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373 lines
14 KiB
C++
373 lines
14 KiB
C++
/*! \file */
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/* ************************************************************************
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* Copyright (C) 2021-2025 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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#include "rocsparse_enum.hpp"
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template <typename T>
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void testing_bsrxmv_bad_arg(const Arguments& arg)
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{
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static const size_t safe_size = 10;
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const T h_alpha = static_cast<T>(1);
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const T h_beta = static_cast<T>(1);
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// Create rocsparse handle
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rocsparse_local_handle local_handle;
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// Create matrix descriptor
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rocsparse_local_mat_descr local_descr;
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rocsparse_handle handle = local_handle;
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rocsparse_direction dir = rocsparse_direction_column;
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rocsparse_operation trans = rocsparse_operation_none;
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rocsparse_int mb = safe_size;
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rocsparse_int nb = safe_size;
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rocsparse_int nnzb = safe_size;
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const T* alpha_device_host = (const T*)&h_alpha;
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const rocsparse_mat_descr descr = local_descr;
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const T* bsr_val = (const T*)0x4;
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rocsparse_int size_of_mask = safe_size;
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const rocsparse_int* bsr_mask_ptr = (const rocsparse_int*)0x4;
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const rocsparse_int* bsr_row_ptr = (const rocsparse_int*)0x4;
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const rocsparse_int* bsr_end_ptr = (const rocsparse_int*)0x4;
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const rocsparse_int* bsr_col_ind = (const rocsparse_int*)0x4;
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rocsparse_int block_dim = safe_size;
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const T* x = (const T*)0x4;
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const T* beta_device_host = (const T*)&h_beta;
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T* y = (T*)0x4;
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#define PARAMS \
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handle, dir, trans, size_of_mask, mb, nb, nnzb, alpha_device_host, descr, bsr_val, \
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bsr_mask_ptr, bsr_row_ptr, bsr_end_ptr, bsr_col_ind, block_dim, x, beta_device_host, y
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bad_arg_analysis(rocsparse_bsrxmv<T>, PARAMS);
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{
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auto tmp = trans;
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trans = rocsparse_operation_transpose;
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(PARAMS), rocsparse_status_not_implemented);
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trans = tmp;
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}
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{
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auto tmp = block_dim;
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block_dim = 1;
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(PARAMS), rocsparse_status_not_implemented);
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block_dim = tmp;
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}
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for(auto matrix_type : rocsparse_matrix_type_t::values)
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{
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if(matrix_type != rocsparse_matrix_type_general)
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{
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CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_type(descr, matrix_type));
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(PARAMS), rocsparse_status_not_implemented);
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}
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}
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CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_type(descr, rocsparse_matrix_type_general));
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CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_storage_mode(descr, rocsparse_storage_mode_unsorted));
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(PARAMS), rocsparse_status_requires_sorted_storage);
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CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_storage_mode(descr, rocsparse_storage_mode_sorted));
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// block_dim == 0
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block_dim = 0;
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(PARAMS), rocsparse_status_invalid_size);
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block_dim = safe_size;
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#undef PARAMS
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// Additional tests for invalid zero matrices
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EXPECT_ROCSPARSE_STATUS(rocsparse_bsrxmv<T>(handle,
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dir,
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trans,
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size_of_mask,
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mb,
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nb,
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nnzb,
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alpha_device_host,
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descr,
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nullptr,
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bsr_mask_ptr,
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bsr_row_ptr,
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bsr_end_ptr,
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nullptr,
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block_dim,
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x,
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beta_device_host,
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y),
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rocsparse_status_invalid_pointer);
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}
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template <typename T>
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void testing_bsrxmv(const Arguments& arg)
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{
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rocsparse_int M = arg.M;
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rocsparse_int N = arg.N;
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rocsparse_direction dir = arg.direction;
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rocsparse_operation trans = arg.transA;
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rocsparse_index_base base = arg.baseA;
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rocsparse_int block_dim = arg.block_dim;
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rocsparse_int size_of_mask = 0;
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rocsparse_seedrand();
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host_scalar<T> h_alpha(arg.get_alpha<T>());
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host_scalar<T> h_beta(arg.get_beta<T>());
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device_scalar<T> d_alpha(h_alpha);
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device_scalar<T> d_beta(h_beta);
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// Create rocsparse handle
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rocsparse_local_handle handle(arg);
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// Create matrix descriptor
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rocsparse_local_mat_descr descr;
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// Set matrix index base
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CHECK_ROCSPARSE_ERROR(rocsparse_set_mat_index_base(descr, base));
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// BSR dimensions
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rocsparse_int mb = (block_dim > 0) ? (M + block_dim - 1) / block_dim : 0;
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rocsparse_int nb = (block_dim > 0) ? (N + block_dim - 1) / block_dim : 0;
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#define PARAMS(alpha_, A_, x_, beta_, y_) \
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handle, A_.block_direction, trans, size_of_mask, A_.mb, A_.nb, A_.nnzb, alpha_, descr, A_.val, \
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dbsr_mask_ptr, dbsr_row_ptr, dbsr_end_ptr, A_.ind, A_.row_block_dim, x_, beta_, y_
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size_of_mask = (mb > 0) ? random_generator<rocsparse_int>(0, mb - 1) : 0;
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// Wavefront size
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int dev;
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CHECK_HIP_ERROR(hipGetDevice(&dev));
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hipDeviceProp_t prop;
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CHECK_HIP_ERROR(hipGetDeviceProperties(&prop, dev));
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bool type = (prop.warpSize == 32) ? (arg.timing ? false : true) : false;
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static constexpr bool full_rank = false;
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rocsparse_matrix_factory<T> matrix_factory(arg, type, full_rank);
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//
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// Declare and initialize matrices.
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//
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host_gebsr_matrix<T> hA;
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device_gebsr_matrix<T> dA;
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matrix_factory.init_bsr(hA, dA, mb, nb, base);
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M = dA.mb * dA.row_block_dim;
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N = dA.nb * dA.col_block_dim;
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//
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// Initialization of the row_ptr and end_ptr.
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//
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host_dense_vector<rocsparse_int> hbsr_row_ptr(mb);
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host_dense_vector<rocsparse_int> hbsr_end_ptr(mb);
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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hbsr_row_ptr[i] = (hA.ptr[i + 1] > hA.ptr[i])
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? random_generator<rocsparse_int>(hA.ptr[i], hA.ptr[i + 1] - 1)
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: hA.ptr[i];
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}
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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hbsr_end_ptr[i] = random_generator<rocsparse_int>(hbsr_row_ptr[i], hA.ptr[i + 1]);
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}
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//
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// Initialization of the mask.
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//
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host_dense_vector<rocsparse_int> hbsr_mask_ptr(size_of_mask);
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{
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//
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// Unique random integer values.
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//
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host_dense_vector<rocsparse_int> marker(mb);
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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marker[i] = 0;
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}
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rocsparse_int count = 0;
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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if(count == size_of_mask)
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{
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break;
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}
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marker[i] = random_generator<rocsparse_int>(0, 1);
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if(marker[i] > 0)
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{
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++count;
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}
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}
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if(count < size_of_mask)
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{
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//
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// If size_of_mask is mb or big enough, we don't want
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// the random generator taking an eternity to fill the vector.
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// So let's fill.
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//
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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if(marker[i] == 0)
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{
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marker[i] = 1;
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++count;
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}
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if(size_of_mask == count)
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{
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break;
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}
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}
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}
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count = 0;
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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if(marker[i] == 1)
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{
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hbsr_mask_ptr[count++] = i + hA.base;
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}
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}
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}
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device_dense_vector<rocsparse_int> dbsr_mask_ptr(hbsr_mask_ptr);
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device_dense_vector<rocsparse_int> dbsr_row_ptr(hbsr_row_ptr);
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device_dense_vector<rocsparse_int> dbsr_end_ptr(hbsr_end_ptr);
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host_dense_matrix<T> hx(N, 1), hy(M, 1);
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rocsparse_matrix_utils::init(hx);
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rocsparse_matrix_utils::init(hy);
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device_dense_matrix<T> dx(hx), dy(hy);
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if(arg.unit_check)
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{
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// Pointer mode host
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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CHECK_ROCSPARSE_ERROR(testing::rocsparse_bsrxmv<T>(PARAMS(h_alpha, dA, dx, h_beta, dy)));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("Y pointer mode host", dy);
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}
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{
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host_dense_matrix<T> hy_copy(hy);
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// CPU bsrxmv
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host_bsrxmv<T>(dir,
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trans,
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size_of_mask,
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hA.mb,
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hA.nb,
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hA.nnzb,
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*h_alpha,
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hbsr_mask_ptr,
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hbsr_row_ptr,
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hbsr_end_ptr,
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hA.ind,
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hA.val,
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hA.row_block_dim,
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hx,
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*h_beta,
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hy,
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base);
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hy.near_check(dy);
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dy = hy_copy;
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}
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
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CHECK_ROCSPARSE_ERROR(testing::rocsparse_bsrxmv<T>(PARAMS(d_alpha, dA, dx, d_beta, dy)));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("Y pointer mode device", dy);
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}
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hy.near_check(dy);
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}
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if(arg.timing)
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{
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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const double gpu_time_used = rocsparse_clients::run_benchmark(
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arg, rocsparse_bsrxmv<T>, PARAMS(h_alpha, dA, dx, h_beta, dy));
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//
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// Re-use bsrmv gflop and gbyte counts but with different parameters
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// mb switched with size_of_mask
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// nnzb switched with updated value.
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//
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rocsparse_int xnnzb = 0;
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for(rocsparse_int i = 0; i < mb; ++i)
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{
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xnnzb += (hbsr_end_ptr[i] - hbsr_row_ptr[i]);
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}
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double gflop_count = spmv_gflop_count(
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M, size_t(xnnzb) * dA.row_block_dim * dA.col_block_dim, *h_beta != static_cast<T>(0));
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double gbyte_count = bsrmv_gbyte_count<T>(
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size_of_mask, dA.nb, xnnzb, dA.row_block_dim, *h_beta != static_cast<T>(0));
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double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
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double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
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display_timing_info(display_key_t::M,
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M,
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display_key_t::N,
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N,
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display_key_t::bdim,
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dA.row_block_dim,
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display_key_t::bdir,
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rocsparse_direction2string(dA.block_direction),
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display_key_t::mask_size,
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size_of_mask,
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display_key_t::alpha,
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*h_alpha,
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display_key_t::beta,
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*h_beta,
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display_key_t::gflops,
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gpu_gflops,
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display_key_t::bandwidth,
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gpu_gbyte,
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display_key_t::time_ms,
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get_gpu_time_msec(gpu_time_used));
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}
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#undef PARAMS
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}
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#define INSTANTIATE(TYPE) \
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template void testing_bsrxmv_bad_arg<TYPE>(const Arguments& arg); \
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template void testing_bsrxmv<TYPE>(const Arguments& arg)
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INSTANTIATE(float);
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INSTANTIATE(double);
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INSTANTIATE(rocsparse_float_complex);
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INSTANTIATE(rocsparse_double_complex);
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#undef INSTANTIATE
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void testing_bsrxmv_extra(const Arguments& arg) {}
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