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115 lines
3.7 KiB
C++
115 lines
3.7 KiB
C++
/*! \file */
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/* ************************************************************************
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* Copyright (C) 2023-2025 Advanced Micro Devices, Inc. All rights Reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*
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* ************************************************************************ */
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#include "rocsparse_vector_utils.hpp"
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#include <algorithm>
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/*! \brief Perform max norm on an array of complex values. */
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template <typename T,
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typename std::enable_if<(std::is_same<T, rocsparse_float_complex>::value
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|| std::is_same<T, rocsparse_double_complex>::value),
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int>::type
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= 0>
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static void normalize_array(T* v, size_t v_size)
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{
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if(v_size > 0)
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{
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auto max_val = std::abs(v[0]);
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for(size_t i = 1; i < v_size; i++)
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{
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max_val = std::max(std::abs(v[i]), max_val);
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}
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auto factor = static_cast<floating_data_t<T>>(1) / max_val;
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for(size_t i = 0; i < v_size; i++)
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{
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v[i] *= factor;
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}
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}
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}
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/*! \brief Perform affine transform of bound [-1, 1] on an array of real values. */
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template <typename T,
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typename std::enable_if<(std::is_same<T, float>::value || std::is_same<T, double>::value),
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int>::type
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= 0>
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static void normalize_array(T* v, size_t v_size)
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{
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if(v_size > 0)
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{
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auto max_val = v[0];
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auto min_val = v[0];
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for(size_t i = 1; i < v_size; i++)
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{
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max_val = std::max(v[i], max_val);
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min_val = std::min(v[i], min_val);
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}
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if(std::abs(max_val - min_val) > std::numeric_limits<T>::epsilon() * max_val)
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{
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// y = (2x - max - min) / (max - min)
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auto denom = static_cast<T>(1) / (max_val - min_val);
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for(size_t i = 0; i < v_size; i++)
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{
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v[i] = (2 * v[i] - max_val - min_val) * denom;
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}
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}
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else
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{
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auto denom = static_cast<T>(1) / std::max(std::abs(max_val), std::abs(min_val));
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for(size_t i = 0; i < v_size; i++)
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{
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v[i] *= denom;
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}
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}
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}
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}
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template <typename T>
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void rocsparse_vector_utils<T>::normalize(host_dense_vector<T>& v)
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{
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normalize_array<T>(v.data(), v.size());
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}
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template <typename T>
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void rocsparse_vector_utils<T>::normalize(host_vector<T>& v)
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{
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normalize_array<T>(v.data(), v.size());
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}
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#define INSTANTIATE(TYPE) template struct rocsparse_vector_utils<TYPE>;
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INSTANTIATE(float);
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INSTANTIATE(double);
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INSTANTIATE(rocsparse_float_complex);
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INSTANTIATE(rocsparse_double_complex);
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#undef INSTANTIATE
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