From 8ed39ae450a077c7e4d672b5f05ff1d68ee67aab Mon Sep 17 00:00:00 2001 From: Narumol Prangnawarat Date: Thu, 15 Jul 2021 16:16:25 +0100 Subject: MLCE-530 Add front end support for UnidirectionalSequenceLstm on ArmNN Signed-off-by: Narumol Prangnawarat Change-Id: I57bcbdec3eb0155f41af0fe7d6abf9bac2ec86eb --- .../layers/UnidirectionalSequenceLstmLayer.hpp | 65 ++++++++++++++++++++++ 1 file changed, 65 insertions(+) create mode 100644 src/armnn/layers/UnidirectionalSequenceLstmLayer.hpp (limited to 'src/armnn/layers/UnidirectionalSequenceLstmLayer.hpp') diff --git a/src/armnn/layers/UnidirectionalSequenceLstmLayer.hpp b/src/armnn/layers/UnidirectionalSequenceLstmLayer.hpp new file mode 100644 index 0000000000..fb59f01ab6 --- /dev/null +++ b/src/armnn/layers/UnidirectionalSequenceLstmLayer.hpp @@ -0,0 +1,65 @@ +// +// Copyright © 2021 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// +#pragma once + +#include "LayerWithParameters.hpp" +#include "LstmParameters.hpp" + +namespace armnn +{ + +class ScopedTensorHandle; + +/// This layer represents a LSTM operation. +class UnidirectionalSequenceLstmLayer : public LayerWithParameters +{ +public: + + LstmBasicParameters m_BasicParameters; + LstmOptCifgParameters m_CifgParameters; + LstmOptProjectionParameters m_ProjectionParameters; + LstmOptPeepholeParameters m_PeepholeParameters; + LstmOptLayerNormParameters m_LayerNormParameters; + + /// Makes a workload for the UnidirectionalSequence LSTM type. + /// @param [in] graph The graph where this layer can be found. + /// @param [in] factory The workload factory which will create the workload. + /// @return A pointer to the created workload, or nullptr if not created. + virtual std::unique_ptr CreateWorkload(const IWorkloadFactory& factory) const override; + + /// Creates a dynamically-allocated copy of this layer. + /// @param [in] graph The graph into which this layer is being cloned. + UnidirectionalSequenceLstmLayer* Clone(Graph& graph) const override; + + /// Check if the input tensor shape(s) + /// will lead to a valid configuration of @ref UnidirectionalSequenceLstmLayer. + /// @param [in] shapeInferenceMethod Indicates if output shape shall be overwritten or just validated. + void ValidateTensorShapesFromInputs() override; + + /// By default returns inputShapes if the number of inputs are equal to number of outputs, + /// otherwise infers the output shapes from given input shapes and layer properties. + /// @param [in] inputShapes The input shapes layer has. + /// @return A vector to the inferred output shape. + std::vector InferOutputShapes(const std::vector& inputShapes) const override; + + void Accept(ILayerVisitor& visitor) const override; + + void ExecuteStrategy(IStrategy& strategy) const override; + +protected: + /// Constructor to create a UnidirectionalSequenceLstmLayer. + /// @param [in] param LstmDescriptor to configure the lstm operation. + /// @param [in] name Optional name for the layer. + UnidirectionalSequenceLstmLayer(const LstmDescriptor& param, const char* name); + + /// Default destructor + ~UnidirectionalSequenceLstmLayer() = default; + + /// Retrieve the handles to the constant values stored by the layer. + /// @return A vector of the constant tensors stored by this layer. + Layer::ConstantTensors GetConstantTensorsByRef() override; +}; + +} // namespace -- cgit v1.2.1