derek.holloway
7502bf64a4
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502 lines
20 KiB
C++
502 lines
20 KiB
C++
/* ************************************************************************
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* Copyright (C) 2024-2025 Advanced Micro Devices, Inc. All rights Reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*
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* ************************************************************************ */
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#include "testing.hpp"
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template <typename I, typename J, typename T>
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void testing_spgemm_reuse_csr_bad_arg(const Arguments& arg)
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{
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static const size_t safe_size = 100;
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// Create rocsparse handle
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rocsparse_local_handle local_handle;
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rocsparse_handle handle = local_handle;
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J m = safe_size;
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J n = safe_size;
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J k = safe_size;
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I nnz_A = safe_size;
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I nnz_B = safe_size;
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I nnz_C = safe_size;
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I nnz_D = safe_size;
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void* csr_row_ptr_A = (void*)0x4;
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void* csr_col_ind_A = (void*)0x4;
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void* csr_val_A = (void*)0x4;
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void* csr_row_ptr_B = (void*)0x4;
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void* csr_col_ind_B = (void*)0x4;
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void* csr_val_B = (void*)0x4;
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void* csr_row_ptr_C = (void*)0x4;
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void* csr_col_ind_C = (void*)0x4;
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void* csr_val_C = (void*)0x4;
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void* csr_row_ptr_D = (void*)0x4;
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void* csr_col_ind_D = (void*)0x4;
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void* csr_val_D = (void*)0x4;
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rocsparse_operation trans_A = rocsparse_operation_none;
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rocsparse_operation trans_B = rocsparse_operation_none;
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rocsparse_index_base base = rocsparse_index_base_zero;
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rocsparse_spgemm_alg alg = rocsparse_spgemm_alg_default;
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rocsparse_spgemm_stage stage = rocsparse_spgemm_stage_numeric;
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// Index and data type
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rocsparse_indextype itype = get_indextype<I>();
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rocsparse_indextype jtype = get_indextype<J>();
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rocsparse_datatype compute_type = get_datatype<T>();
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// SpGEMM structures
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rocsparse_local_spmat local_A(
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m, k, nnz_A, csr_row_ptr_A, csr_col_ind_A, csr_val_A, itype, jtype, base, compute_type);
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rocsparse_local_spmat local_B(
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k, n, nnz_B, csr_row_ptr_B, csr_col_ind_B, csr_val_B, itype, jtype, base, compute_type);
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rocsparse_local_spmat local_C(
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m, n, nnz_C, csr_row_ptr_C, csr_col_ind_C, csr_val_C, itype, jtype, base, compute_type);
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rocsparse_local_spmat local_D(
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m, n, nnz_D, csr_row_ptr_D, csr_col_ind_D, csr_val_D, itype, jtype, base, compute_type);
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rocsparse_spmat_descr A = local_A;
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rocsparse_spmat_descr B = local_B;
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rocsparse_spmat_descr C = local_C;
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rocsparse_spmat_descr D = local_D;
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int nargs_to_exclude = 4;
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const int args_to_exclude[4] = {3, 6, 12, 13};
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// 4 Scenarios need to be tested:
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// Scenario 1: alpha == nullptr && beta == nullptr
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// Scenario 2: alpha != nullptr && beta == nullptr
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// Scenario 3: alpha == nullptr && beta != nullptr
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// Scenario 4: alpha != nullptr && beta != nullptr
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#define PARAMS \
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handle, trans_A, trans_B, alpha, A, B, beta, D, C, compute_type, alg, stage, buffer_size, \
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temp_buffer
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// ###############################################
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// Scenario 1: alpha == nullptr && beta == nullptr
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// ###############################################
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{
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const T* alpha = (const T*)nullptr;
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const T* beta = (const T*)nullptr;
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size_t* buffer_size = (size_t*)0x4;
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void* temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = (size_t*)0x4;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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}
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// ###############################################
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// Scenario 2: alpha != nullptr && beta == nullptr
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// ###############################################
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{
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const T* alpha = (const T*)0x4;
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const T* beta = (const T*)nullptr;
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size_t* buffer_size = (size_t*)0x4;
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void* temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = (size_t*)0x4;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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}
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// ###############################################
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// Scenario 3: alpha == nullptr && beta != nullptr
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// ###############################################
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{
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const T* alpha = (const T*)nullptr;
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const T* beta = (const T*)0x4;
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size_t* buffer_size = (size_t*)0x4;
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void* temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = (size_t*)0x4;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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}
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// ###############################################
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// Scenario 4: alpha != nullptr && beta != nullptr
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// ###############################################
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{
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const T* alpha = (const T*)0x4;
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const T* beta = (const T*)0x4;
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size_t* buffer_size = (size_t*)0x4;
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void* temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = (size_t*)0x4;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = (void*)0x4;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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buffer_size = nullptr;
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temp_buffer = nullptr;
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select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
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}
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#undef PARAMS
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}
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template <typename I, typename J, typename T>
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void testing_spgemm_reuse_csr(const Arguments& arg)
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{
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J M = arg.M;
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J N = arg.N;
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J K = arg.K;
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rocsparse_operation trans_A = arg.transA;
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rocsparse_operation trans_B = arg.transB;
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rocsparse_index_base base_A = arg.baseA;
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rocsparse_index_base base_B = arg.baseB;
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rocsparse_index_base base_C = arg.baseC;
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rocsparse_index_base base_D = arg.baseD;
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rocsparse_spgemm_alg alg = arg.spgemm_alg;
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T h_alpha = arg.get_alpha<T>();
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T h_beta = arg.get_beta<T>();
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// -99 means nullptr
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T* h_alpha_ptr = (h_alpha == (T)-99) ? nullptr : &h_alpha;
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T* h_beta_ptr = (h_beta == (T)-99) ? nullptr : &h_beta;
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// Index and data type
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rocsparse_datatype ttype = get_datatype<T>();
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// Create rocsparse handle
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rocsparse_local_handle handle;
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// Declare host matrices.
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host_csr_matrix<T, I, J> hA, hB, hD;
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// Init matrix A
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const bool to_int = arg.timing ? false : true;
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static constexpr bool full_rank = false;
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rocsparse_matrix_factory<T, I, J> matrix_factory(arg, to_int, full_rank);
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matrix_factory.init_csr(hA, M, K, base_A);
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// Init matrix B and D from rocsparse_matrix_init random.
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{
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static constexpr bool noseed = true;
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rocsparse_matrix_factory<T, I, J> matrix_factory(
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arg, rocsparse_matrix_random, to_int, full_rank, noseed);
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matrix_factory.init_csr(hB, K, N, base_B);
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matrix_factory.init_csr(hD, M, N, base_D);
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}
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// Declare device matrices.
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device_csr_matrix<T, I, J> dA(hA);
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device_csr_matrix<T, I, J> dB(hB);
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device_csr_matrix<T, I, J> dD(hD);
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// Declare local spmat.
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rocsparse_local_spmat A(dA), B(dB), D(dD);
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device_csr_matrix<T, I, J> dC;
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dC.define(M, N, 0, base_C);
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rocsparse_local_spmat C(dC);
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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// Compute buffer size.
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size_t buffer_size;
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CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(handle,
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trans_A,
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trans_B,
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h_alpha_ptr,
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A,
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B,
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h_beta_ptr,
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D,
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C,
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ttype,
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alg,
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rocsparse_spgemm_stage_buffer_size,
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&buffer_size,
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nullptr));
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void* dbuffer = nullptr;
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CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
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// Compute nnz and fill row pointer for C.
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CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(handle,
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trans_A,
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trans_B,
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h_alpha_ptr,
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A,
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B,
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h_beta_ptr,
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D,
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C,
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ttype,
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alg,
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rocsparse_spgemm_stage_nnz,
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&buffer_size,
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dbuffer));
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// Update memory.
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int64_t C_m, C_n, C_nnz;
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CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &C_m, &C_n, &C_nnz));
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dC.define(dC.m, dC.n, C_nnz, dC.base);
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CHECK_ROCSPARSE_ERROR(rocsparse_csr_set_pointers(C, dC.ptr, dC.ind, dC.val));
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// Compute symbolic C.
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CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(handle,
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trans_A,
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trans_B,
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h_alpha_ptr,
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A,
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B,
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h_beta_ptr,
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D,
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C,
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ttype,
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alg,
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rocsparse_spgemm_stage_symbolic,
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&buffer_size,
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dbuffer));
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// Compute symbolic C on host.
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host_csr_matrix<T, I, J> hC_gold;
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I hC_gold_nnz = 0;
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hC_gold.define(M, N, hC_gold_nnz, base_C);
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host_csrgemm_nnz<T, I, J>(M,
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N,
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K,
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h_alpha_ptr,
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hA.ptr,
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hA.ind,
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hB.ptr,
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hB.ind,
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h_beta_ptr,
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hD.ptr,
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hD.ind,
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hC_gold.ptr,
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&hC_gold_nnz,
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hA.base,
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hB.base,
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hC_gold.base,
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hD.base);
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hC_gold.define(hC_gold.m, hC_gold.n, hC_gold_nnz, hC_gold.base);
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if(arg.unit_check)
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{
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// Compute numeric C.
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CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(handle,
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trans_A,
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trans_B,
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h_alpha_ptr,
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A,
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B,
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h_beta_ptr,
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D,
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C,
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ttype,
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alg,
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rocsparse_spgemm_stage_numeric,
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&buffer_size,
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dbuffer));
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// Compute numeric C on host
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host_csrgemm<T, I, J>(M,
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N,
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K,
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h_alpha_ptr,
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hA.ptr,
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hA.ind,
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hA.val,
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hB.ptr,
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hB.ind,
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hB.val,
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h_beta_ptr,
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hD.ptr,
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hD.ind,
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hD.val,
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hC_gold.ptr,
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hC_gold.ind,
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hC_gold.val,
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hA.base,
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hB.base,
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hC_gold.base,
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hD.base);
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hC_gold.near_check(dC);
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// Change values in input matrices
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rocsparse_init<T>(hA.val, 1, hA.nnz, 1, arg.convert_to_int);
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rocsparse_init<T>(hB.val, 1, hB.nnz, 1, arg.convert_to_int);
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rocsparse_init<T>(hD.val, 1, hD.nnz, 1, arg.convert_to_int);
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dA.transfer_from(hA);
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dB.transfer_from(hB);
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dD.transfer_from(hD);
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// Compute numeric C.
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CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(handle,
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trans_A,
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trans_B,
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h_alpha_ptr,
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A,
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B,
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h_beta_ptr,
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D,
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C,
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ttype,
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alg,
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rocsparse_spgemm_stage_numeric,
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&buffer_size,
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dbuffer));
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// Compute numeric C on host
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host_csrgemm<T, I, J>(M,
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N,
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K,
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h_alpha_ptr,
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hA.ptr,
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hA.ind,
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hA.val,
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hB.ptr,
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hB.ind,
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hB.val,
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h_beta_ptr,
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hD.ptr,
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hD.ind,
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hD.val,
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hC_gold.ptr,
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hC_gold.ind,
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hC_gold.val,
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hA.base,
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hB.base,
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hC_gold.base,
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hD.base);
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hC_gold.near_check(dC);
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}
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if(arg.timing)
|
|
{
|
|
|
|
const double gpu_solve_time_used
|
|
= rocsparse_clients::run_benchmark(arg,
|
|
rocsparse_spgemm,
|
|
handle,
|
|
trans_A,
|
|
trans_B,
|
|
h_alpha_ptr,
|
|
A,
|
|
B,
|
|
h_beta_ptr,
|
|
D,
|
|
C,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spgemm_stage_numeric,
|
|
&buffer_size,
|
|
dbuffer);
|
|
|
|
double gflop_count = csrgemm_gflop_count<T, I, J>(
|
|
M, &h_alpha, hA.ptr, hA.ind, hB.ptr, &h_beta, hD.ptr, hA.base);
|
|
|
|
double gbyte_count = csrgemm_gbyte_count<T, I, J>(
|
|
M, N, K, hA.nnz, hB.nnz, C_nnz, hD.nnz, &h_alpha, &h_beta);
|
|
|
|
double gpu_gbyte = get_gpu_gbyte(gpu_solve_time_used, gbyte_count);
|
|
double gpu_gflops = get_gpu_gflops(gpu_solve_time_used, gflop_count);
|
|
|
|
display_timing_info(display_key_t::M,
|
|
M,
|
|
display_key_t::N,
|
|
N,
|
|
display_key_t::K,
|
|
K,
|
|
display_key_t::nnz_A,
|
|
dA.nnz,
|
|
display_key_t::nnz_B,
|
|
dB.nnz,
|
|
display_key_t::nnz_C,
|
|
C_nnz,
|
|
display_key_t::nnz_D,
|
|
dD.nnz,
|
|
display_key_t::alpha,
|
|
h_alpha,
|
|
display_key_t::beta,
|
|
h_beta,
|
|
display_key_t::gflops,
|
|
gpu_gflops,
|
|
display_key_t::bandwidth,
|
|
gpu_gbyte,
|
|
display_key_t::time_ms,
|
|
get_gpu_time_msec(gpu_solve_time_used));
|
|
}
|
|
|
|
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
|
|
}
|
|
|
|
#define INSTANTIATE(ITYPE, JTYPE, TTYPE) \
|
|
template void testing_spgemm_reuse_csr_bad_arg<ITYPE, JTYPE, TTYPE>(const Arguments& arg); \
|
|
template void testing_spgemm_reuse_csr<ITYPE, JTYPE, TTYPE>(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_spgemm_reuse_csr_extra(const Arguments& arg) {}
|