MNN/source/backend/cpu/CPUDeconvolution.hpp

76 lines
2.6 KiB
C++

//
// CPUDeconvolution.hpp
// MNN
//
// Created by MNN on 2018/07/20.
// Copyright © 2018, Alibaba Group Holding Limited
//
#ifndef CPUDeconvolution_hpp
#define CPUDeconvolution_hpp
#include "CPUConvolution.hpp"
#include "compute/CommonOptFunction.h"
#include "compute/StrassenMatmulComputor.hpp"
#include "compute/GemmInt8Executor.hpp"
#include "core/TensorUtils.hpp"
namespace MNN {
class CPUDeconvolutionBasic : public CPUConvolution {
public:
CPUDeconvolutionBasic(const Tensor *input, const Op *convOp, Backend *b);
virtual ~CPUDeconvolutionBasic() = default;
virtual ErrorCode onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
protected:
int mSrcCount;
std::vector<float> mPostParameters;
};
class CPUDeconvolutionCommon : public CPUDeconvolutionBasic {
public:
CPUDeconvolutionCommon(const Tensor *input, const Op *convOp, Backend *b, bool dynamicWeight);
virtual ~CPUDeconvolutionCommon();
protected:
std::shared_ptr<Tensor> mBias;
bool mDynamicWeight;
};
class CPUDeconvolutionOrigin : public CPUDeconvolutionBasic {
public:
CPUDeconvolutionOrigin(const Tensor *input, Tensor *weight, const Op *convOp, Backend *b, bool ModeInt8);
virtual ~CPUDeconvolutionOrigin() = default;
virtual ErrorCode onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
virtual ErrorCode onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
private:
std::shared_ptr<StrassenMatrixComputor> mMatMul;
std::shared_ptr<GemmInt8Executor> mDeconvInt8Exe;
std::vector<std::pair<std::function<void(uint8_t*, int)>, int>> mPostFunctions;
std::shared_ptr<Tensor> mTempOutput;
std::shared_ptr<CPUConvolution::ResourceInt8> mResource;
};
class CPUDeconvolution : public CPUDeconvolutionCommon {
public:
CPUDeconvolution(const Tensor *input, const Op *convOp, Backend *b, bool dynamicWeight);
virtual ~CPUDeconvolution();
virtual ErrorCode onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
virtual ErrorCode onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
struct Param {
int outputCount;
int srcCount;
int fh;
int fw;
};
private:
Param mParam;
std::shared_ptr<Tensor> mWeight;
std::shared_ptr<Tensor> mWeightTransformCache;
std::vector<Tensor *> mTempInputs;
std::shared_ptr<CPUDeconvolutionOrigin> mOrigin;
};
} // namespace MNN
#endif /* CPUDeconvolution_hpp */