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82 lines
3.1 KiB
C++
82 lines
3.1 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (c) 2024 Advanced Micro Devices, Inc.
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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 all
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* 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 THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#pragma once
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#include "tensor_holder.hpp"
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#include "tensor_view.hpp"
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#include <miopen/tensor_view_utils.hpp>
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#include <vector>
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template <typename TIO>
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void cpu_kthvalue(tensor<TIO> input,
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tensor<TIO>& outputHost,
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std::vector<size_t>& indices,
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miopen::TensorDescriptor indiceDesc,
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size_t k,
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int dim)
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{
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size_t inputSize = input.desc.GetElementSize();
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size_t dimSize = input.desc.GetLengths()[dim];
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size_t dimStride = input.desc.GetStrides()[dim];
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auto inputTv = miopen::get_inner_expanded_tv<5>(input.desc);
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auto inputTvWithoutDim = miopen::get_tv_without_dim<5>(inputTv, dim);
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auto outputTv = miopen::get_inner_expanded_tv<5>(outputHost.desc);
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auto indicesTv = miopen::get_inner_expanded_tv<5>(indiceDesc);
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size_t numSlice = inputSize / dimSize;
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std::vector<float> elements;
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std::vector<size_t> ids(dimSize);
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for(int i = 0; i < dimSize; ++i)
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{
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ids[i] = i;
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}
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for(int slideID = 0; slideID < numSlice; ++slideID)
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{
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elements.clear();
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tensor_layout_t<4> layout(inputTvWithoutDim, slideID);
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auto idx = inputTvWithoutDim.get_tensor_view_idx(layout);
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for(int j = 0; j < dimSize; ++j)
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{
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elements.push_back(static_cast<float>(input[idx + j * dimStride]));
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}
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std::sort(ids.begin(), ids.end(), [=](size_t x, size_t y) -> bool {
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return elements[x] < elements[y];
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});
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auto output_layout = tensor_layout_t<5>(outputTv, slideID);
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auto indices_layout = tensor_layout_t<5>(indicesTv, slideID);
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outputHost[outputTv.get_tensor_view_idx(output_layout)] =
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static_cast<TIO>(elements[ids[k - 1]]);
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indices[indicesTv.get_tensor_view_idx(indices_layout)] = ids[k - 1];
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}
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}
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