; gflops = static_cast(2 * nnz) / time / 1e6; std::cout << "y" << std::endl; for(int i = 0; i < std::min(20, m); i++) { std::cout << y[i] << " "; } std::cout << "" << std::endl; std::cout.precision(2); std::cout.setf(std::ios::fixed); std::cout.setf(std::ios::left); std::cout << std::endl << "### rocsparse_dcsrmv WITH meta data ###" << std::endl; std::cout << std::setw(12) << "m" << std::setw(12) << "n" << std::setw(12) << "nnz" << std::setw(12) << "alpha" << std::setw(12) << "beta" << std::setw(12) << "GFlop/s" << std::setw(12) << "GB/s" << std::setw(12) << "msec" << std::endl; std::cout << std::setw(12) << m << std::setw(12) << n << std::setw(12) << nnz << std::setw(12) << alpha << std::setw(12) << beta << std::setw(12) << gflops << std::setw(12) << bandwidth << std::setw(12) << time << std::endl; // Clear up on device HIP_CHECK(hipFree(Aptr)); HIP_CHECK(hipFree(Acol)); HIP_CHECK(hipFree(Aval)); HIP_CHECK(hipFree(x)); HIP_CHECK(hipFree(y)); ROCSPARSE_CHECK(rocsparse_destroy_mat_info(info)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descrA)); ROCSPARSE_CHECK(rocsparse_destroy_handle(handle)); return 0; }