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authortelsoa01 <telmo.soares@arm.com>2018-08-31 09:22:23 +0100
committertelsoa01 <telmo.soares@arm.com>2018-08-31 09:22:23 +0100
commitc577f2c6a3b4ddb6ba87a882723c53a248afbeba (patch)
treebd7d4c148df27f8be6649d313efb24f536b7cf34 /src/armnn/layers/LstmLayer.hpp
parent4c7098bfeab1ffe1cdc77f6c15548d3e73274746 (diff)
downloadarmnn-c577f2c6a3b4ddb6ba87a882723c53a248afbeba.tar.gz
Release 18.08
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+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// See LICENSE file in the project root for full license information.
+//
+#pragma once
+
+#include "LayerWithParameters.hpp"
+
+namespace armnn
+{
+
+class ScopedCpuTensorHandle;
+
+struct LstmOptCifgParameters
+{
+ std::unique_ptr<ScopedCpuTensorHandle> m_InputToInputWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_RecurrentToInputWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_CellToInputWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_InputGateBias;
+};
+
+struct LstmOptProjectionParameters
+{
+ std::unique_ptr<ScopedCpuTensorHandle> m_ProjectionWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_ProjectionBias;
+};
+
+struct LstmOptPeepholeParameters
+{
+ std::unique_ptr<ScopedCpuTensorHandle> m_CellToForgetWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_CellToOutputWeights;
+};
+
+struct LstmBasicParameters
+{
+ std::unique_ptr<ScopedCpuTensorHandle> m_InputToForgetWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_InputToCellWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_InputToOutputWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_RecurrentToForgetWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_RecurrentToCellWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_RecurrentToOutputWeights;
+ std::unique_ptr<ScopedCpuTensorHandle> m_ForgetGateBias;
+ std::unique_ptr<ScopedCpuTensorHandle> m_CellBias;
+ std::unique_ptr<ScopedCpuTensorHandle> m_OutputGateBias;
+};
+
+class LstmLayer : public LayerWithParameters<LstmDescriptor>
+{
+public:
+
+ LstmBasicParameters m_BasicParameters;
+ LstmOptCifgParameters m_CifgParameters;
+ LstmOptProjectionParameters m_ProjectionParameters;
+ LstmOptPeepholeParameters m_PeepholeParameters;
+
+ virtual std::unique_ptr<IWorkload> CreateWorkload(const Graph& graph,
+ const IWorkloadFactory& factory) const override;
+ LstmLayer* Clone(Graph& graph) const override;
+
+ void ValidateTensorShapesFromInputs() override;
+ std::vector<TensorShape> InferOutputShapes(const std::vector<TensorShape>& inputShapes) const override;
+
+protected:
+ LstmLayer(const LstmDescriptor& param, const char* name);
+ ~LstmLayer() = default;
+
+ Layer::ConstantTensors GetConstantTensorsByRef() override;
+};
+
+} // namespace