/*! \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 #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[]) { // Query device int ndev; HIP_CHECK(hipGetDeviceCount(&ndev)); if(ndev < 1) { std::cerr << "No HIP device found" << std::endl; return -1; } // Query device properties hipDeviceProp_t prop; HIP_CHECK(hipGetDeviceProperties(&prop, 0)); std::cout << "Device: " << prop.name << std::endl; // rocSPARSE handle rocsparse_handle handle; ROCSPARSE_CHECK(rocsparse_create_handle(&handle)); // Print rocSPARSE version and revision int ver; char rev[64]; ROCSPARSE_CHECK(rocsparse_get_version(handle, &ver)); ROCSPARSE_CHECK(rocsparse_get_git_rev(handle, rev)); std::cout << "rocSPARSE version: " << ver / 100000 << "." << ver / 100 % 1000 << "." << ver % 100 << "-" << rev << std::endl; // Input data // A = ( 1.0 0.0 0.0 ) // ( 2.0 3.0 0.0 ) // ( 4.0 5.0 6.0 ) // Number of rows and columns rocsparse_int m = 3; // Number of right-hand-sides rocsparse_int nrhs = 4; // Number of non-zero entries rocsparse_int nnz = 6; // CSR row pointers rocsparse_int hcsr_row_ptr[4] = {0, 1, 3, 6}; // CSR column indices rocsparse_int hcsr_col_ind[6] = {0, 0, 1, 0, 1, 2}; // CSR values double hcsr_val[6] = {1.0, 2.0, 3.0, 4.0, 5.0, 6.0}; // Transposition of the matrix and rhs matrix rocsparse_operation transA = rocsparse_operation_none; rocsparse_operation transB = rocsparse_operation_none; // Analysis policy rocsparse_analysis_policy analysis_policy = rocsparse_analysis_policy_reuse; // Solve policy rocsparse_solve_policy solve_policy = rocsparse_solve_policy_auto; // Scalar alpha and beta double alpha = 1.0; // B rocsparse_int ldb = m; double hB[12] = {1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0}; // Offload data to device rocsparse_int* dcsr_row_ptr; rocsparse_int* dcsr_col_ind; double* dcsr_val; double* dB; HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr, sizeof(rocsparse_int) * (m + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind, sizeof(rocsparse_int) * nnz)); HIP_CHECK(hipMalloc((void**)&dcsr_val, sizeof(double) * nnz)); HIP_CHECK(hipMalloc((void**)&dB, sizeof(double) * m * nrhs)); HIP_CHECK(hipMemcpy( dcsr_row_ptr, hcsr_row_ptr, sizeof(rocsparse_int) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dcsr_col_ind, hcsr_col_ind, sizeof(rocsparse_int) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val, hcsr_val, sizeof(double) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dB, hB, sizeof(double) * m * nrhs, hipMemcpyHostToDevice)); // Matrix descriptor rocsparse_mat_descr descr; ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descr)); // Matrix fill mode ROCSPARSE_CHECK(rocsparse_set_mat_fill_mode(descr, rocsparse_fill_mode_lower)); // Matrix diagonal type ROCSPARSE_CHECK(rocsparse_set_mat_diag_type(descr, rocsparse_diag_type_non_unit)); // Matrix info structure rocsparse_mat_info info; ROCSPARSE_CHECK(rocsparse_create_mat_info(&info)); // Obtain required buffer size size_t buffer_size; ROCSPARSE_CHECK(rocsparse_dcsrsm_buffer_size(handle, transA, transB, m, nrhs, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, dB, ldb, info, solve_policy, &buffer_size)); // Allocate temporary buffer std::cout << "Allocating " << (buffer_size >> 10) << "kB temporary storage buffer" << std::endl; void* temp_buffer; HIP_CHECK(hipMalloc(&temp_buffer, buffer_size)); // Perform analysis step ROCSPARSE_CHECK(rocsparse_dcsrsm_analysis(handle, transA, transB, m, nrhs, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, dB, ldb, info, analysis_policy, solve_policy, temp_buffer)); // Call dcsrsv to perform lower triangular solve LX = B ROCSPARSE_CHECK(rocsparse_dcsrsm_solve(handle, transA, transB, m, nrhs, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, dB, ldb, info, solve_policy, temp_buffer)); // Check for zero pivots rocsparse_int pivot; rocsparse_status status = rocsparse_csrsm_zero_pivot(handle, info, &pivot); if(status == rocsparse_status_zero_pivot) { std::cout << "Found zero pivot in matrix row " << pivot << std::endl; } // Print result HIP_CHECK(hipMemcpy(hB, dB, sizeof(double) * m * nrhs, hipMemcpyDeviceToHost)); for(int i = 0; i < nrhs; ++i) { std::cout << "B[" << i << "]:"; for(int j = 0; j < m; ++j) { std::cout << " " << hB[i * ldb + j]; } std::cout << std::endl; } // Clear rocSPARSE ROCSPARSE_CHECK(rocsparse_destroy_mat_info(info)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descr)); ROCSPARSE_CHECK(rocsparse_destroy_handle(handle)); // Clear device memory HIP_CHECK(hipFree(dcsr_row_ptr)); HIP_CHECK(hipFree(dcsr_col_ind)); HIP_CHECK(hipFree(dcsr_val)); HIP_CHECK(hipFree(dB)); HIP_CHECK(hipFree(temp_buffer)); return 0; }