2020-03-02 22:13:38 +08:00
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//
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// ConvolutionCommon.hpp
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// MNN
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//
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2020-11-05 16:41:56 +08:00
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// Created by MNN on 2020/03/02.
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2020-03-02 22:13:38 +08:00
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// Copyright © 2018, Alibaba Group Holding Limited
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//
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2020-11-05 16:41:56 +08:00
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2020-03-02 22:13:38 +08:00
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#ifndef ConvolutionCommon_hpp
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#define ConvolutionCommon_hpp
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#include "AutoStorage.h"
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2020-11-05 16:41:56 +08:00
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#include "Execution.hpp"
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#include "MNN_generated.h"
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2020-03-02 22:13:38 +08:00
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namespace MNN {
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class MNN_PUBLIC ConvolutionCommon : public Execution {
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public:
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struct Int8Common {
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AutoStorage<int8_t> weight;
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AutoStorage<float> alpha;
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AutoStorage<float> weightFloat;
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const IDSTQuan* quan;
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2023-05-18 19:11:50 +08:00
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bool asymmetric;
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std::vector<int8_t> weightMap;
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std::vector<uint8_t> weightReverseMap;
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bool canUseInt4 = false;
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2020-03-02 22:13:38 +08:00
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};
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2021-04-08 15:34:23 +08:00
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static std::shared_ptr<Int8Common> load(const IDSTQuan* quan, bool forceFloat = false, bool forceInt8 = false);
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2020-11-05 16:41:56 +08:00
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static void getConvParameters(std::shared_ptr<ConvolutionCommon::Int8Common> *quanCommon, const MNN::Convolution2D *conv2d, const float** originWeight, int* originWeightSize);
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2021-04-08 15:34:23 +08:00
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static bool getConvInt8Parameters(const MNN::Convolution2D* conv2d, std::shared_ptr<Int8Common>& quanCommon,
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2022-12-30 15:18:58 +08:00
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const int8_t*& weight, int& weightSize, float*& scale, int32_t*& bias);
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2020-11-05 16:41:56 +08:00
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2020-03-12 20:29:43 +08:00
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// Return padX, padY
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2020-11-05 16:41:56 +08:00
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static std::pair<int, int> convolutionPad(const Tensor* input, const Tensor* output,
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const Convolution2DCommon* common);
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2021-01-06 16:29:37 +08:00
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// Return padLeft, padTop, padRight, padBottom
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static std::tuple<int, int, int, int> convolutionPadFull(const Tensor* input, const Tensor* output,
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const Convolution2DCommon* common);
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2020-11-05 16:41:56 +08:00
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static std::pair<int, int> convolutionTransposePad(const Tensor* input, const Tensor* output,
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const Convolution2DCommon* common);
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struct Im2ColParameter {
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int32_t padX;
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int32_t padY;
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int32_t dilateX;
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int32_t dilateY;
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int32_t strideX;
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int32_t strideY;
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int32_t kernelX;
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int32_t kernelY;
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int32_t icDiv4;
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int32_t kernelCountUnit;
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int32_t iw;
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int32_t ih;
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int32_t ow;
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int32_t oh;
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2021-06-11 17:17:13 +08:00
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int32_t srcZStep;
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int32_t srcYStep;
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2021-09-18 15:52:30 +08:00
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int32_t packCUnit;
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int32_t destICStride;
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2020-11-05 16:41:56 +08:00
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};
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2020-03-02 22:13:38 +08:00
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};
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2020-11-05 16:41:56 +08:00
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} // namespace MNN
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2020-03-12 20:29:43 +08:00
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#endif
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