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

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C++

//
// ReshapeGrad.cpp
// MNN
//
// Created by MNN on 2019/04/22.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include "ReshapeGrad.hpp"
#include "core/Macro.h"
using namespace std;
namespace MNN {
using namespace MNN::Express;
class ReshapeGrad : public OpGrad {
public:
virtual std::vector<Express::VARP> onGrad(Express::EXPRP expr,
const std::vector<Express::VARP>& backwardOutput) override {
auto inputs = expr->inputs();
std::vector<VARP> result(inputs.size(), nullptr);
auto info = inputs[0]->getInfo();
if (nullptr == info) {
return {};
}
if (info->order != NC4HW4) {
auto shape = _Shape(inputs[0]);
// Create Reshape Op
result[0] = _Reshape(backwardOutput[0], shape);
} else {
// NC4HW4 don't support dynamic shape grad
// Create Reshape Op
// result[0] = _Reshape(backwardOutput[0], _Const(info->dim.data(), {(int)info->dim.size()}, NCHW, halide_type_of<int32_t>()));
auto temp1 = _Convert(inputs[0], NCHW);
auto temp2 = _Convert(backwardOutput[0], NCHW);
auto shape = _Shape(temp1);
auto temp3 = _Reshape(temp2, shape);
result[0] = _Convert(temp3, NC4HW4);
}
return result;
}
};
static void _create() {
static ReshapeGrad _c;
OpGrad::insert(OpType_Reshape, &_c);
OpGrad::insert(OpType_Squeeze, &_c);
OpGrad::insert(OpType_Unsqueeze, &_c);
}
REGISTER_GRAD(ReshapeGrad_cpp, _create);
};