/*! \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 " << stat << " 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 int64_t m = 3; int64_t n = 2; int64_t k = 5; // Number of non-zero entries int64_t nnz_A = 8; // CSR row pointers int64_t hcsr_row_ptr_A[4] = {0, 3, 5, 8}; // CSR column indices int32_t 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 int64_t nnz_B = 6; // CSR row pointers int64_t hcsr_row_ptr_B[6] = {0, 2, 3, 3, 5, 6}; // CSR column indices int32_t 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; // Matrix D (m x n) // ( 0.0 15.0 ) // ( 16.0 17.0 ) // ( 0.0 18.0 ) // Number of non-zero entries int64_t nnz_D = 4; // CSR row pointers int64_t hcsr_row_ptr_D[4] = {0, 1, 3, 4}; // CSR column indices int32_t hcsr_col_ind_D[4] = {1, 0, 1, 1}; // CSR values double hcsr_val_D[4] = {15.0, 16.0, 17.0, 18.0}; // Scalar alpha and beta double alpha = 3.7; double beta = 2.0; // Offload data to device int64_t* dcsr_row_ptr_A; int32_t* dcsr_col_ind_A; double* dcsr_val_A; int64_t* dcsr_row_ptr_B; int32_t* dcsr_col_ind_B; double* dcsr_val_B; int64_t* dcsr_row_ptr_D; int32_t* dcsr_col_ind_D; double* dcsr_val_D; int64_t* dcsr_row_ptr_C; int32_t* dcsr_col_ind_C; double* dcsr_val_C; HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_A, sizeof(int64_t) * (m + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_A, sizeof(int32_t) * nnz_A)); HIP_CHECK(hipMalloc((void**)&dcsr_val_A, sizeof(double) * nnz_A)); HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_B, sizeof(int64_t) * (k + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_B, sizeof(int32_t) * nnz_B)); HIP_CHECK(hipMalloc((void**)&dcsr_val_B, sizeof(double) * nnz_B)); HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_D, sizeof(int64_t) * (m + 1))); HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_D, sizeof(int32_t) * nnz_D)); HIP_CHECK(hipMalloc((void**)&dcsr_val_D, sizeof(double) * nnz_D)); HIP_CHECK(hipMalloc((void**)&dcsr_row_ptr_C, sizeof(int64_t) * (m + 1))); HIP_CHECK(hipMemcpy( dcsr_row_ptr_A, hcsr_row_ptr_A, sizeof(int64_t) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dcsr_col_ind_A, hcsr_col_ind_A, sizeof(int32_t) * 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(int64_t) * (k + 1), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dcsr_col_ind_B, hcsr_col_ind_B, sizeof(int32_t) * nnz_B, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val_B, hcsr_val_B, sizeof(double) * nnz_B, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy( dcsr_row_ptr_D, hcsr_row_ptr_D, sizeof(int64_t) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dcsr_col_ind_D, hcsr_col_ind_D, sizeof(int32_t) * nnz_D, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val_D, hcsr_val_D, sizeof(double) * nnz_D, hipMemcpyHostToDevice)); // Create sparse matrices rocsparse_spmat_descr A; rocsparse_spmat_descr B; rocsparse_spmat_descr D; rocsparse_spmat_descr C; rocsparse_index_base base = rocsparse_index_base_zero; rocsparse_indextype itype = rocsparse_indextype_i64; rocsparse_indextype jtype = rocsparse_indextype_i32; rocsparse_datatype ttype = rocsparse_datatype_f64_r; ROCSPARSE_CHECK(rocsparse_create_csr_descr( &A, m, k, nnz_A, dcsr_row_ptr_A, dcsr_col_ind_A, dcsr_val_A, itype, jtype, base, ttype)); ROCSPARSE_CHECK(rocsparse_create_csr_descr( &B, k, n, nnz_B, dcsr_row_ptr_B, dcsr_col_ind_B, dcsr_val_B, itype, jtype, base, ttype)); ROCSPARSE_CHECK(rocsparse_create_csr_descr( &D, m, n, nnz_D, dcsr_row_ptr_D, dcsr_col_ind_D, dcsr_val_D, itype, jtype, base, ttype)); ROCSPARSE_CHECK(rocsparse_create_csr_descr( &C, m, n, 0, dcsr_row_ptr_C, nullptr, nullptr, itype, jtype, base, ttype)); // Obtain required buffer size size_t buffer_size; ROCSPARSE_CHECK(rocsparse_spgemm(handle, trans_A, trans_B, &alpha, A, B, &beta, D, C, ttype, rocsparse_spgemm_alg_default, rocsparse_spgemm_stage_buffer_size, &buffer_size, nullptr)); // 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_CHECK(rocsparse_spgemm(handle, trans_A, trans_B, &alpha, A, B, &beta, D, C, ttype, rocsparse_spgemm_alg_default, rocsparse_spgemm_stage_nnz, &buffer_size, temp_buffer)); int64_t rows_C; int64_t cols_C; int64_t nnz_C; ROCSPARSE_CHECK(rocsparse_spmat_get_size(C, &rows_C, &cols_C, &nnz_C)); std::cout << "Matrix C: " << rows_C << " x " << cols_C << " with " << nnz_C << " non-zero elements" << std::endl; // Compute column indices and values of C HIP_CHECK(hipMalloc((void**)&dcsr_col_ind_C, sizeof(int32_t) * nnz_C)); HIP_CHECK(hipMalloc((void**)&dcsr_val_C, sizeof(double) * nnz_C)); // Set C pointers ROCSPARSE_CHECK(rocsparse_csr_set_pointers(C, dcsr_row_ptr_C, dcsr_col_ind_C, dcsr_val_C)); // SpGEMM computation ROCSPARSE_CHECK(rocsparse_spgemm(handle, trans_A, trans_B, &alpha, A, B, &beta, D, C, ttype, rocsparse_spgemm_alg_default, rocsparse_spgemm_stage_compute, &buffer_size, 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(int64_t) * (m + 1), hipMemcpyDeviceToHost)); HIP_CHECK(hipMemcpy( hcsr_col_ind_C.data(), dcsr_col_ind_C, sizeof(int32_t) * 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_spmat_descr(A)); ROCSPARSE_CHECK(rocsparse_destroy_spmat_descr(B)); ROCSPARSE_CHECK(rocsparse_destroy_spmat_descr(D)); ROCSPARSE_CHECK(rocsparse_destroy_spmat_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_D)); HIP_CHECK(hipFree(dcsr_col_ind_D)); HIP_CHECK(hipFree(dcsr_val_D)); 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; }