/*! \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 #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 // Matrix A (m x k) // ( 1.0 2.0 0.0 3.0 0.0 ) // ( 0.0 4.0 5.0 0.0 0.0 ) // ( 6.0 0.0 0.0 7.0 8.0 ) // Number of rows and columns rocsparse_int m = 3; rocsparse_int n = 2; rocsparse_int k = 5; // Number of non-zero entries rocsparse_int nnz_A = 8; // CSR row pointers rocsparse_int hcsr_row_ptr_A[4] = {0, 3, 5, 8}; // CSR column indices rocsparse_int hcsr_col_ind_A[8] = {0, 1, 3, 1, 2, 0, 3, 4}; // CSR values double hcsr_val_A[8] = {1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0}; // Transposition of the matrix rocsparse_operation trans_A = rocsparse_operation_none; // Matrix B (k x n) // ( 9.0 10.0 ) // ( 11.0 0.0 ) // ( 0.0 0.0 ) // ( 12.0 13.0 ) // ( 0.0 14.0 ) // Number of non-zero entries rocsparse_int nnz_B = 6; // CSR row pointers rocsparse_int hcsr_row_ptr_B[6] = {0, 2, 3, 3, 5, 6}; // CSR column indices rocsparse_int hcsr_col_ind_B[6] = {0, 1, 0, 0, 1, 1}; // CSR values double hcsr_val_B[6] = {9.0, 10.0, 11.0, 12.0, 13.0, 14.0}; // Transposition of the matrix rocsparse_operation trans_B = rocsparse_operation_none; // Scalar alpha double alpha = 3.7; // Matrix descriptor rocsparse_mat_descr descr_A; rocsparse_mat_descr descr_B; rocsparse_mat_descr descr_C; ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descr_A)); ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descr_B)); ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descr_C)); // Matrix C info structure rocsparse_mat_info info_C; ROCSPARSE_CHECK(rocsparse_create_mat_info(&info_C)); // Offload data to device rocsparse_int* dcsr_row_ptr_A; rocsparse_int* dcsr_col_ind_A; double* dcsr_val_A; rocsparse_int* dcsr_row_ptr_B; rocsparse_int* dcsr_col_ind_B; double* dcsr_val_B; rocsparse_int* dcsr_row_ptr_C; rocsparse_int* dcsr_col_ind_C; double* dcsr_val_C; HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_A, sizeof(rocsparse_int) * (m + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_A, sizeof(rocsparse_int) * nnz_A)); HIP_CHECK(hipMalloc((void**)&dcsr_val_A, sizeof(double) * nnz_A)); HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_B, sizeof(rocsparse_int) * (k + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_B, sizeof(rocsparse_int) * nnz_B)); HIP_CHECK(hipMalloc((void**)&dcsr_val_B, sizeof(double) * nnz_B)); HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_C, sizeof(rocsparse_int) * (m + 1))); HIP_CHECK(hipMemcpy( dcsr_row_ptr_A, hcsr_row_ptr_A, sizeof(rocsparse_int) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy( dcsr_col_ind_A, hcsr_col_ind_A, sizeof(rocsparse_int) * nnz_A, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val_A, hcsr_val_A, sizeof(double) * nnz_A, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy( dcsr_row_ptr_B, hcsr_row_ptr_B, sizeof(rocsparse_int) * (k + 1), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy( dcsr_col_ind_B, hcsr_col_ind_B, sizeof(rocsparse_int) * nnz_B, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val_B, hcsr_val_B, sizeof(double) * nnz_B, hipMemcpyHostToDevice)); // Obtain required buffer size size_t buffer_size; ROCSPARSE_CHECK(rocsparse_dcsrgemm_buffer_size(handle, trans_A, trans_B, m, n, k, &alpha, descr_A, nnz_A, dcsr_row_ptr_A, dcsr_col_ind_A, descr_B, nnz_B, dcsr_row_ptr_B, dcsr_col_ind_B, NULL, NULL, 0, NULL, NULL, info_C, &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)); // Obtain number of total non-zero entries in C and row pointers of C rocsparse_int nnz_C; ROCSPARSE_CHECK(rocsparse_csrgemm_nnz(handle, trans_A, trans_B, m, n, k, descr_A, nnz_A, dcsr_row_ptr_A, dcsr_col_ind_A, descr_B, nnz_B, dcsr_row_ptr_B, dcsr_col_ind_B, NULL, 0, NULL, NULL, descr_C, dcsr_row_ptr_C, &nnz_C, info_C, temp_buffer)); std::cout << "Matrix C contains " << nnz_C << " non-zero elements" << std::endl; // Compute column indices and values of C HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_C, sizeof(rocsparse_int) * nnz_C)); HIP_CHECK(hipMalloc((void**)&dcsr_val_C, sizeof(double) * nnz_C)); ROCSPARSE_CHECK(rocsparse_dcsrgemm(handle, trans_A, trans_B, m, n, k, &alpha, descr_A, nnz_A, dcsr_val_A, dcsr_row_ptr_A, dcsr_col_ind_A, descr_B, nnz_B, dcsr_val_B, dcsr_row_ptr_B, dcsr_col_ind_B, NULL, NULL, 0, NULL, NULL, NULL, descr_C, dcsr_val_C, dcsr_row_ptr_C, dcsr_col_ind_C, info_C, temp_buffer)); // Print result std::vector hcsr_row_ptr_C(m + 1); std::vector hcsr_col_ind_C(nnz_C); std::vector hcsr_val_C(nnz_C); HIP_CHECK(hipMemcpy(hcsr_row_ptr_C.data(), dcsr_row_ptr_C, sizeof(rocsparse_int) * (m + 1), hipMemcpyDeviceToHost)); HIP_CHECK(hipMemcpy(hcsr_col_ind_C.data(), dcsr_col_ind_C, sizeof(rocsparse_int) * nnz_C, hipMemcpyDeviceToHost)); HIP_CHECK( hipMemcpy(hcsr_val_C.data(), dcsr_val_C, sizeof(double) * nnz_C, hipMemcpyDeviceToHost)); std::cout << "C row pointer:"; for(int i = 0; i < m + 1; ++i) { std::cout << " " << hcsr_row_ptr_C[i]; } std::cout << std::endl << "C column indices:"; for(int i = 0; i < nnz_C; ++i) { std::cout << " " << hcsr_col_ind_C[i]; } std::cout << std::endl << "C values:"; for(int i = 0; i < nnz_C; ++i) { std::cout << " " << hcsr_val_C[i]; } std::cout << std::endl; // Clear rocSPARSE ROCSPARSE_CHECK(rocsparse_destroy_mat_info(info_C)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descr_A)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descr_B)); ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descr_C)); ROCSPARSE_CHECK(rocsparse_destroy_handle(handle)); // Clear device memory HIP_CHECK(hipFree(dcsr_row_ptr_A)); HIP_CHECK(hipFree(dcsr_col_ind_A)); HIP_CHECK(hipFree(dcsr_val_A)); HIP_CHECK(hipFree(dcsr_row_ptr_B)); HIP_CHECK(hipFree(dcsr_col_ind_B)); HIP_CHECK(hipFree(dcsr_val_B)); HIP_CHECK(hipFree(dcsr_row_ptr_C)); HIP_CHECK(hipFree(dcsr_col_ind_C)); HIP_CHECK(hipFree(dcsr_val_C)); HIP_CHECK(hipFree(temp_buffer)); return 0; }