非默认可构造和 std::引用包装器替代项的序列化

Serialization of non default constructible and std::reference wrapper alternatives

本文关键字:序列化 包装 引用 std 默认      更新时间:2023-10-16

我尝试序列化我的(神经(网络,目前卡住了。问题似乎是您无法序列化std::reference_wrapper。我不确定我是否应该更改对上层节点的引用的存储方式,或者想出一种方法来序列化这些节点。

是否有我忽略并仍然避免使用 c 样式指针的 reference_wrapper s 的替代品?(据我所知,这是要避免的(

#include <iostream>
#include <fstream>
#include <list>
#include <vector>
#include <functional>
#include <boost/archive/tmpdir.hpp>
#include <boost/archive/text_iarchive.hpp>
#include <boost/archive/text_oarchive.hpp>
#include <boost/serialization/base_object.hpp>
#include <boost/serialization/utility.hpp>
#include <boost/serialization/list.hpp>
#include <boost/serialization/assume_abstract.hpp>
#include <boost/serialization/shared_ptr.hpp>
#include <boost/serialization/vector.hpp>
typedef float nodeValueType;
typedef std::pair<std::vector<nodeValueType>, std::vector<nodeValueType>> Example;
typedef std::list<Example> ExampleList;
class Node;
class Link
{
public:
Link() = delete;
Link(Node& upperNode, Node& lowerNode)
: Link(upperNode, lowerNode, 1.0e-3f * (std::rand() / (nodeValueType) RAND_MAX))
{
}
Link(Node& upperNode, Node& lowerNode, nodeValueType weight)
: weight_(weight), upperNode_(upperNode), lowerNode_(lowerNode)
{
}
Link(const Link&) = delete;
Link& operator=(const Link&) = delete;
nodeValueType weight_;
std::reference_wrapper<Node> upperNode_;
std::reference_wrapper<Node> lowerNode_;

friend class boost::serialization::access;
template<class Archive>
void serialize(Archive& ar, const unsigned int version){
ar & this->weight_;
ar & this->upperNode_;
ar & this->lowerNode_;
}
};
class Node
{
public:
Node();
// making it hard to copy us since we really never want to move.
// we are referred in loads of pointers
// therefore moving us invalidates all of them TODO invalidation scheme?
Node(const Node&) = delete;
Node& operator=(const Node&) = delete;
void linkTo(Node& other)
{
assert(this->lowerLinks_.max_size() > (this->lowerLinks_.size() + 1) * 2);
// Link creation
this->lowerLinks_.push_back(std::shared_ptr<Link>(new Link(*this, other)));
other.upperLinks_.push_back(std::shared_ptr<Link>(this->lowerLinks_.back()));
}
std::vector<std::shared_ptr<Link>> lowerLinks_;
std::vector<std::shared_ptr<Link>> upperLinks_;
// serialization
friend class boost::serialization::access;
template<class Archive>
void serialize(Archive& ar, const unsigned int version){
ar & this->lowerLinks_;
}
};
int main()
{
Node n1;
Node n2;
n2.linkTo(n1);
std::string filename(boost::archive::tmpdir());
filename += "/demofile.txt";
std::ofstream ofs(filename);
boost::archive::text_oarchive oa(ofs);
oa << n1 << n2;
Node n3,n4;
// open the archive
std::ifstream ifs(filename);
boost::archive::text_iarchive ia(ifs);
// restore the schedule from the archive
ia >> n3 >> n4;
return 0;
}

有2个问题需要克服。

首先,std::reference_wrapper 不能为空,因此您可能需要考虑"可为空的引用"类型:

template<class T> 
struct NullableReference
{
    constexpr NullableReference() : ptr_(nullptr) {}
    constexpr NullableReference(T& ref) : ptr_(std::addressof(ref)) {}
    constexpr auto operator*() const -> T& { assert(!empty()); return *ptr_; }
    constexpr operator T&() const { assert(!empty()); return *ptr_; }
    constexpr bool empty() const { return !ptr_; }
    template<class Archive>
    void serialize(Archive& ar, unsigned int version)
    {
        ar & ptr_;
    }
private:
    T* ptr_;
};

另一个是 Link 没有默认构造函数(毫无疑问,因为引用包装器不可为空(。

出于这个原因,您可能需要在反序列化链接时考虑对构造函数的自定义处理(这在提升文档 IIRC 中有介绍(。

当然,现在你使用的是 NullableReference,你可以允许 Link 的默认构造函数:

...
Link() : weight_(), upperNode_(), lowerNode_() {};
nodeValueType weight_;
NullableReference<Node> upperNode_;
NullableReference<Node> lowerNode_;
....