MNN/source/backend/cpu/CPULSTM.hpp

58 lines
1.4 KiB
C++

//
// CPULSTM.hpp
// MNN
//
// Created by MNN on 2018/07/17.
// Copyright © 2018, Alibaba Group Holding Limited
//
#ifndef CPULSTM_hpp
#define CPULSTM_hpp
#include "backend/cpu/compute/StrassenMatmulComputor.hpp"
#include "core/Execution.hpp"
#include "MNN_generated.h"
namespace MNN {
class CPULSTM : public Execution {
public:
CPULSTM(Backend *backend, const LSTM *LSTM);
virtual ~CPULSTM();
virtual ErrorCode onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
virtual ErrorCode onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
private:
const LSTM *mLSTM;
bool mInit = false;
bool mGateHaveBias = false;
std::shared_ptr<Tensor> mWeightI;
std::shared_ptr<Tensor> mWeightH;
std::shared_ptr<Tensor> mBiasC;
Tensor mInput;
Tensor mCont;
Tensor mGates;
Tensor mCell;
Tensor mOutput;
struct Unit {
std::shared_ptr<Tensor> mTempWeight;
std::shared_ptr<Tensor> mTempGates;
std::vector<Tensor *> mTempInputVector;
std::vector<Tensor *> mTempOutputVector;
std::shared_ptr<StrassenMatrixComputor> mStracssenComputor;
};
Unit mUnits[4];
std::function<void(const float*, float*)> mTransposeInputFunction;
std::function<void(float*, const float*)> mRetriveOutputFunction;
};
} // namespace MNN
#endif /* CPULSTM_hpp */