/*! \file */ /* ************************************************************************ * Copyright (c) 2019-2021 Advanced Micro Devices, Inc. * * 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 "testing.hpp" template void testing_csricsv(const Arguments& arg) { rocsparse_int M = arg.M; rocsparse_int N = arg.N; rocsparse_analysis_policy apol = arg.apol; rocsparse_solve_policy spol = arg.spol; rocsparse_index_base base = arg.baseA; static constexpr bool full_rank = true; static constexpr bool to_int = true; rocsparse_matrix_factory matrix_factory(arg, to_int, full_rank); // Create rocsparse handle rocsparse_local_handle handle; // Create matrix descriptor rocsparse_local_mat_descr descrM; // Create matrix info rocsparse_local_mat_info info; // Set matrix index base CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrM, base)); // Allocate host memory for matrix host_vector hcsr_row_ptr; host_vector hcsr_col_ind; host_vector hcsr_val_gold; host_vector h_struct_pivot_gold(1); host_vector h_struct_pivot_1(1); host_vector h_struct_pivot_2(1); host_vector h_numeric_pivot_gold(1); host_vector h_numeric_pivot_L_gold(1); host_vector h_numeric_pivot_LT_gold(1); host_vector h_numeric_pivot_1(1); host_vector h_numeric_pivot_2(1); host_vector h_numeric_pivot_L_1(1); host_vector h_numeric_pivot_L_2(1); host_vector h_numeric_pivot_LT_1(1); host_vector h_numeric_pivot_LT_2(1); // Sample matrix rocsparse_int nnz; matrix_factory.init_csr(hcsr_row_ptr, hcsr_col_ind, hcsr_val_gold, M, N, nnz, base); // Allocate device memory device_vector dcsr_row_ptr(M + 1); device_vector dcsr_col_ind(nnz); device_vector dcsr_val(nnz); device_vector d_struct_pivot_2(1); device_vector d_numeric_pivot_2(1); device_vector d_numeric_pivot_L_2(1); device_vector d_numeric_pivot_LT_2(1); if(!dcsr_row_ptr || !dcsr_col_ind || !dcsr_val || !d_struct_pivot_2 || !d_numeric_pivot_2 || !d_numeric_pivot_L_2 || !d_numeric_pivot_LT_2) { CHECK_HIP_ERROR(hipErrorOutOfMemory); return; } // Copy data from CPU to device CHECK_HIP_ERROR(hipMemcpy( dcsr_row_ptr, hcsr_row_ptr, sizeof(rocsparse_int) * (M + 1), hipMemcpyHostToDevice)); CHECK_HIP_ERROR( hipMemcpy(dcsr_col_ind, hcsr_col_ind, sizeof(rocsparse_int) * nnz, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dcsr_val, hcsr_val_gold, sizeof(T) * nnz, hipMemcpyHostToDevice)); // Compute reference incomplete LU factorization on host host_csric0(M, hcsr_row_ptr, hcsr_col_ind, hcsr_val_gold, base, h_struct_pivot_gold, h_numeric_pivot_gold); // Obtain csric0 buffer size size_t buffer_size; CHECK_ROCSPARSE_ERROR(rocsparse_csric0_buffer_size( handle, M, nnz, descrM, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, &buffer_size)); // Allocate buffer void* dbuffer; CHECK_HIP_ERROR(hipMalloc(&dbuffer, buffer_size)); if(!dbuffer) { CHECK_HIP_ERROR(hipErrorOutOfMemory); return; } // csric0 analysis CHECK_ROCSPARSE_ERROR(rocsparse_csric0_analysis( handle, M, nnz, descrM, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, apol, spol, dbuffer)); // Check for structural zero pivot using host pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); EXPECT_ROCSPARSE_STATUS(rocsparse_csric0_zero_pivot(handle, info, h_struct_pivot_1), (h_struct_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Check for structural zero pivot using device pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); EXPECT_ROCSPARSE_STATUS(rocsparse_csric0_zero_pivot(handle, info, d_struct_pivot_2), (h_struct_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Copy output to CPU CHECK_HIP_ERROR(hipMemcpy( h_struct_pivot_2, d_struct_pivot_2, sizeof(rocsparse_int), hipMemcpyDeviceToHost)); // Check pivot results h_struct_pivot_gold.unit_check(h_struct_pivot_1); h_struct_pivot_gold.unit_check(h_struct_pivot_2); // If structural pivot has been found, we are done if(h_struct_pivot_gold[0] != -1) { return; } // csric0 CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_csric0( handle, M, nnz, descrM, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, spol, dbuffer)); CHECK_HIP_ERROR(hipFree(dbuffer)); // Check for numerical zero pivot using host pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); EXPECT_ROCSPARSE_STATUS(rocsparse_csric0_zero_pivot(handle, info, h_numeric_pivot_1), (h_numeric_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Check for structural zero pivot using device pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); EXPECT_ROCSPARSE_STATUS(rocsparse_csric0_zero_pivot(handle, info, d_numeric_pivot_2), (h_numeric_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Copy output to CPU host_vector hcsr_val(nnz); CHECK_HIP_ERROR(hipMemcpy( h_numeric_pivot_2, d_numeric_pivot_2, sizeof(rocsparse_int), hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hcsr_val, dcsr_val, sizeof(T) * nnz, hipMemcpyDeviceToHost)); // Check pivot results h_numeric_pivot_gold.unit_check(h_numeric_pivot_1); h_numeric_pivot_gold.unit_check(h_numeric_pivot_2); // If numerical pivot has been found, we are done if(h_numeric_pivot_gold[0] != -1) { return; } // Check IC factorization hcsr_val_gold.near_check(hcsr_val); // Create matrix descriptors for csrsv rocsparse_local_mat_descr descrL; CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrL, base)); CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_fill_mode(descrL, rocsparse_fill_mode_lower)); CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_diag_type(descrL, rocsparse_diag_type_non_unit)); // Initialize structures for csrsv T h_alpha = static_cast(1); host_vector hx(N, static_cast(1)); host_vector hy_1(M); host_vector hy_2(M); host_vector hy_gold(M); host_vector hz_1(M); host_vector hz_2(M); host_vector hz_gold(M); // Allocate device memory device_vector dx(N); device_vector dy_1(M); device_vector dy_2(M); device_vector dz_1(M); device_vector dz_2(M); device_vector d_alpha(1); if(!dx || !dy_1 || !dy_2 || !dz_1 || !dz_2 || !d_alpha) { CHECK_HIP_ERROR(hipErrorOutOfMemory); return; } // Copy data from CPU to device CHECK_HIP_ERROR(hipMemcpy(dx, hx, sizeof(T) * N, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice)); // Compute reference solution on host host_csrsv(rocsparse_operation_none, M, nnz, h_alpha, hcsr_row_ptr, hcsr_col_ind, hcsr_val_gold, hx, hz_gold, rocsparse_diag_type_non_unit, rocsparse_fill_mode_lower, base, h_struct_pivot_gold, h_numeric_pivot_L_gold); host_csrsv(rocsparse_operation_transpose, M, nnz, h_alpha, hcsr_row_ptr, hcsr_col_ind, hcsr_val_gold, hz_gold, hy_gold, rocsparse_diag_type_non_unit, rocsparse_fill_mode_lower, base, h_struct_pivot_gold, h_numeric_pivot_LT_gold); // Obtain csrsv buffer sizes size_t buffer_size_l; size_t buffer_size_lt; CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_buffer_size(handle, rocsparse_operation_none, M, nnz, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, &buffer_size_l)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_buffer_size(handle, rocsparse_operation_transpose, M, nnz, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, &buffer_size_lt)); // Determine buffer size maximum buffer_size = std::max(buffer_size_l, buffer_size_lt); CHECK_HIP_ERROR(hipMalloc(&dbuffer, buffer_size)); if(!dbuffer) { CHECK_HIP_ERROR(hipErrorOutOfMemory); return; } // csrsv analysis CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_analysis(handle, rocsparse_operation_none, M, nnz, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, apol, spol, dbuffer)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_analysis(handle, rocsparse_operation_transpose, M, nnz, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, apol, spol, dbuffer)); // Check transposed part for structural zero pivot using host pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, h_struct_pivot_1), (h_struct_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Check transposed part for structural zero pivot using device pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, d_struct_pivot_2), (h_struct_pivot_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Copy output to CPU CHECK_HIP_ERROR(hipMemcpy( h_struct_pivot_2, d_struct_pivot_2, sizeof(rocsparse_int), hipMemcpyDeviceToHost)); // Check pivots h_struct_pivot_gold.unit_check(h_struct_pivot_1); h_struct_pivot_gold.unit_check(h_struct_pivot_2); // If structural pivot has been found, we are done if(h_struct_pivot_gold[0] != -1) { return; } // Solve Lz = x (= 1) // Host pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_solve(handle, rocsparse_operation_none, M, nnz, &h_alpha, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dx, dz_1, spol, dbuffer)); // Check for numerical zero pivot using host pointer mode EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, h_numeric_pivot_L_1), (h_numeric_pivot_L_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Device pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_solve(handle, rocsparse_operation_none, M, nnz, d_alpha, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dx, dz_2, spol, dbuffer)); // Check for numerical zero pivot using device pointer mode EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, d_numeric_pivot_L_2), (h_numeric_pivot_L_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Copy output to CPU CHECK_HIP_ERROR(hipMemcpy( h_numeric_pivot_L_2, d_numeric_pivot_L_2, sizeof(rocsparse_int), hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hz_1, dz_1, sizeof(T) * M, hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hz_2, dz_2, sizeof(T) * M, hipMemcpyDeviceToHost)); // Check pivot results h_numeric_pivot_L_gold.unit_check(h_numeric_pivot_L_1); h_numeric_pivot_L_gold.unit_check(h_numeric_pivot_L_2); // If numerical pivot has been found, we are done if(h_numeric_pivot_L_gold[0] != -1) { return; } // Check z hz_gold.near_check(hz_1); hz_gold.near_check(hz_2); // Solve L'y = z // Host pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_solve(handle, rocsparse_operation_transpose, M, nnz, &h_alpha, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dz_1, dy_1, spol, dbuffer)); // Check for numerical zero pivot using host pointer mode EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, h_numeric_pivot_LT_1), (h_numeric_pivot_LT_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Device pointer mode CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_solve(handle, rocsparse_operation_transpose, M, nnz, d_alpha, descrL, dcsr_val, dcsr_row_ptr, dcsr_col_ind, info, dz_2, dy_2, spol, dbuffer)); // Check for numerical zero pivot using device pointer mode EXPECT_ROCSPARSE_STATUS(rocsparse_csrsv_zero_pivot(handle, descrL, info, d_numeric_pivot_LT_2), (h_numeric_pivot_LT_gold[0] != -1) ? rocsparse_status_zero_pivot : rocsparse_status_success); // Copy output to CPU CHECK_HIP_ERROR(hipMemcpy( h_numeric_pivot_LT_2, d_numeric_pivot_LT_2, sizeof(rocsparse_int), hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hy_1, dy_1, sizeof(T) * M, hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hy_2, dy_2, sizeof(T) * M, hipMemcpyDeviceToHost)); // Check pivot and y h_numeric_pivot_LT_gold.unit_check(h_numeric_pivot_LT_1); h_numeric_pivot_LT_gold.unit_check(h_numeric_pivot_LT_2); // If numerical pivot has been found, we are done if(h_numeric_pivot_LT_gold[0] != -1) { return; } // Check y hy_gold.near_check(hy_1); hy_gold.near_check(hy_2); // Clear csrsv meta data CHECK_ROCSPARSE_ERROR(rocsparse_csrsv_clear(handle, descrL, info)); CHECK_ROCSPARSE_ERROR(rocsparse_csric0_clear(handle, info)); // Free buffer CHECK_HIP_ERROR(hipFree(dbuffer)); } #define INSTANTIATE(TYPE) template void testing_csricsv(const Arguments& arg) INSTANTIATE(float); INSTANTIATE(double); INSTANTIATE(rocsparse_float_complex); INSTANTIATE(rocsparse_double_complex);