ArmNN
 24.02
ReverseV2Impl.cpp
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1 //
2 // Copyright © 2023 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "ReverseV2Impl.hpp"
7 
9 #include <armnn/Logging.hpp>
10 #include <armnnUtils/Permute.hpp>
11 
12 namespace armnn
13 {
14 
15 // Get multi-dimensional index for input tensor
16 std::vector<unsigned int> ReverseGetMultIdx(const unsigned int idx,
17  unsigned int inputRank,
18  std::vector<unsigned int>& elementNumInner)
19 {
20  std::vector<unsigned int> indexList(inputRank);
21 
22  unsigned int mIdx = idx;
23 
24  for (unsigned int iDim = 0; iDim < inputRank; ++iDim)
25  {
26  indexList[iDim] = static_cast<unsigned int>(mIdx / elementNumInner[iDim]);
27  mIdx %= elementNumInner[iDim];
28  }
29 
30  return indexList;
31 }
32 
33 // Get flattened index for output encoder
34 unsigned int ReverseGetFlatIdx(const std::vector<unsigned int>& idxList,
35  unsigned int inputRank,
36  std::vector<unsigned int>& elementNumInner)
37 {
38  unsigned int idx = 0;
39 
40  for (unsigned int iDim = 0; iDim < inputRank; ++iDim)
41  {
42  idx += idxList[iDim] * elementNumInner[iDim];
43  }
44 
45  return idx;
46 }
47 
48 // Relocate the coordinate to the reversed tensor
49 unsigned int ReverseRelocateIdx(unsigned int idx,
50  unsigned int inputRank,
51  std::vector<bool>& axisFlag,
52  std::vector<unsigned int>& dimSize,
53  std::vector<unsigned int>& elementNumInner)
54 {
55  // Get the multidimensional index list for input
56  auto inputIdxList = ReverseGetMultIdx(idx, inputRank, elementNumInner);
57 
58  std::vector<unsigned int> outputIdxList(inputRank);
59 
60  // Relocate the input index to the output one
61  for (unsigned int iDim = 0; iDim < inputRank; ++iDim)
62  {
63  if (axisFlag[iDim])
64  {
65  outputIdxList[iDim] = dimSize[iDim] - inputIdxList[iDim] - 1;
66  }
67  else
68  {
69  outputIdxList[iDim] = inputIdxList[iDim];
70  }
71  }
72 
73  // Get the 1-dimensional flattened index for output
74  unsigned int outputIdx = ReverseGetFlatIdx(outputIdxList, inputRank, elementNumInner);
75  return outputIdx;
76 }
77 
78 void ReverseV2(const TensorInfo& inputInfo,
79  const TensorInfo& axisInfo,
80  Decoder<float>& inputDecoder,
81  Decoder<int>& axisDecoder,
82  Encoder<float>& outputEncoder)
83 {
84  unsigned int axesRank = static_cast<unsigned int>(axisInfo.GetNumElements());
85 
86  // Empty axis and empty tensor case: copy input to output
87  if ((axesRank == 0) || inputInfo.GetNumElements() == 0)
88  {
89  for (unsigned idx = 0; idx < inputInfo.GetNumElements(); idx++)
90  {
91  float inputValue = inputDecoder.Get();
92  inputDecoder += 1;
93  outputEncoder.Set(inputValue);
94  outputEncoder += 1;
95  }
96  return;
97  }
98 
99  unsigned int inputRank = static_cast<unsigned int>(inputInfo.GetNumDimensions());
100 
101  std::vector<bool> axisFlag(inputRank, false);
102  std::vector<unsigned int> dimSize(inputRank, 0);
103  std::vector<int32_t> axis(axesRank, 0);
104 
105  // Decode the axis information
106  for (unsigned int i=0; i < axesRank; i++)
107  {
108  axis[i] = axisDecoder.Get();
109  axisDecoder += 1;
110  }
111 
112  // Make sure the axes are positive
113  for (int32_t axisElement: axis)
114  {
115  axisElement = axisElement < 0 ? axisElement + static_cast<int32_t>(inputRank) : axisElement;
116  axisFlag[static_cast<uint32_t>(axisElement)] = true;
117  }
118 
119  const TensorShape &inputShape = inputInfo.GetShape();
120 
121  unsigned int elementNum = inputInfo.GetNumElements();
122  unsigned int baseDimSize = 1;
123 
124  std::vector<unsigned int> elementNumInner;
125 
126  // Get the number of element within the specific dimension
127  for (unsigned int iDim = 0; iDim < inputRank; ++iDim) {
128  dimSize[iDim] = inputShape[iDim];
129  baseDimSize *= dimSize[iDim];
130  elementNumInner.push_back(static_cast<unsigned int>(elementNum / baseDimSize));
131  }
132 
133  // Iterate through all elements
134  for (unsigned int idx = 0; idx < elementNum; ++idx)
135  {
136  float inputValue = inputDecoder.Get();
137  inputDecoder += 1;
138  auto outputIdx = ReverseRelocateIdx(idx, inputRank, axisFlag, dimSize, elementNumInner);
139  outputEncoder[outputIdx];
140  outputEncoder.Set(inputValue);
141  }
142 }
143 
144 } // namespace armnn
armnn::Decoder< float >
armnn::TensorInfo::GetNumElements
unsigned int GetNumElements() const
Definition: Tensor.hpp:198
armnn::Encoder::Set
virtual void Set(IType right)=0
WorkloadData.hpp
armnn::TensorInfo
Definition: Tensor.hpp:152
armnn::TensorInfo::GetNumDimensions
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:197
armnn::TensorShape
Definition: Tensor.hpp:20
armnn::ReverseV2
void ReverseV2(const TensorInfo &inputInfo, const TensorInfo &axisInfo, Decoder< float > &inputDecoder, Decoder< int > &axisDecoder, Encoder< float > &outputEncoder)
Definition: ReverseV2Impl.cpp:78
armnn::Encoder< float >
Logging.hpp
armnn::ReverseRelocateIdx
unsigned int ReverseRelocateIdx(unsigned int idx, unsigned int inputRank, std::vector< bool > &axisFlag, std::vector< unsigned int > &dimSize, std::vector< unsigned int > &elementNumInner)
Definition: ReverseV2Impl.cpp:49
armnn::ReverseGetMultIdx
std::vector< unsigned int > ReverseGetMultIdx(const unsigned int idx, unsigned int inputRank, std::vector< unsigned int > &elementNumInner)
Definition: ReverseV2Impl.cpp:16
armnn::ReverseGetFlatIdx
unsigned int ReverseGetFlatIdx(const std::vector< unsigned int > &idxList, unsigned int inputRank, std::vector< unsigned int > &elementNumInner)
Definition: ReverseV2Impl.cpp:34
Permute.hpp
armnn::Decoder::Get
virtual IType Get() const =0
ReverseV2Impl.hpp
armnn::TensorInfo::GetShape
const TensorShape & GetShape() const
Definition: Tensor.hpp:193
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_quick_start.dox:6