ArmNN
 20.08
Splitter.cpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "RefWorkloadUtils.hpp"
8 #include <armnn/Tensor.hpp>
10 #include "Splitter.hpp"
11 
12 #include <cmath>
13 #include <limits>
14 
15 #include "Decoders.hpp"
16 #include "Encoders.hpp"
17 
18 namespace armnn
19 {
20 
21 void Split(const SplitterQueueDescriptor& data)
22 {
23  const TensorInfo& inputInfo = GetTensorInfo(data.m_Inputs[0]);
24 
25  std::unique_ptr<Decoder<float>> decoderPtr =
26  MakeDecoder<float>(inputInfo, data.m_Inputs[0]->Map());
27  Decoder<float>& decoder = *decoderPtr;
28 
29  for (unsigned int index = 0; index < inputInfo.GetNumElements(); ++index)
30  {
31  unsigned int indices[MaxNumOfTensorDimensions] = { 0 };
32 
33  unsigned int indexRemainder = index;
34  unsigned int dimensionStride = inputInfo.GetNumElements();
35 
36  for (unsigned int i = 0; i<inputInfo.GetNumDimensions(); i++)
37  {
38  dimensionStride /= inputInfo.GetShape()[i];
39  indices[i] = indexRemainder / dimensionStride; // Use integer division to round down.
40  indexRemainder -= indices[i] * dimensionStride;
41  }
42 
43  for (unsigned int viewIdx = 0; viewIdx < data.m_ViewOrigins.size(); ++viewIdx)
44  {
45  SplitterQueueDescriptor::ViewOrigin const& view = data.m_ViewOrigins[viewIdx];
46 
47  //Split view extents are defined by the size of (the corresponding) input tensor.
48  const TensorInfo& outputInfo = GetTensorInfo(data.m_Outputs[viewIdx]);
49  ARMNN_ASSERT(outputInfo.GetNumDimensions() == inputInfo.GetNumDimensions());
50 
51  // Check all dimensions to see if this element is inside the given input view.
52  bool insideView = true;
53  for (unsigned int i = 0; i<outputInfo.GetNumDimensions(); i++)
54  {
55  if (indices[i] < view.m_Origin[i])
56  {
57  insideView = false;
58  }
59  if (indices[i] >= view.m_Origin[i] + outputInfo.GetShape()[i])
60  {
61  insideView = false;
62  }
63  }
64 
65  if (insideView)
66  {
67  std::unique_ptr<Encoder<float>> encoderPtr =
68  MakeEncoder<float>(outputInfo, data.m_Outputs[viewIdx]->Map());
69  Encoder<float>& encoder = *encoderPtr;
70 
71  unsigned int outIndex = 0;
72  unsigned int dimensionStride = 1;
73  float inputValue = 0.f;
74 
75  for (unsigned int i = outputInfo.GetNumDimensions(); i-- > 0;)
76  {
77  outIndex += dimensionStride * (indices[i] - view.m_Origin[i]);
78  dimensionStride *= outputInfo.GetShape()[i];
79  }
80 
81  decoder += index;
82  inputValue = decoder.Get();
83  decoder -= index;
84 
85  encoder += outIndex;
86  encoder.Set(inputValue);
87  break;
88  }
89  }
90  }
91 }
92 
93 }
void Split(const SplitterQueueDescriptor &data)
Definition: Splitter.cpp:21
const TensorShape & GetShape() const
Definition: Tensor.hpp:187
Copyright (c) 2020 ARM Limited.
#define ARMNN_ASSERT(COND)
Definition: Assert.hpp:14
std::vector< ViewOrigin > m_ViewOrigins
virtual IType Get() const =0
std::vector< ITensorHandle * > m_Outputs
std::vector< ITensorHandle * > m_Inputs
const TensorInfo & GetTensorInfo(const ITensorHandle *tensorHandle)
float32 helpers
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:191
constexpr unsigned int MaxNumOfTensorDimensions
Definition: Types.hpp:18
std::vector< unsigned int > m_Origin