/*! \file */ /* ************************************************************************ * Copyright (C) 2019-2026 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_csrgemm_bad_arg(const Arguments& arg) { static const size_t safe_size = 1; T h_alpha = 0.6; T h_beta = 0.2; host_dense_vector hcsr_row_ptr_C(safe_size + 1); hcsr_row_ptr_C[0] = 0; hcsr_row_ptr_C[1] = 1; device_dense_vector dcsr_row_ptr_C(hcsr_row_ptr_C); // Create rocsparse handle rocsparse_local_handle local_handle; // Create matrix descriptors rocsparse_local_mat_descr local_descr_A; rocsparse_local_mat_descr local_descr_B; rocsparse_local_mat_descr local_descr_C; rocsparse_local_mat_descr local_descr_D; // Create info desciptor rocsparse_local_mat_info local_info_C; rocsparse_handle handle = local_handle; rocsparse_operation trans_A = rocsparse_operation_none; rocsparse_operation trans_B = rocsparse_operation_none; rocsparse_int m = safe_size; rocsparse_int n = safe_size; rocsparse_int k = safe_size; rocsparse_mat_info info_C = local_info_C; size_t* buffer_size = (size_t*)0x4; void* temp_buffer = (void*)0x4; // C matrix const rocsparse_mat_descr descr_C = local_descr_C; T* csr_val_C = (T*)0x4; rocsparse_int* csr_row_ptr_C = (rocsparse_int*)dcsr_row_ptr_C; rocsparse_int* csr_col_ind_C = (rocsparse_int*)0x4; rocsparse_int* nnz_C = (rocsparse_int*)0x4; #define PARAMS_BUFFER_SIZE \ handle, trans_A, trans_B, m, n, k, alpha, descr_A, nnz_A, csr_row_ptr_A, csr_col_ind_A, \ descr_B, nnz_B, csr_row_ptr_B, csr_col_ind_B, beta, descr_D, nnz_D, csr_row_ptr_D, \ csr_col_ind_D, info_C, buffer_size #define PARAMS_NNZ \ handle, trans_A, trans_B, m, n, k, descr_A, nnz_A, csr_row_ptr_A, csr_col_ind_A, descr_B, \ nnz_B, csr_row_ptr_B, csr_col_ind_B, descr_D, nnz_D, csr_row_ptr_D, csr_col_ind_D, \ descr_C, csr_row_ptr_C, nnz_C, info_C, temp_buffer #define PARAMS \ handle, trans_A, trans_B, m, n, k, alpha, descr_A, nnz_A, csr_val_A, csr_row_ptr_A, \ csr_col_ind_A, descr_B, nnz_B, csr_val_B, csr_row_ptr_B, csr_col_ind_B, beta, descr_D, \ nnz_D, csr_val_D, csr_row_ptr_D, csr_col_ind_D, descr_C, csr_val_C, csr_row_ptr_C, \ csr_col_ind_C, info_C, temp_buffer // 4 Scenarios need to be tested: // Scenario 1: alpha == nullptr && beta == nullptr // Scenario 2: alpha != nullptr && beta == nullptr // Scenario 3: alpha == nullptr && beta != nullptr // Scenario 4: alpha != nullptr && beta != nullptr // ############################################### // Scenario 1: alpha == nullptr && beta == nullptr // ############################################### { // In this scenario matrices A == B == D == nullptr static constexpr int nargs_to_exclude_buffer_size = 14; static constexpr int nargs_to_exclude_nnz = 16; static constexpr int nargs_to_exclude = 22; const int args_to_exclude_buffer_size[nargs_to_exclude_buffer_size] = {6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19}; const int args_to_exclude_nnz[nargs_to_exclude_nnz] = {6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22}; const int args_to_exclude[nargs_to_exclude] = {6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28}; const T* alpha = (const T*)nullptr; const T* beta = (const T*)nullptr; // A matrix const rocsparse_mat_descr descr_A = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_A = 0; const T* csr_val_A = (const T*)nullptr; const rocsparse_int* csr_row_ptr_A = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_A = (const rocsparse_int*)nullptr; // B matrix const rocsparse_mat_descr descr_B = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_B = 0; const T* csr_val_B = (const T*)nullptr; const rocsparse_int* csr_row_ptr_B = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_B = (const rocsparse_int*)nullptr; // D matrix const rocsparse_mat_descr descr_D = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_D = 0; const T* csr_val_D = (const T*)nullptr; const rocsparse_int* csr_row_ptr_D = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_D = (const rocsparse_int*)nullptr; select_bad_arg_analysis(rocsparse_csrgemm_buffer_size, nargs_to_exclude_buffer_size, args_to_exclude_buffer_size, PARAMS_BUFFER_SIZE); select_bad_arg_analysis( rocsparse_csrgemm_nnz, nargs_to_exclude_nnz, args_to_exclude_nnz, PARAMS_NNZ); select_bad_arg_analysis(rocsparse_csrgemm, nargs_to_exclude, args_to_exclude, PARAMS); } // ############################################### // Scenario 2: alpha != nullptr && beta == nullptr // ############################################### { // In this scenario matrices A != B != nullptr and D == nullptr static constexpr int nargs_to_exclude_buffer_size = 6; static constexpr int nargs_to_exclude_nnz = 4; static constexpr int nargs_to_exclude = 6; const int args_to_exclude_buffer_size[nargs_to_exclude_buffer_size] = {6, 15, 16, 17, 18, 19}; const int args_to_exclude_nnz[nargs_to_exclude_nnz] = {14, 15, 16, 17}; const int args_to_exclude[nargs_to_exclude] = {17, 18, 19, 20, 21, 22}; const T* alpha = &h_alpha; const T* beta = (const T*)nullptr; // A matrix const rocsparse_mat_descr descr_A = local_descr_A; rocsparse_int nnz_A = safe_size; const T* csr_val_A = (const T*)0x4; const rocsparse_int* csr_row_ptr_A = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_A = (const rocsparse_int*)0x4; // B matrix const rocsparse_mat_descr descr_B = local_descr_B; rocsparse_int nnz_B = safe_size; const T* csr_val_B = (const T*)0x4; const rocsparse_int* csr_row_ptr_B = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_B = (const rocsparse_int*)0x4; // D matrix const rocsparse_mat_descr descr_D = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_D = 0; const T* csr_val_D = (const T*)nullptr; const rocsparse_int* csr_row_ptr_D = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_D = (const rocsparse_int*)nullptr; select_bad_arg_analysis(rocsparse_csrgemm_buffer_size, nargs_to_exclude_buffer_size, args_to_exclude_buffer_size, PARAMS_BUFFER_SIZE); select_bad_arg_analysis( rocsparse_csrgemm_nnz, nargs_to_exclude_nnz, args_to_exclude_nnz, PARAMS_NNZ); select_bad_arg_analysis(rocsparse_csrgemm, nargs_to_exclude, args_to_exclude, PARAMS); } // ############################################### // Scenario 3: alpha == nullptr && beta != nullptr // ############################################### { // In this scenario matrices A == B == nullptr and D != nullptr static constexpr int nargs_to_exclude_buffer_size = 11; static constexpr int nargs_to_exclude_nnz = 9; static constexpr int nargs_to_exclude = 12; const int args_to_exclude_buffer_size[nargs_to_exclude_buffer_size] = {5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15}; const int args_to_exclude_nnz[nargs_to_exclude_nnz] = {6, 7, 8, 9, 10, 11, 12, 13, 22}; const int args_to_exclude[nargs_to_exclude] = {6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 28}; const T* alpha = (const T*)nullptr; const T* beta = &h_beta; temp_buffer = (void*)nullptr; // A matrix const rocsparse_mat_descr descr_A = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_A = 0; const T* csr_val_A = (const T*)nullptr; const rocsparse_int* csr_row_ptr_A = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_A = (const rocsparse_int*)nullptr; // B matrix const rocsparse_mat_descr descr_B = (const rocsparse_mat_descr) nullptr; rocsparse_int nnz_B = 0; const T* csr_val_B = (const T*)nullptr; const rocsparse_int* csr_row_ptr_B = (const rocsparse_int*)nullptr; const rocsparse_int* csr_col_ind_B = (const rocsparse_int*)nullptr; // D matrix const rocsparse_mat_descr descr_D = local_descr_D; rocsparse_int nnz_D = safe_size; const T* csr_val_D = (const T*)0x4; const rocsparse_int* csr_row_ptr_D = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_D = (const rocsparse_int*)0x4; select_bad_arg_analysis(rocsparse_csrgemm_buffer_size, nargs_to_exclude_buffer_size, args_to_exclude_buffer_size, PARAMS_BUFFER_SIZE); select_bad_arg_analysis( rocsparse_csrgemm_nnz, nargs_to_exclude_nnz, args_to_exclude_nnz, PARAMS_NNZ); select_bad_arg_analysis(rocsparse_csrgemm, nargs_to_exclude, args_to_exclude, PARAMS); temp_buffer = (void*)0x4; } // ############################################### // Scenario 4: alpha != nullptr && beta != nullptr // ############################################### { // In this scenario matrices A != B != D != nullptr int nargs_to_exclude_buffer_size = 2; int nargs_to_exclude = 2; const int args_to_exclude_buffer_size[2] = {6, 15}; const int args_to_exclude[2] = {6, 17}; const T* alpha = &h_alpha; const T* beta = &h_beta; // A matrix const rocsparse_mat_descr descr_A = local_descr_A; rocsparse_int nnz_A = safe_size; const T* csr_val_A = (const T*)0x4; const rocsparse_int* csr_row_ptr_A = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_A = (const rocsparse_int*)0x4; // B matrix const rocsparse_mat_descr descr_B = local_descr_B; rocsparse_int nnz_B = safe_size; const T* csr_val_B = (const T*)0x4; const rocsparse_int* csr_row_ptr_B = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_B = (const rocsparse_int*)0x4; // D matrix const rocsparse_mat_descr descr_D = local_descr_D; rocsparse_int nnz_D = safe_size; const T* csr_val_D = (const T*)0x4; const rocsparse_int* csr_row_ptr_D = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_D = (const rocsparse_int*)0x4; select_bad_arg_analysis(rocsparse_csrgemm_buffer_size, nargs_to_exclude_buffer_size, args_to_exclude_buffer_size, PARAMS_BUFFER_SIZE); bad_arg_analysis(rocsparse_csrgemm_nnz, PARAMS_NNZ); select_bad_arg_analysis(rocsparse_csrgemm, nargs_to_exclude, args_to_exclude, PARAMS); } // // Not implemented cases. // { const T* alpha = &h_alpha; const T* beta = &h_beta; // A matrix const rocsparse_mat_descr descr_A = local_descr_A; rocsparse_int nnz_A = safe_size; const T* csr_val_A = (const T*)0x4; const rocsparse_int* csr_row_ptr_A = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_A = (const rocsparse_int*)0x4; // B matrix const rocsparse_mat_descr descr_B = local_descr_B; rocsparse_int nnz_B = safe_size; const T* csr_val_B = (const T*)0x4; const rocsparse_int* csr_row_ptr_B = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_B = (const rocsparse_int*)0x4; // D matrix const rocsparse_mat_descr descr_D = local_descr_D; rocsparse_int nnz_D = safe_size; const T* csr_val_D = (const T*)0x4; const rocsparse_int* csr_row_ptr_D = (const rocsparse_int*)0x4; const rocsparse_int* csr_col_ind_D = (const rocsparse_int*)0x4; { rocsparse_operation op = trans_A; trans_A = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_buffer_size(PARAMS_BUFFER_SIZE), rocsparse_status_not_implemented); trans_A = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_buffer_size(PARAMS_BUFFER_SIZE), rocsparse_status_not_implemented); trans_A = op; op = trans_B; trans_B = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_buffer_size(PARAMS_BUFFER_SIZE), rocsparse_status_not_implemented); trans_B = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_buffer_size(PARAMS_BUFFER_SIZE), rocsparse_status_not_implemented); trans_B = op; } { rocsparse_operation op = trans_A; trans_A = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_nnz(PARAMS_NNZ), rocsparse_status_not_implemented); trans_A = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_nnz(PARAMS_NNZ), rocsparse_status_not_implemented); trans_A = op; op = trans_B; trans_B = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_nnz(PARAMS_NNZ), rocsparse_status_not_implemented); trans_B = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm_nnz(PARAMS_NNZ), rocsparse_status_not_implemented); trans_B = op; } { rocsparse_operation op = trans_A; trans_A = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm(PARAMS), rocsparse_status_not_implemented); trans_A = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm(PARAMS), rocsparse_status_not_implemented); trans_A = op; op = trans_B; trans_B = rocsparse_operation_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm(PARAMS), rocsparse_status_not_implemented); trans_B = rocsparse_operation_conjugate_transpose; EXPECT_ROCSPARSE_STATUS(rocsparse_csrgemm(PARAMS), rocsparse_status_not_implemented); trans_B = op; } } #undef PARAMS #undef PARAMS_NNZ #undef PARAMS_BUFFER_SIZE } enum testing_csrgemm_scenario { testing_csrgemm_scenario_none, testing_csrgemm_scenario_alpha, testing_csrgemm_scenario_beta, testing_csrgemm_scenario_alpha_and_beta, }; template void testing_csrgemm(const Arguments& arg) { rocsparse_int M = arg.M; rocsparse_int N = arg.N; rocsparse_int K = arg.K; rocsparse_operation transA = arg.transA; rocsparse_operation transB = arg.transB; rocsparse_index_base baseA = arg.baseA; rocsparse_index_base baseB = arg.baseB; rocsparse_index_base baseC = arg.baseC; rocsparse_index_base baseD = arg.baseD; static constexpr bool full_rank = false; T v_alpha = arg.get_alpha(), v_beta = arg.get_beta(); // Create rocsparse handle rocsparse_local_handle handle; // Create matrix descriptor rocsparse_local_mat_descr descrA; rocsparse_local_mat_descr descrB; rocsparse_local_mat_descr descrC; rocsparse_local_mat_descr descrD; // Set matrix index base CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrA, baseA)); CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrB, baseB)); CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrC, baseC)); CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descrD, baseD)); // Create matrix info for C rocsparse_local_mat_info info; void* dbuffer = nullptr; #define PARAMS_BUFFER_SIZE(alpha, beta, A, B, C, D, out_buffer_size) \ handle, transA, transB, A.m, C.n, A.n, alpha, descrA, A.nnz, A.ptr, A.ind, descrB, B.nnz, \ B.ptr, B.ind, beta, descrD, D.nnz, D.ptr, D.ind, info, &out_buffer_size #define PARAMS_NNZ(A, B, C, D, out_nnz) \ handle, transA, transB, A.m, C.n, A.n, descrA, A.nnz, A.ptr, A.ind, descrB, B.nnz, B.ptr, \ B.ind, descrD, D.nnz, D.ptr, D.ind, descrC, C.ptr, out_nnz, info, dbuffer #define PARAMS(alpha, beta, A, B, C, D) \ handle, transA, transB, A.m, C.n, A.n, alpha, descrA, A.nnz, A.val, A.ptr, A.ind, descrB, \ B.nnz, B.val, B.ptr, B.ind, beta, descrD, D.nnz, D.val, D.ptr, D.ind, descrC, C.val, \ C.ptr, C.ind, info, dbuffer // 4 Scenarios need to be tested: // Scenario 1: alpha == nullptr && beta == nullptr // Scenario 2: alpha != nullptr && beta == nullptr // Scenario 3: alpha == nullptr && beta != nullptr // Scenario 4: alpha != nullptr && beta != nullptr // alpha == -99 means test for alpha == nullptr // beta == -99 means test for beta == nullptr testing_csrgemm_scenario scenario = testing_csrgemm_scenario_none; if(v_alpha != static_cast(-99) && v_beta == static_cast(-99)) { scenario = testing_csrgemm_scenario_alpha; } else if(v_alpha == static_cast(-99) && v_beta != static_cast(-99)) { scenario = testing_csrgemm_scenario_beta; } else if(v_alpha != static_cast(-99) && v_beta != static_cast(-99)) { scenario = testing_csrgemm_scenario_alpha_and_beta; } host_dense_vector h_alpha(0), h_beta(0); switch(scenario) { case testing_csrgemm_scenario_none: { break; } case testing_csrgemm_scenario_alpha: { h_alpha.resize(1); *h_alpha = v_alpha; break; } case testing_csrgemm_scenario_beta: { h_beta.resize(1); *h_beta = v_beta; break; } case testing_csrgemm_scenario_alpha_and_beta: { h_alpha.resize(1); *h_alpha = v_alpha; h_beta.resize(1); *h_beta = v_beta; break; } } // // Argument sanity check before allocating invalid memory // if((M <= 0 || N <= 0 || K <= 0) || scenario == testing_csrgemm_scenario_none) { device_csr_matrix d_A, d_B, d_C, d_D; d_A.define(M, K, 0, baseA); d_B.define(K, N, 0, baseB); d_C.define(M, N, 0, baseC); d_D.define(M, N, 0, baseD); CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); size_t out_buffer_size; rocsparse_int out_nnz; rocsparse_status status_1 = rocsparse_csrgemm_buffer_size( PARAMS_BUFFER_SIZE(h_alpha, h_beta, d_A, d_B, d_C, d_D, out_buffer_size)); rocsparse_status status_2 = rocsparse_csrgemm_nnz(PARAMS_NNZ(d_A, d_B, d_C, d_D, &out_nnz)); rocsparse_status status_3 = rocsparse_csrgemm(PARAMS(h_alpha, h_beta, d_A, d_B, d_C, d_D)); EXPECT_ROCSPARSE_STATUS(status_1, (M < 0 || N < 0 || K < 0) ? rocsparse_status_invalid_size : scenario == testing_csrgemm_scenario_none ? rocsparse_status_invalid_pointer : rocsparse_status_success); EXPECT_ROCSPARSE_STATUS(status_2, (M < 0 || N < 0 || K < 0) ? rocsparse_status_invalid_size : scenario == testing_csrgemm_scenario_none ? rocsparse_status_invalid_pointer : rocsparse_status_success); EXPECT_ROCSPARSE_STATUS(status_3, (M < 0 || N < 0 || K < 0) ? rocsparse_status_invalid_size : scenario == testing_csrgemm_scenario_none ? rocsparse_status_invalid_pointer : rocsparse_status_success); return; } // // Declare host objects. // host_csr_matrix h_A, h_B, h_C, h_D; // // Initialize matrices. // { rocsparse_matrix_factory matrix_factory(arg, arg.timing ? false : true, full_rank); matrix_factory.init_csr(h_A, M, K, baseA); switch(scenario) { case testing_csrgemm_scenario_none: { break; } case testing_csrgemm_scenario_alpha: { rocsparse_matrix_factory_random rf(full_rank); { h_B.base = baseB; h_B.m = K; h_B.n = N; rf.init_csr(h_B.ptr, h_B.ind, h_B.val, h_B.m, h_B.n, h_B.nnz, h_B.base, rocsparse_matrix_type_general, rocsparse_fill_mode_lower, rocsparse_storage_mode_sorted); } break; } case testing_csrgemm_scenario_beta: { matrix_factory.init_csr(h_D, M, N, baseD); break; } case testing_csrgemm_scenario_alpha_and_beta: { rocsparse_matrix_factory_random rf(full_rank); { h_B.base = baseB; h_B.m = K; h_B.n = N; rf.init_csr(h_B.ptr, h_B.ind, h_B.val, h_B.m, h_B.n, h_B.nnz, h_B.base, rocsparse_matrix_type_general, rocsparse_fill_mode_lower, rocsparse_storage_mode_sorted); } { h_D.base = baseD; h_D.m = M; h_D.n = N; rf.init_csr(h_D.ptr, h_D.ind, h_D.val, h_D.m, h_D.n, h_D.nnz, h_D.base, rocsparse_matrix_type_general, rocsparse_fill_mode_lower, rocsparse_storage_mode_sorted); } break; } } h_C.define(M, N, 0, baseC); } // // Declare device objects. // device_csr_matrix d_A(h_A), d_B(h_B), d_C(h_C), d_D(h_D); device_dense_vector d_alpha(h_alpha), d_beta(h_beta); // Obtain required buffer size size_t out_buffer_size; CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_csrgemm_buffer_size( PARAMS_BUFFER_SIZE(h_alpha, h_beta, d_A, d_B, d_C, d_D, out_buffer_size))); CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, out_buffer_size)); if(arg.unit_check) { // // Host calculation. // { rocsparse_int out_nnz; host_csrgemm_nnz(h_A.m, h_C.n, h_A.n, h_alpha, h_A.ptr, h_A.ind, h_B.ptr, h_B.ind, h_beta, h_D.ptr, h_D.ind, h_C.ptr, &out_nnz, h_A.base, h_B.base, h_C.base, h_D.base); h_C.define(h_C.m, h_C.n, out_nnz, h_C.base); host_csrgemm(h_A.m, h_C.n, h_A.n, h_alpha, h_A.ptr, h_A.ind, h_A.val, h_B.ptr, h_B.ind, h_B.val, h_beta, h_D.ptr, h_D.ind, h_D.val, h_C.ptr, h_C.ind, h_C.val, h_A.base, h_B.base, h_C.base, h_D.base); } { // // GPU with pointer mode host // host_scalar h_out_nnz; CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); CHECK_ROCSPARSE_ERROR(rocsparse_csrgemm_nnz(PARAMS_NNZ(d_A, d_B, d_C, d_D, h_out_nnz))); d_C.define(d_C.m, d_C.n, *h_out_nnz, d_C.base); CHECK_ROCSPARSE_ERROR( rocsparse_csrgemm(PARAMS(h_alpha, h_beta, d_A, d_B, d_C, d_D))); if(ROCSPARSE_REPRODUCIBILITY) { rocsparse_reproducibility::save("d_C pointer mode host", d_C); } h_C.near_check(d_C, get_near_check_tol(arg)); } { // // GPU with pointer mode device // device_scalar d_out_nnz; CHECK_ROCSPARSE_ERROR( rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device)); CHECK_ROCSPARSE_ERROR(rocsparse_csrgemm_nnz(PARAMS_NNZ(d_A, d_B, d_C, d_D, d_out_nnz))); host_scalar h_out_nnz(d_out_nnz); d_C.define(d_C.m, d_C.n, 0, d_C.base); d_C.define(d_C.m, d_C.n, *h_out_nnz, d_C.base); CHECK_ROCSPARSE_ERROR( rocsparse_csrgemm(PARAMS(d_alpha, d_beta, d_A, d_B, d_C, d_D))); if(ROCSPARSE_REPRODUCIBILITY) { rocsparse_reproducibility::save("d_C pointer mode device", d_C); } h_C.near_check(d_C, get_near_check_tol(arg)); } } if(arg.timing) { #define ROCSPARSE_TIMER_IN(decl_) double decl_ = get_time_us(); #define ROCSPARSE_TIMER_OUT(decl_) decl_ = (get_time_us() - decl_) / number_hot_calls int number_cold_calls = 2; int number_hot_calls = arg.iters; CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host)); // // WARM UP // rocsparse_int out_nnz; CHECK_ROCSPARSE_ERROR(rocsparse_csrgemm_nnz(PARAMS_NNZ(d_A, d_B, d_C, d_D, &out_nnz))); d_C.define(d_C.m, d_C.n, out_nnz, d_C.base); for(int iter = 0; iter < number_cold_calls; ++iter) { CHECK_ROCSPARSE_ERROR( rocsparse_csrgemm(PARAMS(h_alpha, h_beta, d_A, d_B, d_C, d_D))); } ROCSPARSE_TIMER_IN(gpu_solve_time_used); { for(int iter = 0; iter < number_hot_calls; ++iter) { CHECK_ROCSPARSE_ERROR( rocsparse_csrgemm(PARAMS(h_alpha, h_beta, d_A, d_B, d_C, d_D))); } } ROCSPARSE_TIMER_OUT(gpu_solve_time_used); CHECK_HIP_ERROR(hipDeviceSynchronize()); #undef PARAMS #undef PARAMS_NNZ #undef PARAMS_BUFFER_SIZE double gflop_count = csrgemm_gflop_count( M, h_alpha, h_A.ptr, h_A.ind, h_B.ptr, h_beta, h_D.ptr, h_A.base); double gbyte_count = csrgemm_gbyte_count( M, N, K, d_A.nnz, d_B.nnz, d_C.nnz, d_D.nnz, h_alpha, h_beta); double gpu_gflops = get_gpu_gflops(gpu_solve_time_used, gflop_count); double gpu_gbyte = get_gpu_gbyte(gpu_solve_time_used, gbyte_count); char alpha[32], beta[32]; sprintf(alpha, "null"); sprintf(beta, "null"); if(h_alpha.data() != nullptr) { std::stringstream ss; ss << *h_alpha; sprintf(alpha, "%s", ss.str().c_str()); } if(h_beta.data() != nullptr) { std::stringstream ss; ss << *h_beta; sprintf(beta, "%s", ss.str().c_str()); } display_timing_info(display_key_t::trans_A, rocsparse_operation2string(transA), display_key_t::trans_B, rocsparse_operation2string(transB), display_key_t::M, M, display_key_t::N, N, display_key_t::K, K, display_key_t::nnz_A, d_A.nnz, display_key_t::nnz_B, d_B.nnz, display_key_t::nnz_C, d_C.nnz, display_key_t::nnz_D, d_D.nnz, display_key_t::alpha, alpha, display_key_t::beta, 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)); } // Free buffer CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer)); } #define INSTANTIATE(TYPE) \ template void testing_csrgemm_bad_arg(const Arguments& arg); \ template void testing_csrgemm(const Arguments& arg) INSTANTIATE(float); INSTANTIATE(double); INSTANTIATE(rocsparse_float_complex); INSTANTIATE(rocsparse_double_complex); void testing_csrgemm_extra(const Arguments& arg) {}