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493 lines
27 KiB
C++
493 lines
27 KiB
C++
/* ************************************************************************
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* Copyright (C) 2020-2026 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_GEMMI_HPP
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#define TESTING_GEMMI_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_gemmi_bad_arg(const Arguments& argus)
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{
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#if(!defined(CUDART_VERSION))
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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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hipsparseLocalHandle_t handle;
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auto dptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto drow_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 dA_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* drow = (int*)drow_managed.get();
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T* dval = (T*)dval_managed.get();
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T* dA = (T*)dA_managed.get();
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T* dC = (T*)dC_managed.get();
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verify_hipsparse_status_invalid_handle(hipsparseXgemmi<T>(nullptr,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size));
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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nullptr,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: alpha is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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nullptr,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: A is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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nullptr,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: cscValB is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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nullptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: cscColPtrB is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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nullptr,
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&beta,
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dC,
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safe_size),
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"Error: cscRowIndB is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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nullptr,
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dC,
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safe_size),
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"Error: beta is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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nullptr,
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safe_size),
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"Error: C is nullptr");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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-1,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: m is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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safe_size,
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-1,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: n is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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-1,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: k is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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-1,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: nnz is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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-1,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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safe_size),
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"Error: lda is invalid");
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verify_hipsparse_status_invalid_size(hipsparseXgemmi<T>(handle,
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safe_size,
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safe_size,
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safe_size,
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safe_size,
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&alpha,
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dA,
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safe_size,
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dval,
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dptr,
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drow,
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&beta,
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dC,
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-1),
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"Error: ldc is invalid");
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#endif
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}
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template <typename T>
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void testing_gemmi(Arguments argus)
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{
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#if(!defined(CUDART_VERSION) || CUDART_VERSION < 12000)
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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 = argus.get_alpha<T>();
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T h_beta = argus.get_beta<T>();
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std::string filename = argus.filename;
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hipsparseLocalHandle_t handle(argus);
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srand(12345ULL);
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// Host structures
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std::vector<int> hcsc_col_ptrB;
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std::vector<int> hcsc_row_indB;
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std::vector<T> hcsc_valB;
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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, N, K, nnz, hcsc_col_ptrB, hcsc_row_indB, hcsc_valB, HIPSPARSE_INDEX_BASE_ZERO));
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int lda = std::max(1, M);
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int ldc = std::max(1, M);
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int Annz = lda * K;
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int Cnnz = ldc * N;
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// Host structures - Dense matrix B and C
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std::vector<T> hA(Annz);
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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>(hA, M, K);
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hipsparseInit<T>(hC_gold, M, N);
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// allocate memory on device
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auto dcsc_col_ptrB_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * (N + 1)), device_free};
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auto dcsc_row_indB_managed
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= hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free};
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auto dcsc_valB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
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auto dA_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Annz), 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* dcsc_col_ptrB = (int*)dcsc_col_ptrB_managed.get();
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int* dcsc_row_indB = (int*)dcsc_row_indB_managed.get();
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T* dcsc_valB = (T*)dcsc_valB_managed.get();
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T* dA = (T*)dA_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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dcsc_col_ptrB, hcsc_col_ptrB.data(), sizeof(int) * (N + 1), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(
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hipMemcpy(dcsc_row_indB, hcsc_row_indB.data(), sizeof(int) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dcsc_valB, hcsc_valB.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dA, hA.data(), sizeof(T) * Annz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_gold.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, dC_1, sizeof(T) * Cnnz, hipMemcpyDeviceToDevice));
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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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// pointer mode host
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXgemmi<T>(handle,
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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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dA,
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lda,
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dcsc_valB,
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dcsc_col_ptrB,
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dcsc_row_indB,
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&h_beta,
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dC_1,
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ldc));
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// pointer mode device
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXgemmi<T>(handle,
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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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dA,
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lda,
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dcsc_valB,
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dcsc_col_ptrB,
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dcsc_row_indB,
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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_gemmi(M,
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N,
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K,
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h_alpha,
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hA.data(),
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lda,
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hcsc_col_ptrB.data(),
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hcsc_row_indB.data(),
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hcsc_valB.data(),
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h_beta,
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hC_gold.data(),
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ldc);
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unit_check_near(M, N, ldc, hC_gold.data(), hC_1.data());
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unit_check_near(M, N, ldc, hC_gold.data(), hC_2.data());
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}
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if(argus.timing)
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{
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int number_cold_calls = 2;
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int number_hot_calls = argus.iters;
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
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// Warm up
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for(int iter = 0; iter < number_cold_calls; ++iter)
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{
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXgemmi<T>(handle,
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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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dA,
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lda,
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dcsc_valB,
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dcsc_col_ptrB,
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dcsc_row_indB,
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&h_beta,
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dC_1,
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ldc));
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}
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double gpu_time_used = get_time_us();
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// Performance run
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for(int iter = 0; iter < number_hot_calls; ++iter)
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{
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXgemmi<T>(handle,
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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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dA,
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lda,
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dcsc_valB,
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dcsc_col_ptrB,
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dcsc_row_indB,
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&h_beta,
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dC_1,
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ldc));
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}
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gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
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double gflop_count = gemmi_gflop_count(M, nnz, M * N, h_beta != make_DataType<T>(0.0));
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double gbyte_count
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= gemmi_gbyte_count<T>(N, nnz, M * K, M * N, h_beta != make_DataType<T>(0.0));
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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::nnzA,
|
|
M * K,
|
|
display_key_t::nnzB,
|
|
nnz,
|
|
display_key_t::nnzC,
|
|
M * 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_GEMMI_HPP
|