NeonQLstmWorkload.hpp

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//
// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
 
#pragma once
 
#include <armnn/Descriptors.hpp>
#include <armnn/LstmParams.hpp>
#include "NeonBaseWorkload.hpp"
#include <armnn/backends/WorkloadData.hpp>
 
#include "arm_compute/graph/Tensor.h"
#include "arm_compute/runtime/NEON/functions/NEQLSTMLayer.h"
 
namespace armnn
{
 
class NeonQLstmWorkload : public NeonBaseWorkload<QLstmQueueDescriptor>
{
public:
    NeonQLstmWorkload(const QLstmQueueDescriptor& descriptor, const WorkloadInfo& info);
    virtual void Execute() const override;
 
private:
    mutable arm_compute::NEQLSTMLayer m_QLstmLayer;
 
    std::unique_ptr<arm_compute::Tensor> m_InputToInputWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_InputToForgetWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_InputToCellWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_InputToOutputWeightsTensor;
 
    std::unique_ptr<arm_compute::Tensor> m_RecurrentToInputWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_RecurrentToForgetWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_RecurrentToCellWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_RecurrentToOutputWeightsTensor;
 
    std::unique_ptr<arm_compute::Tensor> m_CellToInputWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_CellToForgetWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_CellToOutputWeightsTensor;
 
    std::unique_ptr<arm_compute::Tensor> m_InputGateBiasTensor;
    std::unique_ptr<arm_compute::Tensor> m_ForgetGateBiasTensor;
    std::unique_ptr<arm_compute::Tensor> m_CellBiasTensor;
    std::unique_ptr<arm_compute::Tensor> m_OutputGateBiasTensor;
 
    std::unique_ptr<arm_compute::Tensor> m_ProjectionWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_ProjectionBiasTensor;
 
    std::unique_ptr<arm_compute::Tensor> m_InputLayerNormWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_ForgetLayerNormWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_CellLayerNormWeightsTensor;
    std::unique_ptr<arm_compute::Tensor> m_OutputLayerNormWeightsTensor;
 
    void FreeUnusedTensors();
};
 
arm_compute::Status NeonQLstmWorkloadValidate(const TensorInfo& input,
                                              const TensorInfo& cellStateIn,
                                              const TensorInfo& outputStateIn,
                                              const TensorInfo& cellStateOut,
                                              const TensorInfo& outputStateOut,
                                              const TensorInfo& output,
                                              const QLstmDescriptor& descriptor,
                                              const LstmInputParamsInfo& paramsInfo);
 
} //namespace armnn