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2026-07-13 13:33:03 +08:00

86 lines
2.7 KiB
C++

//
// ConvPad.cpp
// MNNConverter
//
// Created by MNN on 2026/01/20.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include <cmath>
#include "../TemplateMerge.hpp"
#include "MNN_generated.h"
namespace MNN {
namespace Express {
static auto gRegister = []() {
auto compare = [](EXPRP expr) {
if (nullptr == expr->get()) {
return false;
}
if (expr->get()->type() != OpType_Convolution && expr->get()->type() != OpType_ConvolutionDepthwise) {
return false;
}
auto common = expr->get()->main_as_Convolution2D()->common();
if (common->padMode() != PadMode_CAFFE) {
return false;
}
auto inputs = expr->inputs();
auto inputExpr = inputs[0]->expr().first;
if (nullptr == inputExpr->get()) {
return false;
}
if (inputExpr->get()->type() != OpType_Padding) {
return false;
}
auto padParam = inputExpr->get()->main_as_PadParam();
if (padParam && padParam->mode() != PadValueMode_CONSTANT) {
return false;
}
auto padExpr = inputExpr;
auto pads = padExpr->inputs()[1];
bool padZero = true;
if (padExpr->inputs().size() >= 3) {
auto padValue = padExpr->inputs()[2]->readMap<float>();
if (nullptr == padValue) {
return false;
}
padZero = fabsf(padValue[0]) <= 0.00000001f;
}
if (!padZero) {
return false;
}
if (pads->readMap<int>() == nullptr || pads->getInfo()->size != 8) {
return false;
}
for (int i=0; i<4; ++i) {
if (pads->readMap<int>()[i] != 0) {
// Don't support pad batch and channel
return false;
}
}
return true;
};
auto modify = [](EXPRP expr) {
auto inputs = expr->inputs();
auto pads = inputs[0]->expr().first->inputs()[1]->readMap<int>();
inputs[0] = inputs[0]->expr().first->inputs()[0];
std::unique_ptr<OpT> convOp(expr->get()->UnPack());
auto common = convOp->main.AsConvolution2D()->common.get();
if (common->pads.empty()) {
common->pads = {common->padY, common->padX, common->padY, common->padX};
}
common->pads[0] += pads[4];
common->pads[2] += pads[5];
common->pads[1] += pads[6];
common->pads[3] += pads[7];
auto newExpr = Expr::create(convOp.get(), inputs);
newExpr->setName(expr->name());
Expr::replace(expr, newExpr);
return true;
};
TemplateMerge::getInstance("Merge").insertTemplate("ConvPad", compare, modify);
return true;
}();
}
} // namespace MNN