110 lines
3.7 KiB
C++
110 lines
3.7 KiB
C++
/****************************************************************************
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*
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* Copyright (c) 2020 Vivante Corporation
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*
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* Permission is hereby granted, free of charge, to any person obtaining a
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* copy of this software and associated documentation files (the "Software"),
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* to deal in the Software without restriction, including without limitation
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* the rights to use, copy, modify, merge, publish, distribute, sublicense,
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* and/or sell copies of the Software, and to permit persons to whom the
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* Software is 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
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* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
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* DEALINGS IN THE SOFTWARE.
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*
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*****************************************************************************/
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#ifndef TIM_VX_OPS_POOL2D_H_
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#define TIM_VX_OPS_POOL2D_H_
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#include <array>
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#include "tim/vx/builtin_op.h"
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#include "tim/vx/types.h"
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namespace tim {
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namespace vx {
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namespace ops {
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/**
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* ## Pool2d
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*
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* ### Classic Pool2d
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*
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* Performs an 2-D pooling operation.
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*
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* - type : MAX, AVG, L2 or AVG_ANDROID.
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* - padding : AUTO, VALID or SAME.
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* - pad : Specify the number of pad values for left, right, top, and bottom.
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* - ksize : filter size.
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* - stride : stride along each spatial axis.
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* - round_type : CEILING or FLOOR.
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*
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* ### Global Pool2d
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*
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* - type : MAX, AVG, L2 or AVG_ANDROID.
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* - input_size : input size(only [W， H])
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* - round_type : CEILING or FLOOR.
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*
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* ### Adaptive Pool2d
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*
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* Same as torch.nn.AdaptiveXXXPool2d.
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*
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* - type : MAX, AVG, L2 or AVG_ANDROID.
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* - input_size : input size(only [W， H])
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* - output_size : output size(only [W， H])
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* - round_type : CEILING or FLOOR.
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*
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*/
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class Pool2d : public BuiltinOp {
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public:
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/* for Classic Pool2d, pool does not support auto-completion of pad value,
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you need to specify pad size explicitly, it is recommended to use the second api.*/
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Pool2d(Graph* graph, PoolType type, PadType padding,
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const std::array<uint32_t, 2>& ksize,
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const std::array<uint32_t, 2>& stride,
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RoundType round_type = RoundType::FLOOR,
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DataLayout layout = DataLayout::WHCN);
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Pool2d(Graph* graph, PoolType type, const std::array<uint32_t, 4>& pad,
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const std::array<uint32_t, 2>& ksize,
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const std::array<uint32_t, 2>& stride,
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RoundType round_type = RoundType::FLOOR,
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DataLayout layout = DataLayout::WHCN);
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// for Global Pool2d
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Pool2d(Graph* graph, PoolType type, const std::array<uint32_t, 2>& input_size,
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RoundType round_type = RoundType::FLOOR,
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DataLayout layout = DataLayout::WHCN);
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// for Adaptive Pool2d
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Pool2d(Graph* graph, PoolType type, const std::array<uint32_t, 2>& input_size,
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const std::array<uint32_t, 2>& output_size,
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RoundType round_type = RoundType::FLOOR,
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DataLayout layout = DataLayout::WHCN);
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std::shared_ptr<Operation> Clone(
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std::shared_ptr<Graph>& graph) const override;
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void Init();
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protected:
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const PoolType type_;
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const PadType padding_;
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std::array<uint32_t, 2> ksize_;
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std::array<uint32_t, 2> stride_;
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const RoundType round_type_;
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const std::array<uint32_t, 4> pad_;
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};
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} // namespace ops
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} // namespace vx
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} // namespace tim
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#endif /* TIM_VX_OPS_POOL2D_H_ */ |