ArmNN
 25.11
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LstmLayer.hpp
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1//
2// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5#pragma once
6
8#include "LstmParameters.hpp"
9
10namespace armnn
11{
12
14
15/// This layer represents a LSTM operation.
16class LstmLayer : public LayerWithParameters<LstmDescriptor>
17{
18public:
19
25
26 /// Makes a workload for the LSTM type.
27 /// @param [in] graph The graph where this layer can be found.
28 /// @param [in] factory The workload factory which will create the workload.
29 /// @return A pointer to the created workload, or nullptr if not created.
30 virtual std::unique_ptr<IWorkload> CreateWorkload(const IWorkloadFactory& factory) const override;
31
32 /// Creates a dynamically-allocated copy of this layer.
33 /// @param [in] graph The graph into which this layer is being cloned.
34 LstmLayer* Clone(Graph& graph) const override;
35
36 /// Check if the input tensor shape(s)
37 /// will lead to a valid configuration of @ref LstmLayer.
38 /// @param [in] shapeInferenceMethod Indicates if output shape shall be overwritten or just validated.
39 void ValidateTensorShapesFromInputs() override;
40
41 /// By default returns inputShapes if the number of inputs are equal to number of outputs,
42 /// otherwise infers the output shapes from given input shapes and layer properties.
43 /// @param [in] inputShapes The input shapes layer has.
44 /// @return A vector to the inferred output shape.
45 std::vector<TensorShape> InferOutputShapes(const std::vector<TensorShape>& inputShapes) const override;
46
47 void ExecuteStrategy(IStrategy& strategy) const override;
48
49protected:
50 /// Constructor to create a LstmLayer.
51 /// @param [in] param LstmDescriptor to configure the lstm operation.
52 /// @param [in] name Optional name for the layer.
53 LstmLayer(const LstmDescriptor& param, const char* name);
54
55 /// Default destructor
56 ~LstmLayer() = default;
57
58 /// Retrieve the handles to the constant values stored by the layer.
59 /// @return A vector of the constant tensors stored by this layer.
61};
62
63} // namespace
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 LstmDescriptor &param, const char *name)
LstmOptCifgParameters m_CifgParameters
Definition LstmLayer.hpp:21
Layer::ImmutableConstantTensors GetConstantTensorsByRef() const override
Retrieve the handles to the constant values stored by the layer.
LstmOptProjectionParameters m_ProjectionParameters
Definition LstmLayer.hpp:22
LstmOptLayerNormParameters m_LayerNormParameters
Definition LstmLayer.hpp:24
void ExecuteStrategy(IStrategy &strategy) const override
Apply a visitor to this layer.
LstmOptPeepholeParameters m_PeepholeParameters
Definition LstmLayer.hpp:23
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,...
~LstmLayer()=default
Default destructor.
LstmBasicParameters m_BasicParameters
Definition LstmLayer.hpp:20
void ValidateTensorShapesFromInputs() override
Check if the input tensor shape(s) will lead to a valid configuration of LstmLayer.
LstmLayer * Clone(Graph &graph) const override
Creates a dynamically-allocated copy of this layer.
Definition LstmLayer.cpp:80
LstmLayer(const LstmDescriptor &param, const char *name)
Constructor to create a LstmLayer.
Definition LstmLayer.cpp:17
virtual std::unique_ptr< IWorkload > CreateWorkload(const IWorkloadFactory &factory) const override
Makes a workload for the LSTM type.
Definition LstmLayer.cpp:22
Copyright (c) 2021 ARM Limited and Contributors.
An LstmDescriptor for the LstmLayer.