/*! \file */ /* ************************************************************************ * Copyright (C) 2019-2025 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 "utils.hpp" #include "rocsparse/rocsparse.h" #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 in CSR format std::vector hAptr; std::vector hAcol; std::vector hAval; rocsparse_int m; rocsparse_int n; rocsparse_int nnz; utils_init_csr_laplace2d(hAptr, hAcol, hAval, ndim, ndim, m, n, nnz, rocsparse_index_base_zero); // Sample some random data utils_seedrand(); double halpha = utils_random(); double hbeta = 0.0; std::vector hx(n); utils_init(hx, 1, n, 1); // Matrix descriptor rocsparse_mat_descr descrA; ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descrA)); // Offload data to device rocsparse_int* dAptr = NULL; rocsparse_int* dAcol = NULL; double* dAval = NULL; double* dx = NULL; double* dy = NULL; HIP_CHECK(hipMalloc((void**)&dAptr, sizeof(rocsparse_int) * (m + 1))); HIP_CHECK(hipMalloc((void**)&dAcol, sizeof(rocsparse_int) * nnz)); HIP_CHECK(hipMalloc((void**)&dAval, sizeof(double) * nnz)); HIP_CHECK(hipMalloc((void**)&dx, sizeof(double) * n)); HIP_CHECK(hipMalloc((void**)&dy, sizeof(double) * m)); HIP_CHECK( hipMemcpy(dAptr, hAptr.data(), sizeof(rocsparse_int) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dAcol, hAcol.data(), sizeof(rocsparse_int) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dAval, hAval.data(), sizeof(double) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dx, hx.data(), sizeof(double) * n, hipMemcpyHostToDevice)); // Convert CSR matrix to HYB format rocsparse_hyb_mat hybA; ROCSPARSE_CHECK(rocsparse_create_hyb_mat(&hybA)); ROCSPARSE_CHECK(rocsparse_dcsr2hyb( handle, m, n, descrA, dAval, dAptr, dAcol, hybA, 0, rocsparse_hyb_partition_auto)); // Clean up CSR structures HIP_CHECK(hipFree(dAptr)); HIP_CHECK(hipFree(dAcol)); HIP_CHECK(hipFree(dAval)); // Warm up for(int i = 0; i < 10; ++i) { // Call rocsparse hybmv ROCSPARSE_CHECK(rocsparse_dhybmv( handle, rocsparse_operation_none, &halpha, descrA, hybA, dx, &hbeta, dy)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Start time measurement double time = utils_time_us(); // HYB matrix vector multiplication for(int i = 0; i < trials; ++i) { for(int j = 0; j < batch_size; ++j) { // Call rocsparse hybmv ROCSPARSE_CHECK(rocsparse_dhybmv( handle, rocsparse_operation_none, &halpha, descrA, hybA, dx, &hbeta, dy)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); } time = (utils_time_us() - time) / (trials * batch_size * 1e3); double bandwidth = static_cast(sizeof(double) * (2 * m + nnz) + sizeof(rocsparse_int) * (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::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) << halpha << std::setw(12) << hbeta << std::setw(12) << gflops << std::setw(12) << bandwidth << std::setw(12) << time << std::endl; // Clear up on device ROCSPARSE_CHECK(rocsparse_destroy_hyb_mat(hybA)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descrA)); ROCSPARSE_CHECK(rocsparse_destroy_handle(handle)); HIP_CHECK(hipFree(dx)); HIP_CHECK(hipFree(dy)); return 0; }