ArmNN
 21.08
GatherLayer.cpp
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1 //
2 // Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "GatherLayer.hpp"
7 #include "LayerCloneBase.hpp"
8 
9 #include <armnn/TypesUtils.hpp>
12 
13 namespace armnn
14 {
15 
16 GatherLayer::GatherLayer(const GatherDescriptor& param, const char* name)
17  : LayerWithParameters(2, 1, LayerType::Gather, param, name)
18 {
19 }
20 
21 std::unique_ptr<IWorkload> GatherLayer::CreateWorkload(const armnn::IWorkloadFactory& factory) const
22 {
23  GatherQueueDescriptor descriptor;
24  SetAdditionalInfo(descriptor);
25 
26  return factory.CreateGather(descriptor, PrepInfoAndDesc(descriptor));
27 }
28 
30 {
31  return CloneBase<GatherLayer>(graph, m_Param, GetName());
32 }
33 
35 {
37 
38  const TensorShape& outputShape = GetOutputSlot(0).GetTensorInfo().GetShape();
39 
41 
42  const TensorInfo& params = GetInputSlot(0).GetConnection()->GetTensorInfo();
43  const TensorInfo& indices = GetInputSlot(1).GetConnection()->GetTensorInfo();
44 
45  const unsigned int paramsDim = params.GetNumDimensions();
46  const unsigned int indicesDim = indices.GetNumDimensions();
47  const unsigned int outputDim = paramsDim - 1 + indicesDim;
48 
49  std::vector<unsigned int> dimSizes;
50 
51  unsigned int axis = static_cast<unsigned int>(m_Param.m_Axis);
52  if (m_Param.m_Axis < 0)
53  {
54  int32_t axis_aux = static_cast<int32_t>(paramsDim) + m_Param.m_Axis;
55  axis = static_cast<unsigned int> (axis_aux);
56  }
57 
58  for (unsigned int i = 0; i < axis; ++i)
59  {
60  dimSizes.push_back(params.GetShape()[i]);
61  }
62  for (unsigned int i = axis; i < indicesDim + axis; ++i)
63  {
64  dimSizes.push_back(indices.GetShape()[i - axis]);
65  }
66  for (unsigned int i = 1 + axis; i < paramsDim; ++i)
67  {
68  dimSizes.push_back(params.GetShape()[i]);
69  }
70 
71  const TensorShape& inferredShape = TensorShape(outputDim, dimSizes.data());
72 
73  ValidateAndCopyShape(outputShape, inferredShape, m_ShapeInferenceMethod, "GatherLayer");
74 }
75 
76 void GatherLayer::Accept(ILayerVisitor& visitor) const
77 {
78  visitor.VisitGatherLayer(this, GetParameters(), GetName());
79 }
80 
81 } // namespace armnn
GatherDescriptor m_Param
The parameters for the layer (not including tensor-valued weights etc.).
const GatherDescriptor & GetParameters() const
const TensorShape & GetShape() const
Definition: Tensor.hpp:191
void VerifyShapeInferenceType(const TensorShape &outputShape, ShapeInferenceMethod shapeInferenceMethod)
Definition: Layer.cpp:433
Copyright (c) 2021 ARM Limited and Contributors.
const IOutputSlot * GetConnection() const override
Definition: Layer.hpp:199
void ValidateAndCopyShape(const TensorShape &outputShape, const TensorShape &inferredShape, const ShapeInferenceMethod shapeInferenceMethod, const std::string &layerName, const unsigned int outputSlotIndex=0)
Definition: Layer.cpp:393
GatherLayer * Clone(Graph &graph) const override
Creates a dynamically-allocated copy of this layer.
Definition: GatherLayer.cpp:29
void VerifyLayerConnections(unsigned int expectedConnections, const CheckLocation &location) const
Definition: Layer.cpp:349
const InputSlot & GetInputSlot(unsigned int index) const override
Get a const input slot handle by slot index.
Definition: Layer.hpp:316
This layer represents a Gather operator.
Definition: GatherLayer.hpp:14
void Gather(const TensorInfo &paramsInfo, const TensorInfo &indicesInfo, const TensorInfo &outputInfo, Decoder< float > &params, const int32_t *indices, Encoder< float > &output, const int32_t axis)
Definition: Gather.cpp:17
A GatherDescriptor for the GatherLayer.
#define CHECK_LOCATION()
Definition: Exceptions.hpp:197
void SetAdditionalInfo(QueueDescriptor &descriptor) const
Definition: Layer.cpp:245
void Accept(ILayerVisitor &visitor) const override
Apply a visitor to this layer.
Definition: GatherLayer.cpp:76
int32_t m_Axis
The axis in params to gather indices from.
virtual std::unique_ptr< IWorkload > CreateGather(const GatherQueueDescriptor &descriptor, const WorkloadInfo &info) const
WorkloadInfo PrepInfoAndDesc(QueueDescriptor &descriptor) const
Helper function to reduce duplication in *LayerCreateWorkload.
const OutputSlot & GetOutputSlot(unsigned int index=0) const override
Get the const output slot handle by slot index.
Definition: Layer.hpp:318
virtual const TensorInfo & GetTensorInfo() const =0
const char * GetName() const override
Returns the name of the layer.
Definition: Layer.hpp:311
virtual void VisitGatherLayer(const IConnectableLayer *layer, const char *name=nullptr)=0
Function a Gather layer should call back to when its Accept(ILayerVisitor&) function is invoked...
void ValidateTensorShapesFromInputs() override
Check if the input tensor shape(s).
Definition: GatherLayer.cpp:34
const TensorInfo & GetTensorInfo() const override
Definition: Layer.cpp:63
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:195
GatherLayer(const GatherDescriptor &param, const char *name)
Constructor to create a GatherLayer.
Definition: GatherLayer.cpp:16
virtual std::unique_ptr< IWorkload > CreateWorkload(const IWorkloadFactory &factory) const override
Makes a workload for the Gather type.
Definition: GatherLayer.cpp:21
ShapeInferenceMethod m_ShapeInferenceMethod
Definition: Layer.hpp:408
LayerType
When adding a new layer, adapt also the LastLayer enum value in the enum class LayerType below...
Definition: Types.hpp:405