ArmNN
 21.05
RefLstmWorkload.hpp
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1 //
2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #pragma once
7 
8 #include <armnn/TypesUtils.hpp>
9 
12 
13 namespace armnn
14 {
15 
16 class RefLstmWorkload : public BaseWorkload<LstmQueueDescriptor>
17 {
18 public:
19  explicit RefLstmWorkload(const LstmQueueDescriptor& descriptor, const WorkloadInfo& info);
20 
21  void Execute() const override;
22  void ExecuteAsync(WorkingMemDescriptor& workingMemDescriptor) override;
23 
24 private:
25  void Execute(std::vector<ITensorHandle*> inputs, std::vector<ITensorHandle*> outputs) const;
26  std::unique_ptr<ScopedTensorHandle> m_InputToInputWeightsTensor;
27  std::unique_ptr<ScopedTensorHandle> m_InputToForgetWeightsTensor;
28  std::unique_ptr<ScopedTensorHandle> m_InputToCellWeightsTensor;
29  std::unique_ptr<ScopedTensorHandle> m_InputToOutputWeightsTensor;
30  std::unique_ptr<ScopedTensorHandle> m_RecurrentToInputWeightsTensor;
31  std::unique_ptr<ScopedTensorHandle> m_RecurrentToForgetWeightsTensor;
32  std::unique_ptr<ScopedTensorHandle> m_RecurrentToCellWeightsTensor;
33  std::unique_ptr<ScopedTensorHandle> m_RecurrentToOutputWeightsTensor;
34  std::unique_ptr<ScopedTensorHandle> m_CellToInputWeightsTensor;
35  std::unique_ptr<ScopedTensorHandle> m_CellToForgetWeightsTensor;
36  std::unique_ptr<ScopedTensorHandle> m_CellToOutputWeightsTensor;
37  std::unique_ptr<ScopedTensorHandle> m_InputGateBiasTensor;
38  std::unique_ptr<ScopedTensorHandle> m_ForgetGateBiasTensor;
39  std::unique_ptr<ScopedTensorHandle> m_CellBiasTensor;
40  std::unique_ptr<ScopedTensorHandle> m_OutputGateBiasTensor;
41  std::unique_ptr<ScopedTensorHandle> m_ProjectionWeightsTensor;
42  std::unique_ptr<ScopedTensorHandle> m_ProjectionBiasTensor;
43  std::unique_ptr<ScopedTensorHandle> m_InputLayerNormWeights;
44  std::unique_ptr<ScopedTensorHandle> m_ForgetLayerNormWeights;
45  std::unique_ptr<ScopedTensorHandle> m_CellLayerNormWeights;
46  std::unique_ptr<ScopedTensorHandle> m_OutputLayerNormWeights;
47 
48  float m_LayerNormEpsilon = static_cast<float>(1e-8);
49 };
50 
51 } //namespace armnn
RefLstmWorkload(const LstmQueueDescriptor &descriptor, const WorkloadInfo &info)
Copyright (c) 2021 ARM Limited and Contributors.
void ExecuteAsync(WorkingMemDescriptor &workingMemDescriptor) override
void Execute() const override
Contains information about inputs and outputs to a layer.