TIM-VX/include/tim/vx/ops/space2batch.h

66 lines
2.6 KiB
C++

/****************************************************************************
*
* Copyright (c) 2020 Vivante Corporation
*
* Permission is hereby granted, free of charge, to any person obtaining a
* copy of this software and associated documentation files (the "Software"),
* to deal in the Software without restriction, including without limitation
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* and/or sell copies of the Software, and to permit persons to whom the
* Software is furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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*****************************************************************************/
#ifndef TIM_VX_OPS_SPACE2BATCH_H_
#define TIM_VX_OPS_SPACE2BATCH_H_
#include <vector>
#include "tim/vx/builtin_op.h"
namespace tim {
namespace vx {
namespace ops {
/**
* ## Space2Batch
*
* This operation divides "spatial" dimensions [1, ..., M] of the input into a grid
* of blocks of shape **block_size**, and interleaves these blocks with the "batch"
* dimension (0) such that in the output, the spatial dimensions [1, ..., M] correspond
* to the position within the grid, and the batch dimension combines both the position
* within a spatial block and the original batch position. Prior to division into blocks,
* the spatial dimensions of the input are optionally zero padded according to paddings.
* This is the reverse transformation of Batch2Space.
*
* - pad : the paddings for each spatial dimension of the input tensor.
*/
class Space2Batch : public BuiltinOp {
public:
Space2Batch(Graph* graph, const std::vector<int>& block_size,
const std::vector<int>& pad,
DataLayout layout = DataLayout::WHCN);
std::shared_ptr<Operation> Clone(std::shared_ptr<Graph>& graph) const override;
protected:
std::vector<int> block_size_;
std::vector<int> pad_;
};
} // namespace ops
} // namespace vx
} // namespace tim
#endif /* TIM_VX_OPS_SPACE2BATCH_H_ */