ArmNN
 24.02
Splitter.hpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #pragma once
7 
8 #include "RefWorkloadUtils.hpp"
10 #include <armnn/Tensor.hpp>
11 #include <armnn/utility/Assert.hpp>
12 
13 namespace armnn
14 {
15 
16 template <typename DataType>
18  std::vector<ITensorHandle*> inputs,
19  std::vector<ITensorHandle*> outputs)
20 {
21  const TensorInfo& inputInfo0 = GetTensorInfo(inputs[0]);
22 
23  for (unsigned int index = 0; index < inputInfo0.GetNumElements(); ++index)
24  {
25  unsigned int indices[MaxNumOfTensorDimensions] = { 0 };
26 
27  unsigned int indexRemainder = index;
28  unsigned int dimensionStride = inputInfo0.GetNumElements();
29 
30  for (unsigned int i = 0; i<inputInfo0.GetNumDimensions(); i++)
31  {
32  dimensionStride /= inputInfo0.GetShape()[i];
33  indices[i] = indexRemainder / dimensionStride; // Use integer division to round down.
34  indexRemainder -= indices[i] * dimensionStride;
35  }
36 
37  for (unsigned int viewIdx = 0; viewIdx < data.m_ViewOrigins.size(); ++viewIdx)
38  {
39  SplitterQueueDescriptor::ViewOrigin const& view = data.m_ViewOrigins[viewIdx];
40 
41  //Split view extents are defined by the size of (the corresponding) input tensor.
42  const TensorInfo& outputInfo = GetTensorInfo(outputs[viewIdx]);
43  ARMNN_ASSERT(outputInfo.GetNumDimensions() == inputInfo0.GetNumDimensions());
44 
45  // Check all dimensions to see if this element is inside the given input view.
46  bool insideView = true;
47  for (unsigned int i = 0; i<outputInfo.GetNumDimensions(); i++)
48  {
49  if (indices[i] < view.m_Origin[i])
50  {
51  insideView = false;
52  }
53  if (indices[i] >= view.m_Origin[i] + outputInfo.GetShape()[i])
54  {
55  insideView = false;
56  }
57  }
58 
59  if (insideView)
60  {
61  unsigned int outIndex = 0;
62  unsigned int dimensionStride = 1;
63 
64  for (unsigned int i = outputInfo.GetNumDimensions(); i-- > 0;)
65  {
66  outIndex += dimensionStride * (indices[i] - view.m_Origin[i]);
67  dimensionStride *= outputInfo.GetShape()[i];
68  }
69 
70  //We are within the view, to copy input data to the output corresponding to this view.
71  DataType* outputData = GetOutputTensorData<DataType>(viewIdx, data);
72  ARMNN_ASSERT(outputData);
73 
74  const DataType* inputData = GetInputTensorData<DataType>(0, data);
75  ARMNN_ASSERT(inputData);
76 
77  outputData[outIndex] = inputData[index];
78  }
79  }
80  }
81 }
82 
83 void Split(const SplitterQueueDescriptor& data,
84  std::vector<ITensorHandle*> inputs,
85  std::vector<ITensorHandle*> outputs);
86 } //namespace armnn
ARMNN_ASSERT
#define ARMNN_ASSERT(COND)
Definition: Assert.hpp:14
armnn::TensorInfo::GetNumElements
unsigned int GetNumElements() const
Definition: Tensor.hpp:198
armnn::Splitter
void Splitter(const SplitterQueueDescriptor &data, std::vector< ITensorHandle * > inputs, std::vector< ITensorHandle * > outputs)
Definition: Splitter.hpp:17
WorkloadData.hpp
armnn::TensorInfo
Definition: Tensor.hpp:152
armnn::Split
void Split(const SplitterQueueDescriptor &data, std::vector< ITensorHandle * > inputs, std::vector< ITensorHandle * > outputs)
Definition: Splitter.cpp:21
armnn::TensorInfo::GetNumDimensions
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:197
armnn::MaxNumOfTensorDimensions
constexpr unsigned int MaxNumOfTensorDimensions
Definition: Types.hpp:31
armnn::SplitterQueueDescriptor::m_ViewOrigins
std::vector< ViewOrigin > m_ViewOrigins
Definition: WorkloadData.hpp:124
Assert.hpp
armnn::SplitterQueueDescriptor::ViewOrigin
Definition: WorkloadData.hpp:113
armnn::SplitterQueueDescriptor
Definition: WorkloadData.hpp:111
armnn::DataType
DataType
Definition: Types.hpp:48
armnn::GetTensorInfo
const TensorInfo & GetTensorInfo(const ITensorHandle *tensorHandle)
float32 helpers
Definition: RefWorkloadUtils.hpp:33
RefWorkloadUtils.hpp
Tensor.hpp
armnn::SplitterQueueDescriptor::ViewOrigin::m_Origin
std::vector< unsigned int > m_Origin
Definition: WorkloadData.hpp:119
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