blob: f98c9b3f9a431001aff73f52d29b73f257bc48d3 [file] [log] [blame]
Ryan OShea2323af42020-05-13 16:36:19 +01001//
2// Copyright © 2020 Arm Ltd. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5
6#pragma once
7
8#include <armnn/Descriptors.hpp>
9#include <armnn/LstmParams.hpp>
10#include <backendsCommon/Workload.hpp>
11#include <backendsCommon/WorkloadData.hpp>
12
13#include "arm_compute/graph/Tensor.h"
14#include "arm_compute/runtime/CL/functions/CLQLSTMLayer.h"
15
16namespace armnn
17{
18
19class ClQLstmWorkload : public BaseWorkload<QLstmQueueDescriptor>
20{
21public:
22 ClQLstmWorkload(const QLstmQueueDescriptor& descriptor, const WorkloadInfo& info);
23 virtual void Execute() const override;
24
25private:
26 mutable arm_compute::CLQLSTMLayer m_QLstmLayer;
27
28 std::unique_ptr<arm_compute::CLTensor> m_InputToInputWeightsTensor;
29 std::unique_ptr<arm_compute::CLTensor> m_InputToForgetWeightsTensor;
30 std::unique_ptr<arm_compute::CLTensor> m_InputToCellWeightsTensor;
31 std::unique_ptr<arm_compute::CLTensor> m_InputToOutputWeightsTensor;
32
33 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToInputWeightsTensor;
34 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToForgetWeightsTensor;
35 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToCellWeightsTensor;
36 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToOutputWeightsTensor;
37
38 std::unique_ptr<arm_compute::CLTensor> m_CellToInputWeightsTensor;
39 std::unique_ptr<arm_compute::CLTensor> m_CellToForgetWeightsTensor;
40 std::unique_ptr<arm_compute::CLTensor> m_CellToOutputWeightsTensor;
41
42 std::unique_ptr<arm_compute::CLTensor> m_InputGateBiasTensor;
43 std::unique_ptr<arm_compute::CLTensor> m_ForgetGateBiasTensor;
44 std::unique_ptr<arm_compute::CLTensor> m_CellBiasTensor;
45 std::unique_ptr<arm_compute::CLTensor> m_OutputGateBiasTensor;
46
47 std::unique_ptr<arm_compute::CLTensor> m_ProjectionWeightsTensor;
48 std::unique_ptr<arm_compute::CLTensor> m_ProjectionBiasTensor;
49
50 std::unique_ptr<arm_compute::CLTensor> m_InputLayerNormWeightsTensor;
51 std::unique_ptr<arm_compute::CLTensor> m_ForgetLayerNormWeightsTensor;
52 std::unique_ptr<arm_compute::CLTensor> m_CellLayerNormWeightsTensor;
53 std::unique_ptr<arm_compute::CLTensor> m_OutputLayerNormWeightsTensor;
54
55 void FreeUnusedTensors();
56};
57
58arm_compute::Status ClQLstmWorkloadValidate(const TensorInfo& input,
59 const TensorInfo& cellStateIn,
60 const TensorInfo& outputStateIn,
61 const TensorInfo& cellStateOut,
62 const TensorInfo& outputStateOut,
63 const TensorInfo& output,
64 const QLstmDescriptor& descriptor,
65 const LstmInputParamsInfo& paramsInfo);
66} //namespace armnn