ArmNN
 25.11
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Convolution2dLayer.hpp
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1//
2// Copyright © 2017,2022 Arm Ltd and Contributors. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5#pragma once
6
8
9namespace armnn
10{
11
13
14/// This layer represents a convolution 2d operation.
15class Convolution2dLayer : public LayerWithParameters<Convolution2dDescriptor>
16{
17public:
18
19 /// Makes a workload for the Convolution2d type.
20 /// @param [in] graph The graph where this layer can be found.
21 /// @param [in] factory The workload factory which will create the workload.
22 /// @return A pointer to the created workload, or nullptr if not created.
23 virtual std::unique_ptr<IWorkload> CreateWorkload(const IWorkloadFactory& factory) const override;
24
25 /// Creates a dynamically-allocated copy of this layer.
26 /// @param [in] graph The graph into which this layer is being cloned.
27 Convolution2dLayer* Clone(Graph& graph) const override;
28
29 /// Check if the input tensor shape(s)
30 /// will lead to a valid configuration of @ref Convolution2dLayer.
31 /// @param [in] shapeInferenceMethod Indicates if output shape shall be overwritten or just validated.
32 void ValidateTensorShapesFromInputs() override;
33
34 /// By default returns inputShapes if the number of inputs are equal to number of outputs,
35 /// otherwise infers the output shapes from given input shapes and layer properties.
36 /// @param [in] inputShapes The input shapes layer has.
37 /// @return A vector to the inferred output shape.
38 std::vector<TensorShape> InferOutputShapes(const std::vector<TensorShape>& inputShapes) const override;
39
40 void ExecuteStrategy(IStrategy& strategy) const override;
41
43
44 /// This layer does not have any data stored, weights and bias are now stored in constant layers.
45 /// We do not want to release the data in the constant layer, that is why we override with an empty function.
46 void ReleaseConstantData() override {}
47
48protected:
49 /// Constructor to create a Convolution2dLayer.
50 /// @param [in] param Convolution2dDescriptor to configure the convolution2d operation.
51 /// @param [in] name Optional name for the layer.
52 Convolution2dLayer(const Convolution2dDescriptor& param, const char* name);
53
54 /// Default destructor
56
57 /// Retrieve the handles to the constant values connected to the layer.
58 /// @return A vector of the constant tensors connected to the layer.
60};
61
62} // namespace
ImmutableConstantTensors GetConstantTensorsByRef() const override
Retrieve the handles to the constant values connected to the layer.
void SerializeLayerParameters(ParameterStringifyFunction &fn) const override
Helper to serialize the layer parameters to string.
void ExecuteStrategy(IStrategy &strategy) const override
Apply a visitor to this layer.
void ReleaseConstantData() override
This layer does not have any data stored, weights and bias are now stored in constant layers.
std::vector< TensorShape > InferOutputShapes(const std::vector< TensorShape > &inputShapes) const override
By default returns inputShapes if the number of inputs are equal to number of outputs,...
void ValidateTensorShapesFromInputs() override
Check if the input tensor shape(s) will lead to a valid configuration of Convolution2dLayer.
Convolution2dLayer * Clone(Graph &graph) const override
Creates a dynamically-allocated copy of this layer.
Convolution2dLayer(const Convolution2dDescriptor &param, const char *name)
Constructor to create a Convolution2dLayer.
virtual std::unique_ptr< IWorkload > CreateWorkload(const IWorkloadFactory &factory) const override
Makes a workload for the Convolution2d type.
~Convolution2dLayer()=default
Default destructor.
std::vector< std::reference_wrapper< const std::shared_ptr< ConstTensorHandle > > > ImmutableConstantTensors
Definition INetwork.hpp:141
LayerWithParameters(unsigned int numInputSlots, unsigned int numOutputSlots, LayerType type, const Convolution2dDescriptor &param, const char *name)
Copyright (c) 2021 ARM Limited and Contributors.
std::function< void(const std::string &name, const std::string &value)> ParameterStringifyFunction
A Convolution2dDescriptor for the Convolution2dLayer.