MNN/tools/train/source/grad/PoolGrad.cpp

43 lines
1.2 KiB
C++

//
// PoolGrad.cpp
// MNN
//
// Created by MNN on 2019/04/22.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include "PoolGrad.hpp"
#include "core/Macro.h"
using namespace std;
using namespace MNN;
using namespace MNN::Express;
class PoolGrad : public OpGrad {
public:
PoolGrad() {
mType = SEMI_LINEAR;
}
virtual std::vector<Express::VARP> onGrad(Express::EXPRP expr,
const std::vector<Express::VARP>& backwardOutput) override {
std::vector<Express::VARP> result(1, nullptr);
auto outputDiff = backwardOutput[0];
std::unique_ptr<OpT> forwardOp(expr->get()->UnPack());
unique_ptr<OpT> newOp(new OpT);
newOp->type = OpType_PoolGrad;
auto copyP = new PoolT(*forwardOp->main.AsPool());
newOp->main.type = OpParameter_Pool;
newOp->main.value = copyP;
result[0] = Variable::create(
Expr::create(std::move(newOp), {expr->inputs()[0], Variable::create(expr, 0), outputDiff}));
return result;
}
};
static const auto gRegister = []() {
static PoolGrad _c;
OpGrad::insert(OpType_Pooling, &_c);
return true;
}();