/* ************************************************************************ * Copyright (C) 2026 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 "testing.hpp" template void testing_spsm_csc_bad_arg(const Arguments& arg) { J m = 100; J n = 100; J k = 16; I nnz = 100; const T local_alpha = 0.6; const T* alpha = &local_alpha; rocsparse_operation trans_A = rocsparse_operation_none; rocsparse_operation trans_B = rocsparse_operation_none; rocsparse_index_base base = rocsparse_index_base_zero; rocsparse_spsm_alg alg = rocsparse_spsm_alg_default; // Index and data type rocsparse_indextype itype = get_indextype(); rocsparse_indextype jtype = get_indextype(); rocsparse_datatype compute_type = get_datatype(); // Create rocsparse handle rocsparse_local_handle local_handle; // SpSM structures — CSC format static const bool csc_format = true; rocsparse_local_spmat local_A(m, n, nnz, (void*)0x4, (void*)0x4, (void*)0x4, itype, jtype, base, compute_type, csc_format); rocsparse_local_dnmat local_B(m, k, m, (void*)0x4, compute_type, rocsparse_order_column); rocsparse_local_dnmat local_C(m, k, m, (void*)0x4, compute_type, rocsparse_order_column); rocsparse_handle handle = local_handle; rocsparse_spmat_descr matA = local_A; rocsparse_dnmat_descr matB = local_B; rocsparse_dnmat_descr matC = local_C; size_t local_buffer_size; size_t* buffer_size = &local_buffer_size; void* temp_buffer = (void*)0x4; #define PARAMS_BUFFER_SIZE \ handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \ temp_buffer #define PARAMS_ANALYSIS \ handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \ temp_buffer #define PARAMS_SOLVE \ handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \ temp_buffer { static constexpr int nargs_to_exclude = 1; const int args_to_exclude[nargs_to_exclude] = {11}; const rocsparse_spsm_stage stage = rocsparse_spsm_stage_buffer_size; select_bad_arg_analysis( rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_BUFFER_SIZE); } { static constexpr int nargs_to_exclude = 2; const int args_to_exclude[nargs_to_exclude] = {10, 11}; const rocsparse_spsm_stage stage = rocsparse_spsm_stage_preprocess; select_bad_arg_analysis(rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_ANALYSIS); } { static constexpr int nargs_to_exclude = 2; const int args_to_exclude[nargs_to_exclude] = {10, 11}; const rocsparse_spsm_stage stage = rocsparse_spsm_stage_compute; select_bad_arg_analysis(rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_SOLVE); } #undef PARAMS_BUFFER_SIZE #undef PARAMS_ANALYSIS #undef PARAMS_SOLVE } template void testing_spsm_csc(const Arguments& arg) { J M = arg.M; J N = arg.N; J K = arg.K; rocsparse_operation trans_A = arg.transA; rocsparse_operation trans_B = arg.transB; rocsparse_index_base base = arg.baseA; rocsparse_spsm_alg alg = arg.spsm_alg; rocsparse_diag_type diag = arg.diag; rocsparse_fill_mode uplo = arg.uplo; rocsparse_order order_B = arg.orderB; rocsparse_order order_C = arg.orderC; rocsparse_int ld_multiplier_B = arg.ld_multiplier_B; rocsparse_int ld_multiplier_C = arg.ld_multiplier_C; // In the generic routines, C is always non-transposed (op(A) * C = op(B)) rocsparse_operation trans_C = rocsparse_operation_none; T halpha = arg.get_alpha(); // Index and data type rocsparse_indextype itype = get_indextype(); rocsparse_indextype jtype = get_indextype(); rocsparse_datatype ttype = get_datatype(); // Create rocsparse handle rocsparse_local_handle handle(arg); rocsparse_matrix_factory matrix_factory(arg); // Allocate host memory for CSC matrix host_vector hcsc_col_ptr; host_vector hcsc_row_ind; host_vector hcsc_val; // Sample matrix in CSC format I nnz_A; matrix_factory.init_csc(hcsc_col_ptr, hcsc_row_ind, hcsc_val, M, N, nnz_A, base); // Non-squared matrices are not supported if(M != N) { return; } // // Scale values to improve conditioning. // { const size_t size = hcsc_val.size(); floating_data_t mx = floating_data_t(0); for(size_t i = 0; i < size; ++i) { mx = std::max(mx, std::abs(hcsc_val[i])); } mx = (mx != floating_data_t(0)) ? floating_data_t(1.0) / mx : floating_data_t(1.0); for(size_t i = 0; i < size; ++i) { hcsc_val[i] *= mx; } } J B_m = (trans_B == rocsparse_operation_none) ? M : K; J B_n = (trans_B == rocsparse_operation_none) ? K : M; J C_m = M; J C_n = K; int64_t ldb = (order_B == rocsparse_order_column) ? ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * M) : (int64_t(ld_multiplier_B) * K)) : ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * K) : (int64_t(ld_multiplier_B) * M)); int64_t ldc = (order_C == rocsparse_order_column) ? (int64_t(ld_multiplier_C) * M) : (int64_t(ld_multiplier_C) * K); ldb = std::max(int64_t(1), ldb); ldc = std::max(int64_t(1), ldc); int64_t nrowB = (order_B == rocsparse_order_column) ? ldb : B_m; int64_t ncolB = (order_B == rocsparse_order_column) ? B_n : ldb; int64_t nrowC = (order_C == rocsparse_order_column) ? ldc : C_m; int64_t ncolC = (order_C == rocsparse_order_column) ? C_n : ldc; // Allocate host memory for dense matrices host_dense_matrix htemp(B_m, B_n); host_dense_matrix hB(nrowB, ncolB); host_dense_matrix hC_1(nrowC, ncolC); host_dense_matrix hC_2(nrowC, ncolC); host_dense_matrix hC_gold(nrowC, ncolC); rocsparse_matrix_utils::init(htemp); // Copy B to C if(order_B == rocsparse_order_column) { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hB[i + ldb * j] = htemp[i + B_m * j]; } } if(trans_B == rocsparse_operation_none) { if(order_C == rocsparse_order_column) { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i + ldc * j] = hB[i + ldb * j]; } } } else { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i * ldc + j] = hB[i + ldb * j]; } } } } else { if(order_C == rocsparse_order_column) { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i * ldc + j] = hB[i + ldb * j]; } } } else { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i + ldc * j] = hB[i + ldb * j]; } } } } } else { for(J i = 0; i < B_m; i++) { for(J j = 0; j < B_n; j++) { hB[ldb * i + j] = htemp[B_n * i + j]; } } if(trans_B == rocsparse_operation_none) { if(order_C == rocsparse_order_column) { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i + ldc * j] = hB[ldb * i + j]; } } } else { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i * ldc + j] = hB[ldb * i + j]; } } } } else { if(order_C == rocsparse_order_column) { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i * ldc + j] = hB[ldb * i + j]; } } } else { for(J j = 0; j < B_n; j++) { for(J i = 0; i < B_m; i++) { hC_1[i + ldc * j] = hB[ldb * i + j]; } } } } } hC_2 = hC_1; hC_gold = hC_1; if(trans_B == rocsparse_operation_conjugate_transpose) { if(order_C == rocsparse_order_column) { for(J j = 0; j < C_n; j++) { for(J i = 0; i < C_m; i++) { hC_gold[i + ldc * j] = rocsparse_conj(hC_gold[i + ldc * j]); } } } else { for(J i = 0; i < C_m; i++) { for(J j = 0; j < C_n; j++) { hC_gold[ldc * i + j] = rocsparse_conj(hC_gold[ldc * i + j]); } } } } // Allocate device memory // CSC: col_ptr has length N+1, row_ind has length nnz device_vector dcsc_col_ptr(N + 1); device_vector dcsc_row_ind(nnz_A); device_vector dcsc_val(nnz_A); device_dense_matrix dB(nrowB, ncolB); device_dense_matrix dC_1(nrowC, ncolC); device_dense_matrix dC_2(nrowC, ncolC); device_vector dalpha(1); // Copy data from CPU to device CHECK_HIP_ERROR( hipMemcpy(dcsc_col_ptr, hcsc_col_ptr.data(), sizeof(I) * (N + 1), hipMemcpyHostToDevice)); CHECK_HIP_ERROR( hipMemcpy(dcsc_row_ind, hcsc_row_ind.data(), sizeof(J) * nnz_A, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dcsc_val, hcsc_val.data(), sizeof(T) * nnz_A, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dB, hB, sizeof(T) * nrowB * ncolB, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1, sizeof(T) * nrowC * ncolC, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2, sizeof(T) * nrowC * ncolC, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dalpha, &halpha, sizeof(T), hipMemcpyHostToDevice)); // Create CSC descriptor static const bool csc_format = true; rocsparse_local_spmat A( M, N, nnz_A, dcsc_col_ptr, dcsc_row_ind, dcsc_val, itype, jtype, base, ttype, csc_format); rocsparse_local_dnmat B(B_m, B_n, ldb, dB, ttype, order_B); rocsparse_local_dnmat C1(C_m, C_n, ldc, dC_1, ttype, order_C); rocsparse_local_dnmat C2(C_m, C_n, ldc, dC_2, ttype, order_C); CHECK_ROCSPARSE_ERROR( rocsparse_spmat_set_attribute(A, rocsparse_spmat_fill_mode, &uplo, sizeof(uplo))); CHECK_ROCSPARSE_ERROR( rocsparse_spmat_set_attribute(A, rocsparse_spmat_diag_type, &diag, sizeof(diag))); // Query SpSM buffer size_t buffer_size; CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle, trans_A, trans_B, &halpha, A, B, C1, ttype, alg, rocsparse_spsm_stage_buffer_size, &buffer_size, nullptr)); // Allocate buffer void* dbuffer; CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size)); // Perform analysis on host CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle, trans_A, trans_B, &halpha, A, B, C1, ttype, alg, rocsparse_spsm_stage_preprocess, &buffer_size, dbuffer)); // Perform analysis on device CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle, trans_A, trans_B, dalpha, A, B, C2, ttype, alg, rocsparse_spsm_stage_preprocess, &buffer_size, dbuffer)); // // The buffer must be non persistent, let's put garbage in it. // CHECK_HIP_ERROR(hipMemset(dbuffer, 255 - 1, buffer_size)); if(arg.unit_check) { // Solve on host CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(testing::rocsparse_spsm(handle, trans_A, trans_B, &halpha, A, B, C1, ttype, alg, rocsparse_spsm_stage_compute, &buffer_size, dbuffer)); // Solve on device CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); CHECK_ROCSPARSE_ERROR(testing::rocsparse_spsm(handle, trans_A, trans_B, dalpha, A, B, C2, ttype, alg, rocsparse_spsm_stage_compute, &buffer_size, dbuffer)); CHECK_HIP_ERROR(hipDeviceSynchronize()); if(ROCSPARSE_REPRODUCIBILITY) { rocsparse_reproducibility::save("dC_1", dC_1); } if(ROCSPARSE_REPRODUCIBILITY) { rocsparse_reproducibility::save("dC_2", dC_2); } // Copy output to host CHECK_HIP_ERROR(hipMemcpy(hC_1, dC_1, sizeof(T) * nrowC * ncolC, hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hC_2, dC_2, sizeof(T) * nrowC * ncolC, hipMemcpyDeviceToHost)); // CPU gold check: host_cscsm wraps host_csrsm, handling the CSC->CSR // mapping (transpose operation on A, flipped fill mode and, for the // conjugate transpose, the value conjugation) internally. The operation // on the right-hand side (trans_C) is passed through unchanged. J analysis_pivot = -1; J solve_pivot = -1; host_cscsm(M, K, nnz_A, trans_A, trans_C, halpha, hcsc_col_ptr.data(), hcsc_row_ind.data(), hcsc_val.data(), hC_gold, ldc, order_C, diag, uplo, base, &analysis_pivot, &solve_pivot); if(analysis_pivot == -1 && solve_pivot == -1) { hC_gold.near_check(hC_1); hC_gold.near_check(hC_2); } } if(arg.timing) { CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); const double gpu_time_used = rocsparse_clients::run_benchmark(arg, rocsparse_spsm, handle, trans_A, trans_B, &halpha, A, B, C1, ttype, alg, rocsparse_spsm_stage_compute, &buffer_size, dbuffer); double gflop_count = spsv_gflop_count(M, nnz_A, diag) * K; double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count); double gbyte_count = csrsv_gbyte_count(M, nnz_A) * K; double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count); display_timing_info(display_key_t::M, M, display_key_t::nnz_A, nnz_A, display_key_t::nrhs, K, display_key_t::alpha, halpha, display_key_t::algorithm, rocsparse_spsmalg2string(alg), display_key_t::gflops, gpu_gflops, display_key_t::bandwidth, gpu_gbyte, display_key_t::time_ms, get_gpu_time_msec(gpu_time_used)); } CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer)); } #define INSTANTIATE(ITYPE, JTYPE, TTYPE) \ template void testing_spsm_csc_bad_arg(const Arguments& arg); \ template void testing_spsm_csc(const Arguments& arg) INSTANTIATE(int32_t, int32_t, float); INSTANTIATE(int32_t, int32_t, double); INSTANTIATE(int32_t, int32_t, rocsparse_float_complex); INSTANTIATE(int32_t, int32_t, rocsparse_double_complex); INSTANTIATE(int64_t, int32_t, float); INSTANTIATE(int64_t, int32_t, double); INSTANTIATE(int64_t, int32_t, rocsparse_float_complex); INSTANTIATE(int64_t, int32_t, rocsparse_double_complex); INSTANTIATE(int64_t, int64_t, float); INSTANTIATE(int64_t, int64_t, double); INSTANTIATE(int64_t, int64_t, rocsparse_float_complex); INSTANTIATE(int64_t, int64_t, rocsparse_double_complex); void testing_spsm_csc_extra(const Arguments& arg) {}