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560 lines
29 KiB
C++
560 lines
29 KiB
C++
/* ************************************************************************
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* Copyright (C) 2018-2019 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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#pragma once
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#ifndef TESTING_CSRMM_HPP
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#define TESTING_CSRMM_HPP
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#include "display.hpp"
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#include "flops.hpp"
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#include "gbyte.hpp"
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#include "hipsparse.hpp"
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#include "hipsparse_arguments.hpp"
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#include "hipsparse_graph.hpp"
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#include "hipsparse_test_unique_ptr.hpp"
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#include "unit.hpp"
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#include "utility.hpp"
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#include <hipsparse.h>
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#include <string>
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using namespace hipsparse;
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using namespace hipsparse_test;
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template <typename T>
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void testing_csrmm_bad_arg(const Arguments& argus)
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{
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#if(!defined(CUDART_VERSION))
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int N = 100;
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int M = 100;
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int K = 100;
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int ldb = 100;
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int ldc = 100;
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int nnz = 100;
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int safe_size = 100;
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T alpha = make_DataType<T>(0.6);
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T beta = make_DataType<T>(0.2);
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hipsparseOperation_t transA = HIPSPARSE_OPERATION_NON_TRANSPOSE;
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hipsparseOperation_t transB = HIPSPARSE_OPERATION_NON_TRANSPOSE;
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hipsparseLocalHandle_t handle;
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std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
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hipsparseMatDescr_t descr = unique_ptr_descr->descr;
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auto dptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto dcol_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto dval_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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auto dB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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auto dC_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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int* dptr = (int*)dptr_managed.get();
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int* dcol = (int*)dcol_managed.get();
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T* dval = (T*)dval_managed.get();
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T* dB = (T*)dB_managed.get();
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T* dC = (T*)dC_managed.get();
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verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
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transA,
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transB,
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-1,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: M < 0");
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verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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-1,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: N < 0");
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verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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-1,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: K < 0");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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(int*)nullptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: dptr is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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(int*)nullptr,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: dcol is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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(T*)nullptr,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: dval is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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(T*)nullptr,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: dB is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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(T*)nullptr,
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ldc),
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"Error: dC is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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(T*)nullptr,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: alpha is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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(T*)nullptr,
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dC,
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ldc),
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"Error: beta is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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(hipsparseMatDescr_t) nullptr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc),
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"Error: descr is nullptr");
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verify_hipsparse_status_invalid_handle(hipsparseXcsrmm2((hipsparseHandle_t) nullptr,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dB,
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ldb,
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&beta,
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dC,
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ldc));
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#endif
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}
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template <typename T>
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void testing_csrmm(Arguments argus)
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{
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#if(!defined(CUDART_VERSION) || CUDART_VERSION < 11000)
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int M = argus.M;
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int N = argus.N;
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int K = argus.K;
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T h_alpha = make_DataType<T>(argus.alpha);
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T h_beta = make_DataType<T>(argus.beta);
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hipsparseOperation_t transA = argus.transA;
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hipsparseOperation_t transB = argus.transB;
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hipsparseIndexBase_t idx_base = argus.baseA;
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std::string filename = argus.filename;
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hipsparseLocalHandle_t handle(argus);
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std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
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hipsparseMatDescr_t descr = unique_ptr_descr->descr;
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// Set matrix index base
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CHECK_HIPSPARSE_ERROR(hipsparseSetMatIndexBase(descr, idx_base));
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srand(12345ULL);
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// Host structures
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std::vector<int> hcsr_row_ptrA;
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std::vector<int> hcsr_col_indA;
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std::vector<T> hcsr_valA;
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// Read or construct CSR matrix
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int nnz = 0;
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CHECK_GENERATE_MATRIX_ERROR(generate_csr_matrix(
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filename, M, K, nnz, hcsr_row_ptrA, hcsr_col_indA, hcsr_valA, idx_base));
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// Some matrix properties
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int A_m = M;
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int B_m = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE)
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? (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? K : M)
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: N;
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int B_n = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE)
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? N
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: (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? K : M);
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int C_m = (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? M : K);
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int C_n = N;
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int ldb = B_m;
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int ldc = C_m;
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int nrowB = ldb;
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int ncolB = B_n;
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int nrowC = ldc;
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int ncolC = C_n;
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int Bnnz = nrowB * ncolB;
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int Cnnz = nrowC * ncolC;
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// Host structures - Dense matrix B and C
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std::vector<T> hB(Bnnz);
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std::vector<T> hC_1(Cnnz);
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std::vector<T> hC_2(Cnnz);
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std::vector<T> hC_gold(Cnnz);
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hipsparseInit<T>(hB, nrowB, ncolB);
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hipsparseInit<T>(hC_1, nrowC, ncolC);
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// copy vector is easy in STL; hC_gold = hC_1: save a copy in hy_gold which will be output of
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// CPU
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hC_gold = hC_1;
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hC_2 = hC_1;
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// allocate memory on device
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auto dcsr_row_ptrA_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (A_m + 1)), device_free};
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auto dcsr_col_indA_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free};
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auto dcsr_valA_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
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auto dB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Bnnz), device_free};
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auto dC_1_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Cnnz), device_free};
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auto dC_2_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Cnnz), device_free};
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auto d_alpha_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
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auto d_beta_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
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int* dcsr_row_ptrA = (int*)dcsr_row_ptrA_managed.get();
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int* dcsr_col_indA = (int*)dcsr_col_indA_managed.get();
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T* dcsr_valA = (T*)dcsr_valA_managed.get();
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T* dB = (T*)dB_managed.get();
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T* dC_1 = (T*)dC_1_managed.get();
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T* dC_2 = (T*)dC_2_managed.get();
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T* d_alpha = (T*)d_alpha_managed.get();
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T* d_beta = (T*)d_beta_managed.get();
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// copy data from CPU to device
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CHECK_HIP_ERROR(hipMemcpy(
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dcsr_row_ptrA, hcsr_row_ptrA.data(), sizeof(int) * (A_m + 1), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(
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hipMemcpy(dcsr_col_indA, hcsr_col_indA.data(), sizeof(int) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dcsr_valA, hcsr_valA.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dB, hB.data(), sizeof(T) * Bnnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1.data(), sizeof(T) * Cnnz, hipMemcpyHostToDevice));
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if(argus.unit_check)
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{
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CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2.data(), sizeof(T) * Cnnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
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// HIPSPARSE pointer mode host
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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&h_alpha,
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descr,
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dcsr_valA,
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dcsr_row_ptrA,
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dcsr_col_indA,
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dB,
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ldb,
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&h_beta,
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dC_1,
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ldc));
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// HIPSPARSE pointer mode device
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
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transA,
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transB,
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M,
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N,
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K,
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nnz,
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d_alpha,
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descr,
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dcsr_valA,
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dcsr_row_ptrA,
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dcsr_col_indA,
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dB,
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ldb,
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d_beta,
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dC_2,
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ldc));
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// copy output from device to CPU
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CHECK_HIP_ERROR(hipMemcpy(hC_1.data(), dC_1, sizeof(T) * Cnnz, hipMemcpyDeviceToHost));
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CHECK_HIP_ERROR(hipMemcpy(hC_2.data(), dC_2, sizeof(T) * Cnnz, hipMemcpyDeviceToHost));
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// CPU
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host_csrmm(M,
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N,
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K,
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transA,
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transB,
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h_alpha,
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hcsr_row_ptrA.data(),
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hcsr_col_indA.data(),
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hcsr_valA.data(),
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hB.data(),
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ldb,
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HIPSPARSE_ORDER_COL,
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h_beta,
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hC_gold.data(),
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ldc,
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HIPSPARSE_ORDER_COL,
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idx_base,
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false);
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unit_check_near(nrowC, ncolC, ldc, hC_gold.data(), hC_1.data());
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|
unit_check_near(nrowC, ncolC, ldc, hC_gold.data(), hC_2.data());
|
|
}
|
|
|
|
if(argus.timing)
|
|
{
|
|
int number_cold_calls = 2;
|
|
int number_hot_calls = argus.iters;
|
|
|
|
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
|
|
|
|
// Warm up
|
|
for(int iter = 0; iter < number_cold_calls; ++iter)
|
|
{
|
|
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
|
|
transA,
|
|
transB,
|
|
M,
|
|
N,
|
|
K,
|
|
nnz,
|
|
&h_alpha,
|
|
descr,
|
|
dcsr_valA,
|
|
dcsr_row_ptrA,
|
|
dcsr_col_indA,
|
|
dB,
|
|
ldb,
|
|
&h_beta,
|
|
dC_1,
|
|
ldc));
|
|
}
|
|
|
|
double gpu_time_used = get_time_us();
|
|
|
|
// Performance run
|
|
for(int iter = 0; iter < number_hot_calls; ++iter)
|
|
{
|
|
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
|
|
transA,
|
|
transB,
|
|
M,
|
|
N,
|
|
K,
|
|
nnz,
|
|
&h_alpha,
|
|
descr,
|
|
dcsr_valA,
|
|
dcsr_row_ptrA,
|
|
dcsr_col_indA,
|
|
dB,
|
|
ldb,
|
|
&h_beta,
|
|
dC_1,
|
|
ldc));
|
|
}
|
|
|
|
gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
|
|
|
|
double gflop_count
|
|
= csrmm_gflop_count<int, int>(B_m, nnz, C_m * C_n, h_beta != make_DataType<T>(0.0));
|
|
double gbyte_count = csrmm_gbyte_count<T, int, int>(
|
|
A_m, nnz, B_m * B_n, C_m * C_n, h_beta != make_DataType<T>(0.0));
|
|
|
|
double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
|
|
double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
|
|
|
|
display_timing_info(display_key_t::M,
|
|
M,
|
|
display_key_t::N,
|
|
N,
|
|
display_key_t::K,
|
|
K,
|
|
display_key_t::transA,
|
|
hipsparse_operation2string(transA),
|
|
display_key_t::transB,
|
|
hipsparse_operation2string(transB),
|
|
display_key_t::nnzA,
|
|
nnz,
|
|
display_key_t::nnzB,
|
|
B_m * B_n,
|
|
display_key_t::nnzC,
|
|
C_m * C_n,
|
|
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_time_used));
|
|
}
|
|
#endif
|
|
}
|
|
|
|
#endif // TESTING_CSRMM_HPP
|