blob: ae42d6ecc3e2da97715262acf5eb4e3b1c318cfa [file] [log] [blame]
arovir019e53a352018-08-31 15:26:35 +01001//
2// Copyright © 2017 Arm Ltd. All rights reserved.
David Beckecb56cd2018-09-05 12:52:57 +01003// SPDX-License-Identifier: MIT
arovir019e53a352018-08-31 15:26:35 +01004//
5
6#pragma once
7
Matthew Bentham39ef3e52020-01-20 10:09:09 +00008#include <armnn/Descriptors.hpp>
9#include <armnn/LstmParams.hpp>
Aron Virginas-Tarc9cc8042018-11-01 16:15:57 +000010#include <backendsCommon/Workload.hpp>
11#include <backendsCommon/WorkloadData.hpp>
arovir019e53a352018-08-31 15:26:35 +010012
Matthew Bentham14e46692018-09-20 15:35:30 +010013#include <arm_compute/runtime/CL/CLFunctions.h>
14
arovir019e53a352018-08-31 15:26:35 +010015namespace armnn
16{
17
18class ClLstmFloatWorkload : public FloatWorkload<LstmQueueDescriptor>
19{
20public:
21 ClLstmFloatWorkload(const LstmQueueDescriptor& descriptor, const WorkloadInfo& info);
22 void Execute() const override;
23
24private:
25 mutable arm_compute::CLLSTMLayer m_LstmLayer;
26
27 std::unique_ptr<arm_compute::CLTensor> m_InputToInputWeightsTensor;
28 std::unique_ptr<arm_compute::CLTensor> m_InputToForgetWeightsTensor;
29 std::unique_ptr<arm_compute::CLTensor> m_InputToCellWeightsTensor;
30 std::unique_ptr<arm_compute::CLTensor> m_InputToOutputWeightsTensor;
31 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToInputWeightsTensor;
32 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToForgetWeightsTensor;
33 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToCellWeightsTensor;
34 std::unique_ptr<arm_compute::CLTensor> m_RecurrentToOutputWeightsTensor;
35 std::unique_ptr<arm_compute::CLTensor> m_CellToInputWeightsTensor;
36 std::unique_ptr<arm_compute::CLTensor> m_CellToForgetWeightsTensor;
37 std::unique_ptr<arm_compute::CLTensor> m_CellToOutputWeightsTensor;
38 std::unique_ptr<arm_compute::CLTensor> m_InputGateBiasTensor;
39 std::unique_ptr<arm_compute::CLTensor> m_ForgetGateBiasTensor;
40 std::unique_ptr<arm_compute::CLTensor> m_CellBiasTensor;
41 std::unique_ptr<arm_compute::CLTensor> m_OutputGateBiasTensor;
42 std::unique_ptr<arm_compute::CLTensor> m_ProjectionWeightsTensor;
43 std::unique_ptr<arm_compute::CLTensor> m_ProjectionBiasTensor;
Jan Eilersa2ec9092019-07-08 15:56:59 +010044 std::unique_ptr<arm_compute::CLTensor> m_InputLayerNormWeightsTensor;
45 std::unique_ptr<arm_compute::CLTensor> m_ForgetLayerNormWeightsTensor;
46 std::unique_ptr<arm_compute::CLTensor> m_CellLayerNormWeightsTensor;
47 std::unique_ptr<arm_compute::CLTensor> m_OutputLayerNormWeightsTensor;
arovir019e53a352018-08-31 15:26:35 +010048
49 std::unique_ptr<arm_compute::CLTensor> m_ScratchBuffer;
50
51 void FreeUnusedTensors();
52};
53
54arm_compute::Status ClLstmFloatWorkloadValidate(const TensorInfo& input, const TensorInfo& outputStateIn,
55 const TensorInfo& cellStateIn, const TensorInfo& scratchBuffer,
56 const TensorInfo& outputStateOut, const TensorInfo& cellStateOut,
57 const TensorInfo& output, const LstmDescriptor &descriptor,
Jan Eilersd01a83c2019-07-03 18:20:40 +010058 const LstmInputParamsInfo& paramsInfo);
arovir019e53a352018-08-31 15:26:35 +010059} //namespace armnn