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530 lines
27 KiB
C++
530 lines
27 KiB
C++
/* ************************************************************************
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* Copyright (C) 2020-2025 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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#pragma once
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#ifndef TESTING_GEBSR2CSR_HPP
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#define TESTING_GEBSR2CSR_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 <algorithm>
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#include <hipsparse.h>
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#include <iostream>
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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_gebsr2csr_bad_arg(const Arguments& argus)
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{
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#if(!defined(CUDART_VERSION))
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int m = 1;
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int n = 1;
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int safe_size = 1;
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int row_block_dim = 2;
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int col_block_dim = 2;
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hipsparseIndexBase_t csr_idx_base = HIPSPARSE_INDEX_BASE_ZERO;
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hipsparseIndexBase_t bsr_idx_base = HIPSPARSE_INDEX_BASE_ZERO;
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hipsparseDirection_t dir = HIPSPARSE_DIRECTION_ROW;
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hipsparseLocalHandle_t handle;
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std::unique_ptr<descr_struct> unique_ptr_csr_descr(new descr_struct);
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hipsparseMatDescr_t csr_descr = unique_ptr_csr_descr->descr;
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std::unique_ptr<descr_struct> unique_ptr_bsr_descr(new descr_struct);
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hipsparseMatDescr_t bsr_descr = unique_ptr_bsr_descr->descr;
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hipsparseSetMatIndexBase(csr_descr, csr_idx_base);
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hipsparseSetMatIndexBase(bsr_descr, bsr_idx_base);
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auto bsr_row_ptr_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (safe_size + 1)), device_free};
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auto bsr_col_ind_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto bsr_val_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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auto csr_row_ptr_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (safe_size + 1)), device_free};
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auto csr_col_ind_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto csr_val_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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int* bsr_row_ptr = (int*)bsr_row_ptr_managed.get();
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int* bsr_col_ind = (int*)bsr_col_ind_managed.get();
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T* bsr_val = (T*)bsr_val_managed.get();
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int* csr_row_ptr = (int*)csr_row_ptr_managed.get();
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int* csr_col_ind = (int*)csr_col_ind_managed.get();
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T* csr_val = (T*)csr_val_managed.get();
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int local_ptr[2] = {0, 1};
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CHECK_HIP_ERROR(
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hipMemcpy(bsr_row_ptr, local_ptr, sizeof(int) * (1 + 1), hipMemcpyHostToDevice));
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verify_hipsparse_status_invalid_handle(hipsparseXgebsr2csr(nullptr,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind));
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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nullptr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: bsr_descr is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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(T*)nullptr,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: bsr_val is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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nullptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: bsr_row_ptr is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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nullptr,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: bsr_col_ind is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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nullptr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: csr_descr is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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(T*)nullptr,
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csr_row_ptr,
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csr_col_ind),
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"Error: csr_val is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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nullptr,
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csr_col_ind),
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"Error: csr_row_ptr is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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nullptr),
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"Error: csr_col_ind is nullptr");
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verify_hipsparse_status_invalid_size(hipsparseXgebsr2csr(handle,
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dir,
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-1,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: m is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgebsr2csr(handle,
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dir,
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m,
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-1,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: n is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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-1,
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col_block_dim,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: row_block_dim is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgebsr2csr(handle,
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dir,
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m,
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n,
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bsr_descr,
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bsr_val,
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bsr_row_ptr,
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bsr_col_ind,
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row_block_dim,
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-1,
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csr_descr,
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csr_val,
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csr_row_ptr,
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csr_col_ind),
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"Error: col_block_dim is invalid");
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#endif
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}
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template <typename T>
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void testing_gebsr2csr(Arguments argus)
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{
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int m = argus.M;
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int n = argus.N;
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int row_block_dim = argus.row_block_dimA;
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int col_block_dim = argus.col_block_dimA;
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hipsparseIndexBase_t csr_idx_base = argus.baseA;
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hipsparseIndexBase_t bsr_idx_base = argus.baseB;
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hipsparseDirection_t dir = argus.dirA;
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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_csr_descr(new descr_struct);
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hipsparseMatDescr_t csr_descr = unique_ptr_csr_descr->descr;
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std::unique_ptr<descr_struct> unique_ptr_bsr_descr(new descr_struct);
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hipsparseMatDescr_t bsr_descr = unique_ptr_bsr_descr->descr;
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hipsparseSetMatIndexBase(csr_descr, csr_idx_base);
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hipsparseSetMatIndexBase(bsr_descr, bsr_idx_base);
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int mb = m * row_block_dim;
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int nb = n * col_block_dim;
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srand(12345ULL);
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// Host structures
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std::vector<int> bsr_row_ptr;
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std::vector<int> bsr_col_ind;
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std::vector<T> bsr_val;
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// Read or construct CSR matrix
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int nnzb = 0;
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CHECK_GENERATE_MATRIX_ERROR(generate_csr_matrix(
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filename, mb, nb, nnzb, bsr_row_ptr, bsr_col_ind, bsr_val, bsr_idx_base));
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m = mb * row_block_dim;
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n = nb * col_block_dim;
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size_t nnz = nnzb * row_block_dim * col_block_dim;
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// Now use the csr matrix as the symbolic for the gebsr matrix.
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bsr_val.resize(nnz);
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int idx = 0;
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switch(dir)
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{
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case HIPSPARSE_DIRECTION_COLUMN:
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{
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for(int i = 0; i < mb; ++i)
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{
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for(int r = 0; r < row_block_dim; ++r)
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{
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for(int k = bsr_row_ptr[i] - bsr_idx_base; k < bsr_row_ptr[i + 1] - bsr_idx_base;
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++k)
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{
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for(int c = 0; c < col_block_dim; ++c)
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{
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bsr_val[k * row_block_dim * col_block_dim + c * row_block_dim + r]
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= make_DataType<T>(++idx);
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}
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}
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}
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}
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break;
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}
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case HIPSPARSE_DIRECTION_ROW:
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{
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for(int i = 0; i < mb; ++i)
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{
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for(int r = 0; r < row_block_dim; ++r)
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{
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for(int k = bsr_row_ptr[i] - bsr_idx_base; k < bsr_row_ptr[i + 1] - bsr_idx_base;
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++k)
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{
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for(int c = 0; c < col_block_dim; ++c)
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{
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bsr_val[k * row_block_dim * col_block_dim + r * col_block_dim + c]
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= make_DataType<T>(++idx);
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}
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}
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}
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}
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break;
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}
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}
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// Allocate memory on the device
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auto dbsr_row_ptr_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (mb + 1)), device_free};
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auto dbsr_col_ind_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * nnzb), device_free};
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auto dbsr_val_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
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auto dcsr_row_ptr_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (m + 1)), device_free};
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auto dcsr_col_ind_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free};
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auto dcsr_val_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
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int* dbsr_row_ptr = (int*)dbsr_row_ptr_managed.get();
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int* dbsr_col_ind = (int*)dbsr_col_ind_managed.get();
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T* dbsr_val = (T*)dbsr_val_managed.get();
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int* dcsr_row_ptr = (int*)dcsr_row_ptr_managed.get();
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int* dcsr_col_ind = (int*)dcsr_col_ind_managed.get();
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T* dcsr_val = (T*)dcsr_val_managed.get();
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// Copy data from host to device
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CHECK_HIP_ERROR(
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hipMemcpy(dbsr_row_ptr, bsr_row_ptr.data(), sizeof(int) * (mb + 1), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(
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hipMemcpy(dbsr_col_ind, bsr_col_ind.data(), sizeof(int) * nnzb, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dbsr_val, bsr_val.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
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if(argus.unit_check)
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{
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CHECK_HIPSPARSE_ERROR(hipsparseXgebsr2csr(handle,
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dir,
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mb,
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nb,
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bsr_descr,
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dbsr_val,
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dbsr_row_ptr,
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dbsr_col_ind,
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row_block_dim,
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col_block_dim,
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csr_descr,
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dcsr_val,
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dcsr_row_ptr,
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dcsr_col_ind));
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// Host CSR matrix
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std::vector<int> dh_csr_row_ptr(m + 1);
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std::vector<int> dh_csr_col_ind(nnz);
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std::vector<T> dh_csr_val(nnz);
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// Copy output from device to host
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CHECK_HIP_ERROR(hipMemcpy(
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dh_csr_row_ptr.data(), dcsr_row_ptr, sizeof(int) * (m + 1), hipMemcpyDeviceToHost));
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CHECK_HIP_ERROR(hipMemcpy(
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dh_csr_col_ind.data(), dcsr_col_ind, sizeof(int) * nnz, hipMemcpyDeviceToHost));
|
|
CHECK_HIP_ERROR(
|
|
hipMemcpy(dh_csr_val.data(), dcsr_val, sizeof(T) * nnz, hipMemcpyDeviceToHost));
|
|
|
|
// Host CSR matrix
|
|
std::vector<int> h_csr_row_ptr(m + 1);
|
|
std::vector<int> h_csr_col_ind(nnz);
|
|
std::vector<T> h_csr_val(nnz);
|
|
|
|
// Host gebsr2csr
|
|
host_gebsr_to_csr<T>(dir,
|
|
mb,
|
|
nb,
|
|
nnzb,
|
|
bsr_val,
|
|
bsr_row_ptr,
|
|
bsr_col_ind,
|
|
row_block_dim,
|
|
col_block_dim,
|
|
bsr_idx_base,
|
|
h_csr_val,
|
|
h_csr_row_ptr,
|
|
h_csr_col_ind,
|
|
csr_idx_base);
|
|
|
|
// Unit check
|
|
unit_check_general(1, m + 1, 1, dh_csr_row_ptr.data(), h_csr_row_ptr.data());
|
|
unit_check_general(1, nnz, 1, dh_csr_col_ind.data(), h_csr_col_ind.data());
|
|
unit_check_general(1, nnz, 1, dh_csr_val.data(), h_csr_val.data());
|
|
}
|
|
|
|
if(argus.timing)
|
|
{
|
|
int number_cold_calls = 2;
|
|
int number_hot_calls = argus.iters;
|
|
|
|
// Warm up
|
|
for(int iter = 0; iter < number_cold_calls; ++iter)
|
|
{
|
|
CHECK_HIPSPARSE_ERROR(hipsparseXgebsr2csr(handle,
|
|
dir,
|
|
mb,
|
|
nb,
|
|
bsr_descr,
|
|
dbsr_val,
|
|
dbsr_row_ptr,
|
|
dbsr_col_ind,
|
|
row_block_dim,
|
|
col_block_dim,
|
|
csr_descr,
|
|
dcsr_val,
|
|
dcsr_row_ptr,
|
|
dcsr_col_ind));
|
|
}
|
|
|
|
double gpu_time_used = get_time_us();
|
|
|
|
// Performance run
|
|
for(int iter = 0; iter < number_hot_calls; ++iter)
|
|
{
|
|
CHECK_HIPSPARSE_ERROR(hipsparseXgebsr2csr(handle,
|
|
dir,
|
|
mb,
|
|
nb,
|
|
bsr_descr,
|
|
dbsr_val,
|
|
dbsr_row_ptr,
|
|
dbsr_col_ind,
|
|
row_block_dim,
|
|
col_block_dim,
|
|
csr_descr,
|
|
dcsr_val,
|
|
dcsr_row_ptr,
|
|
dcsr_col_ind));
|
|
}
|
|
|
|
gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
|
|
|
|
double gbyte_count = gebsr2csr_gbyte_count<T>(mb, row_block_dim, col_block_dim, nnzb);
|
|
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::Mb,
|
|
mb,
|
|
display_key_t::Nb,
|
|
nb,
|
|
display_key_t::row_block_dim,
|
|
row_block_dim,
|
|
display_key_t::col_block_dim,
|
|
col_block_dim,
|
|
display_key_t::nnzb,
|
|
nnzb,
|
|
display_key_t::bandwidth,
|
|
gpu_gbyte,
|
|
display_key_t::time_ms,
|
|
get_gpu_time_msec(gpu_time_used));
|
|
}
|
|
|
|
return;
|
|
}
|
|
|
|
#endif // TESTING_GEBSR2CSR_HPP
|