MNN/source/backend/cpu/compute/Convolution1x1Strassen.hpp

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//
// Convolution1x1Strassen.hpp
// MNN
//
// Created by MNN on 2019/02/12.
// Copyright © 2018, Alibaba Group Holding Limited
//
#ifndef Convolution1x1Strassen_hpp
#define Convolution1x1Strassen_hpp
#include <functional>
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#include "backend/cpu/CPUConvolution.hpp"
#include "backend/cpu/compute/StrassenMatmulComputor.hpp"
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namespace MNN {
class Convolution1x1Strassen : public CPUConvolution {
public:
Convolution1x1Strassen(const Convolution2DCommon *common, Backend *b, const float *originWeight,
size_t originWeightSize, const float *bias, size_t biasSize);
Convolution1x1Strassen(const Convolution2DCommon *common, // NOLINT
const RearrangedWeightParam *rearranged_params, // NOLINT
Backend *b, const float *originWeight, // NOLINT
size_t originWeightSize, const float *bias, // NOLINT
size_t biasSize);
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virtual ~Convolution1x1Strassen();
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;
virtual std::vector<MNN::RearrangedType> RearrangedTypes() const override {
return std::vector<MNN::RearrangedType>{RearrangedType_RT_CONVOLUTION_1X1STRASSEN};
}
virtual std::vector<std::shared_ptr<Tensor>> RearrangedWeights() const override {
return std::vector<std::shared_ptr<Tensor>>{mWeight};
}
private:
ErrorCode setupBias(const float *bias, size_t biasSize);
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private:
std::shared_ptr<Tensor> mWeight;
std::shared_ptr<Tensor> mBias;
bool mBorrowedWeight = false;
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struct Unit {
bool mValid = true;
std::shared_ptr<Tensor> mTempBias;
std::shared_ptr<Tensor> mTempInput;
std::shared_ptr<Tensor> mTempWeight;
std::shared_ptr<Tensor> mTempOutput;
std::vector<Tensor *> mTempInputVector;
std::vector<Tensor *> mTempOutputVector;
std::shared_ptr<StrassenMatrixComputor> mStracssenComputor;
};
std::vector<Unit> mUnits;
std::shared_ptr<Tensor> mTempInputBatch;
std::shared_ptr<Tensor> mTempOutputBatch;
bool mNeedPretreat = false;
std::function<void(const float *srcBatch, float *dstBatch)> mPretreatFunction;
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};
} // namespace MNN
#endif /* Convolution1x1Strassen_hpp */