ArmNN
 20.08
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  return factory.CreateGather(descriptor, PrepInfoAndDesc(descriptor));
25 }
26 
28 {
29  return CloneBase<GatherLayer>(graph, m_Param, GetName());
30 }
31 
33 {
35 
36  const TensorShape& outputShape = GetOutputSlot(0).GetTensorInfo().GetShape();
37 
39 
40  const TensorInfo& params = GetInputSlot(0).GetConnection()->GetTensorInfo();
41  const TensorInfo& indices = GetInputSlot(1).GetConnection()->GetTensorInfo();
42 
43  const unsigned int paramsDim = params.GetNumDimensions();
44  const unsigned int indicesDim = indices.GetNumDimensions();
45  const unsigned int outputDim = paramsDim - 1 + indicesDim;
46 
47  std::vector<unsigned int> dimSizes;
48 
49  unsigned int axis = static_cast<unsigned int>(m_Param.m_Axis);
50  if (m_Param.m_Axis < 0)
51  {
52  int32_t axis_aux = static_cast<int32_t>(paramsDim) + m_Param.m_Axis;
53  axis = static_cast<unsigned int> (axis_aux);
54  }
55 
56  for (unsigned int i = 0; i < axis; ++i)
57  {
58  dimSizes.push_back(params.GetShape()[i]);
59  }
60  for (unsigned int i = axis; i < indicesDim + axis; ++i)
61  {
62  dimSizes.push_back(indices.GetShape()[i - axis]);
63  }
64  for (unsigned int i = 1 + axis; i < paramsDim; ++i)
65  {
66  dimSizes.push_back(params.GetShape()[i]);
67  }
68 
69  const TensorShape& inferredShape = TensorShape(outputDim, dimSizes.data());
70 
71  ValidateAndCopyShape(outputShape, inferredShape, m_ShapeInferenceMethod, "GatherLayer");
72 }
73 
74 void GatherLayer::Accept(ILayerVisitor& visitor) const
75 {
76  visitor.VisitGatherLayer(this, GetParameters(), GetName());
77 }
78 
79 } // 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:187
void VerifyShapeInferenceType(const TensorShape &outputShape, ShapeInferenceMethod shapeInferenceMethod)
Definition: Layer.cpp:432
Copyright (c) 2020 ARM Limited.
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:392
GatherLayer * Clone(Graph &graph) const override
Creates a dynamically-allocated copy of this layer.
Definition: GatherLayer.cpp:27
void VerifyLayerConnections(unsigned int expectedConnections, const CheckLocation &location) const
Definition: Layer.cpp:344
const InputSlot & GetInputSlot(unsigned int index) const override
Get a const input slot handle by slot index.
Definition: Layer.hpp:312
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:18
A GatherDescriptor for the GatherLayer.
#define CHECK_LOCATION()
Definition: Exceptions.hpp:197
void Accept(ILayerVisitor &visitor) const override
Apply a visitor to this layer.
Definition: GatherLayer.cpp:74
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:314
virtual const TensorInfo & GetTensorInfo() const =0
const char * GetName() const override
Returns the name of the layer.
Definition: Layer.hpp:307
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:32
const TensorInfo & GetTensorInfo() const override
Definition: Layer.cpp:63
unsigned int GetNumDimensions() const
Definition: Tensor.hpp:191
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:387