ArmNN
 24.02
NeonLstmFloatWorkload.hpp
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1 //
2 // Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #pragma once
7 
8 #include <armnn/Descriptors.hpp>
9 #include <armnn/LstmParams.hpp>
12 
13 #include "arm_compute/graph/Tensor.h"
14 #include "arm_compute/runtime/NEON/functions/NELSTMLayer.h"
15 
16 namespace armnn
17 {
18 
19 class NeonLstmFloatWorkload : public FloatWorkload<LstmQueueDescriptor>
20 {
21 public:
23  virtual void Execute() const override;
24  // Replace input tensor handle with the given TensorHandle
25  void ReplaceInputTensorHandle(ITensorHandle* tensorHandle, unsigned int slot) override;
26 
27  // Replace output tensor handle with the given TensorHandle
28  void ReplaceOutputTensorHandle(ITensorHandle* tensorHandle, unsigned int slot) override;
29 private:
30  mutable arm_compute::NELSTMLayer m_LstmLayer;
31 
32  std::unique_ptr<arm_compute::Tensor> m_InputToInputWeightsTensor;
33  std::unique_ptr<arm_compute::Tensor> m_InputToForgetWeightsTensor;
34  std::unique_ptr<arm_compute::Tensor> m_InputToCellWeightsTensor;
35  std::unique_ptr<arm_compute::Tensor> m_InputToOutputWeightsTensor;
36  std::unique_ptr<arm_compute::Tensor> m_RecurrentToInputWeightsTensor;
37  std::unique_ptr<arm_compute::Tensor> m_RecurrentToForgetWeightsTensor;
38  std::unique_ptr<arm_compute::Tensor> m_RecurrentToCellWeightsTensor;
39  std::unique_ptr<arm_compute::Tensor> m_RecurrentToOutputWeightsTensor;
40  std::unique_ptr<arm_compute::Tensor> m_CellToInputWeightsTensor;
41  std::unique_ptr<arm_compute::Tensor> m_CellToForgetWeightsTensor;
42  std::unique_ptr<arm_compute::Tensor> m_CellToOutputWeightsTensor;
43  std::unique_ptr<arm_compute::Tensor> m_InputGateBiasTensor;
44  std::unique_ptr<arm_compute::Tensor> m_ForgetGateBiasTensor;
45  std::unique_ptr<arm_compute::Tensor> m_CellBiasTensor;
46  std::unique_ptr<arm_compute::Tensor> m_OutputGateBiasTensor;
47  std::unique_ptr<arm_compute::Tensor> m_ProjectionWeightsTensor;
48  std::unique_ptr<arm_compute::Tensor> m_ProjectionBiasTensor;
49 
50  std::unique_ptr<arm_compute::Tensor> m_ScratchBuffer;
51 
52  std::unique_ptr<arm_compute::Tensor> m_InputLayerNormWeightsTensor;
53  std::unique_ptr<arm_compute::Tensor> m_ForgetLayerNormWeightsTensor;
54  std::unique_ptr<arm_compute::Tensor> m_CellLayerNormWeightsTensor;
55  std::unique_ptr<arm_compute::Tensor> m_OutputLayerNormWeightsTensor;
56 
57  void FreeUnusedTensors();
58  virtual void Reconfigure();
59 };
60 
62  const TensorInfo& cellStateIn, const TensorInfo& scratchBuffer,
63  const TensorInfo& outputStateOut, const TensorInfo& cellStateOut,
64  const TensorInfo& output, const LstmDescriptor &descriptor,
65  const LstmInputParamsInfo& paramsInfo);
66 
67 } //namespace armnn
armnn::NeonLstmFloatWorkload
Definition: NeonLstmFloatWorkload.hpp:19
Descriptors.hpp
WorkloadData.hpp
armnn::TensorInfo
Definition: Tensor.hpp:152
armnn::ITensorHandle
Definition: ITensorHandle.hpp:16
armnn::TypedWorkload
Definition: Workload.hpp:101
LstmParams.hpp
armnn::NeonLstmFloatWorkloadValidate
arm_compute::Status NeonLstmFloatWorkloadValidate(const TensorInfo &input, const TensorInfo &outputStateIn, const TensorInfo &cellStateIn, const TensorInfo &scratchBuffer, const TensorInfo &outputStateOut, const TensorInfo &cellStateOut, const TensorInfo &output, const LstmDescriptor &descriptor, const LstmInputParamsInfo &paramsInfo)
Definition: NeonLstmFloatWorkload.cpp:253
armnn::WorkloadInfo
Contains information about TensorInfos of a layer.
Definition: WorkloadInfo.hpp:16
Workload.hpp
armnn::NeonLstmFloatWorkload::ReplaceOutputTensorHandle
void ReplaceOutputTensorHandle(ITensorHandle *tensorHandle, unsigned int slot) override
Definition: NeonLstmFloatWorkload.cpp:434
armnn::BoostLogSeverityMapping::info
@ info
armnn::NeonLstmFloatWorkload::ReplaceInputTensorHandle
void ReplaceInputTensorHandle(ITensorHandle *tensorHandle, unsigned int slot) override
Definition: NeonLstmFloatWorkload.cpp:417
armnn::LstmDescriptor
An LstmDescriptor for the LstmLayer.
Definition: Descriptors.hpp:1102
armnn::LstmQueueDescriptor
Definition: WorkloadData.hpp:400
armnn::Status
Status
Definition: Types.hpp:42
armnn::NeonLstmFloatWorkload::NeonLstmFloatWorkload
NeonLstmFloatWorkload(const LstmQueueDescriptor &descriptor, const WorkloadInfo &info)
Definition: NeonLstmFloatWorkload.cpp:20
armnn
Copyright (c) 2021 ARM Limited and Contributors.
Definition: 01_00_quick_start.dox:6
armnn::LstmInputParamsInfo
Definition: LstmParams.hpp:63
armnn::NeonLstmFloatWorkload::Execute
virtual void Execute() const override
Definition: NeonLstmFloatWorkload.cpp:247