/*! \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[]) { bool set_triangular = false; // Parse command line if(argc < 2) { std::cerr << argv[0] << " [ (=0), (=200) (=1)]" << std::endl; return -1; } rocsparse_int ndim = atoi(argv[1]); int trials = 200; int batch_size = 1; if(argc > 2) { int i = atoi(argv[2]); if(i == 1) { set_triangular = true; } } if(argc > 3) { trials = atoi(argv[3]); } if(argc > 4) { batch_size = atoi(argv[4]); } // rocSPARSE handle rocsparse_handle handle; rocsparse_create_handle(&handle); // Transposition of the matrix rocsparse_operation trans = 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; 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 hcsr_row_ptr; std::vector hcsr_col_ind; std::vector hcsr_val; rocsparse_int m; rocsparse_int nnz; double alpha = 1.0f; utils_init_csr_laplace2d( hcsr_row_ptr, hcsr_col_ind, hcsr_val, ndim, ndim, m, m, nnz, rocsparse_index_base_zero); rocsparse_int nnz0 = nnz; utils_seedrand(); if(set_triangular) { // // Extract Lower non unit diagonal with base 0, as configured here. // rocsparse_int* ptr = new rocsparse_int[m + 1]; rocsparse_int* ind = new rocsparse_int[nnz]; double* val = new double[nnz]; for(int i = 0; i <= m; ++i) { ptr[i] = 0; } for(int i = 0; i < m; ++i) { for(int k = hcsr_row_ptr[i]; k < hcsr_row_ptr[i + 1]; ++k) { const int j = hcsr_col_ind[k]; if(j <= i) { ptr[i + 1] += 1; } } } for(int i = 1; i <= m; ++i) { ptr[i] += ptr[i - 1]; } nnz = ptr[m]; for(int i = 0; i < m; ++i) { for(int k = hcsr_row_ptr[i]; k < hcsr_row_ptr[i + 1]; ++k) { const int j = hcsr_col_ind[k]; if(j <= i) { ind[ptr[i]] = j; val[ptr[i]] = hcsr_val[k]; ptr[i] += 1; } } } for(int i = m; i > 0; --i) { ptr[i] = ptr[i - 1]; } ptr[0] = 0; for(int i = 0; i <= m; ++i) { hcsr_row_ptr[i] = ptr[i]; } for(int i = 0; i < nnz; ++i) { hcsr_col_ind[i] = ind[i]; } for(int i = 0; i < nnz; ++i) { hcsr_val[i] = val[i]; } delete[] val; delete[] ind; delete[] ptr; } std::vector hx(m); std::vector hy(m); utils_init(hx, 1, m, 1); rocsparse_int* dcsr_row_ptr = NULL; rocsparse_int* dcsr_col_ind = NULL; double* dcsr_val = NULL; double* dx = NULL; double* dy = NULL; 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**)&dx, sizeof(double) * m)); HIP_CHECK(hipMalloc((void**)&dy, sizeof(double) * m)); // Copy data to device HIP_CHECK(hipMemcpy( dcsr_row_ptr, hcsr_row_ptr.data(), sizeof(rocsparse_int) * (m + 1), hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy( dcsr_col_ind, hcsr_col_ind.data(), sizeof(rocsparse_int) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dcsr_val, hcsr_val.data(), sizeof(double) * nnz, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dx, hx.data(), sizeof(double) * m, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dy, hy.data(), sizeof(double) * m, hipMemcpyHostToDevice)); // Matrix descriptor rocsparse_mat_descr descr; ROCSPARSE_CHECK(rocsparse_create_mat_descr(&descr)); if(set_triangular) { ROCSPARSE_CHECK(rocsparse_set_mat_type(descr, rocsparse_matrix_type_triangular)); } // 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_dcsritsv_buffer_size( handle, trans, m, nnz, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, &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)); static constexpr rocsparse_int s_nmaxiter = 400; rocsparse_int nmaxiter = s_nmaxiter; double tol[1] = {1.0e-5}; double history[s_nmaxiter]; std::cout << "iter " << s_nmaxiter << std::endl; std::cout << "tol " << tol[0] << std::endl; // Perform analysis step ROCSPARSE_CHECK(rocsparse_dcsritsv_analysis(handle, trans, m, nnz, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, analysis_policy, solve_policy, temp_buffer)); HIP_CHECK(hipMemset(dy, 0, sizeof(double) * m)); ROCSPARSE_CHECK(rocsparse_dcsritsv_solve_ex(handle, &nmaxiter, 0, tol, history, trans, m, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dx, dy, solve_policy, temp_buffer)); std::cout << "history, niter " << nmaxiter << std::endl; for(int i = 0; i < std::min(nmaxiter, 10); ++i) std::cout << "history[" << i << "] = " << history[i] << std::endl; if(nmaxiter > 10) std::cout << "history[10] = ... " << std::endl; for(int i = 0; i < 10; ++i) { if(nmaxiter - 10 + i > 10) { std::cout << "history[" << nmaxiter - 10 + i << "] = " << history[nmaxiter - 10 + i] << std::endl; } } // Warm up for(int i = 0; i < 10; ++i) { nmaxiter = s_nmaxiter; HIP_CHECK(hipMemset(dy, 0, sizeof(double) * m)); ROCSPARSE_CHECK(rocsparse_dcsritsv_solve_ex(handle, &nmaxiter, 0, tol, history, trans, m, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dx, dy, solve_policy, temp_buffer)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Start time measurement double ttime = 0; // Call dcsritsv to perform lower triangular solve Ly = x for(int i = 0; i < trials; ++i) { for(int j = 0; j < batch_size; ++j) { nmaxiter = s_nmaxiter; HIP_CHECK(hipMemset(dy, 0, sizeof(double) * m)); double time = utils_time_us(); ROCSPARSE_CHECK(rocsparse_dcsritsv_solve_ex(handle, &nmaxiter, 0, tol, history, trans, m, nnz, &alpha, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dx, dy, solve_policy, temp_buffer)); // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Device synchronization double solve_time = (utils_time_us() - time); ttime += solve_time; } } double solve_time = ttime / (trials * batch_size * 1e3); double bandwidth = (sizeof(rocsparse_int) * (m + 1 + nnz0) + sizeof(double) * (m + m + nnz0)) / solve_time / 1e6; // Check for zero pivots rocsparse_int pivot; rocsparse_status status = rocsparse_csritsv_zero_pivot(handle, descr, info, &pivot); if(status == rocsparse_status_zero_pivot) { std::cout << "WARNING: Found zero pivot in matrix row " << pivot << std::endl; } // Print result HIP_CHECK(hipMemcpy(hy.data(), dy, sizeof(double) * m, hipMemcpyDeviceToHost)); std::cout.precision(2); std::cout.setf(std::ios::fixed); std::cout.setf(std::ios::left); std::cout << std::endl << "### rocsparse_dcsritsv ###" << std::endl; std::cout << std::setw(12) << "m" << std::setw(12) << "nnz" << std::setw(12) << "alpha" << std::setw(12) << "GB/s" << std::setw(12) << "solve msec" << std::endl; std::cout << std::setw(12) << m << std::setw(12) << nnz << std::setw(12) << alpha << std::setw(12) << bandwidth << std::setw(12) << solve_time << 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(dx)); HIP_CHECK(hipFree(dy)); HIP_CHECK(hipFree(temp_buffer)); return 0; }