ArmNN
 20.02
Stack.cpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "Stack.hpp"
7 #include "RefWorkloadUtils.hpp"
8 
9 namespace armnn
10 {
11 
12 void Stack(const StackQueueDescriptor& data,
13  std::vector<std::unique_ptr<Decoder<float>>>& inputs,
14  Encoder<float>& output)
15 {
16  const TensorInfo& outputInfo = GetTensorInfo(data.m_Outputs[0]);
17  const TensorInfo& inputInfo = GetTensorInfo(data.m_Inputs[0]);
18 
19  unsigned int outputNumDims = outputInfo.GetNumDimensions();
20  unsigned int inputNumDims = inputInfo.GetNumDimensions();
21 
22  const armnn::TensorShape& outputDims = outputInfo.GetShape();
23  const armnn::TensorShape& inputDims = inputInfo.GetShape();
24 
25  unsigned int axis = data.m_Parameters.m_Axis;
26 
27  // Initialise output data
28  unsigned int numOutputElements = 1;
29  for (unsigned int i=0; i<outputNumDims; ++i)
30  {
31  numOutputElements *= outputDims[i];
32  }
33 
34  const unsigned int iNumTensors = static_cast<unsigned int>(data.m_Inputs.size());
35  const unsigned int iBatchSize = inputDims[0];
36  const unsigned int iChannels = (inputNumDims > 1) ? inputDims[1] : 1;
37  const unsigned int iHeight = (inputNumDims > 2) ? inputDims[2] : 1;
38  const unsigned int iWidth = (inputNumDims > 3) ? inputDims[3] : 1;
39 
40  const unsigned int oBatchSize = outputDims[1];
41  const unsigned int oChannels = (outputNumDims > 2) ? outputDims[2] : 1;
42  const unsigned int oHeight = (outputNumDims > 3) ? outputDims[3] : 1;
43  const unsigned int oWidth = (outputNumDims > 4) ? outputDims[4] : 1;
44 
45  // Array to store the input coordinates
46  // iCoordinates[0] = i, iCoordinates[1] = bi, iCoordinates[2] = ci
47  // iCoordinates[3] = hi, iCoordinates[4] = wi, iCoordinates[5] = 0
48  // iCoordinates[5] will be always zero and used for not incrementing
49  // the output when the input has less than 4 dimensions
50  std::array<unsigned int, 6> iCoordinates{ 0 };
51 
52  // Array of pointers used to map the output coordinates to the input ones, in accordance with the axis
53  // This array is initialized with &iCoordinates[5] since this will be always zero
54  std::array<unsigned int *, 5> oCoordinates = { &iCoordinates[5],
55  &iCoordinates[5],
56  &iCoordinates[5],
57  &iCoordinates[5],
58  &iCoordinates[5] };
59 
60  // Set the axis coordinate
61  oCoordinates[axis] = &iCoordinates[0];
62 
63  // Map the output coordinates, accounting for the axis
64  unsigned int dim_shift = 0;
65  for(unsigned int dim = 0; dim < inputNumDims; ++dim)
66  {
67  if(dim == axis)
68  {
69  dim_shift++;
70  }
71  oCoordinates[dim + dim_shift] = &iCoordinates[dim + 1];
72  }
73 
74  // Alias for the input coordinates
75  unsigned int &i = iCoordinates[0];
76  unsigned int &bi = iCoordinates[1];
77  unsigned int &ci = iCoordinates[2];
78  unsigned int &hi = iCoordinates[3];
79  unsigned int &wi = iCoordinates[4];
80 
81  // Alias for the output coordinates
82  unsigned int &o = *(oCoordinates[0]);
83  unsigned int &bo = *(oCoordinates[1]);
84  unsigned int &co = *(oCoordinates[2]);
85  unsigned int &ho = *(oCoordinates[3]);
86  unsigned int &wo = *(oCoordinates[4]);
87 
88  // Stack tensors
89  for(; i < iNumTensors; ++(i))
90  {
91  for(bi = 0; bi < iBatchSize; ++(bi))
92  {
93  for(ci = 0; ci < iChannels; ++(ci))
94  {
95  for(hi = 0; hi < iHeight; ++(hi))
96  {
97  for(wi = 0; wi < iWidth; ++(wi))
98  {
99  output[o * oWidth * oHeight * oChannels * oBatchSize +
100  bo * oWidth * oHeight * oChannels +
101  co * oWidth * oHeight +
102  ho * oWidth +
103  wo];
104 
105  output.Set(inputs[i]->Get());
106 
107  ++(*(inputs[i]));
108  }
109  }
110  }
111  }
112  }
113 }
114 
115 } // namespace armnn
uint32_t m_Axis
0-based axis along which to stack the input tensors.
const TensorShape & GetShape() const
Definition: Tensor.hpp:88
virtual void Set(IType right)=0
const TensorInfo & GetTensorInfo(const ITensorHandle *tensorHandle)
float32 helpers
Copyright (c) 2020 ARM Limited.
void Stack(const StackQueueDescriptor &data, std::vector< std::unique_ptr< Decoder< float >>> &inputs, Encoder< float > &output)
Definition: Stack.cpp:12
std::vector< ITensorHandle * > m_Outputs
std::vector< ITensorHandle * > m_Inputs
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:92