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  • 在c++项目中使用高性能的rapidjson作为json处理库

    最近在一个需要高并发的项目中使用到json,最开始使用jsoncpp进行解析和序列化,但是在json数据比较大时jsoncpp会抛异常,在多线程的情况下抛异常的概率更加频繁!后来发现是因为jsoncpp版本比较老,老版本的jsoncpp不是多线程安全的(参考 https://github.com/open-source-parsers/jsoncpp/issues/823)。更新到最新的版本后,处理性能达不到预期,于是查找原因,经过hotspots分析,发现大部分时间消耗在jsoncpp的readValue函数,在一些存在大量float数值的json中解析数值的操作耗时较大。
    于是找到了rapidjson,根据benchmark结果看起来不错,经过实际测试发现在40线程的压力测试下相比jsoncpp性能提升10倍左右,一些存在大量float数值的case性能提升更明显!
    如下,整理一下rapidjson使用的方法:

    1. 通用解析方法放在rapidjson_utils.hpp文件中
    #ifndef rapidjson_utils_h__
    #define rapidjson_utils_h__
    #include "rapidjson/rapidjson.h"
    #include "rapidjson/document.h"
    #include "rapidjson/pointer.h"
    #include "rapidjson/writer.h"
    #include "rapidjson/prettywriter.h"
    #include "rapidjson/error/en.h"
    #include <string>
    namespace utils
    {
        using std::string;
        static int get_rapidjson_string(const rapidjson::Value& js_in,
            std::string key,
            std::string& value) {
            rapidjson::Pointer pointer(key.c_str());
            if (!pointer.IsValid()) {
                return -1;
            }
            const rapidjson::Value *pValue = rapidjson::GetValueByPointer(js_in, pointer);
            if (NULL == pValue || !pValue->IsString()) {
                return -1;
            }
            value = pValue->GetString();
            return 0;
        }
        static int get_rapidjson_int(const rapidjson::Value& js_in,
            std::string key,
            int& value) {
            rapidjson::Pointer pointer(key.c_str());
            if (!pointer.IsValid()) {
                return -1;
            }
            const rapidjson::Value *pValue = rapidjson::GetValueByPointer(js_in, pointer);
            if (NULL == pValue || !pValue->IsNumber()) {
                return -1;
            }
            value = pValue->GetInt();
            return 0;
        }
        ///< get float number
        static int get_rapidjson_number(const rapidjson::Value& js_in,
            std::string key,
            float& value) {
            rapidjson::Pointer pointer(key.c_str());
            if (!pointer.IsValid()) {
                return -1;
            }
            const rapidjson::Value *pValue = rapidjson::GetValueByPointer(js_in, pointer);
            if (NULL == pValue || !pValue->IsNumber()) {
                return -1;
            }
            rapidjson::Type valueType = pValue->GetType();
            switch (valueType) {
            case rapidjson::Type::kNumberType:
                value = pValue->GetDouble();
                break;
            default:
                return -1;
            }
            return 0;
        }
        static int get_rapidjson_bool(const rapidjson::Value& js_in,
            std::string key,
            bool& value) {
            rapidjson::Pointer pointer(key.c_str());
            if (!pointer.IsValid()) {
                return -1;
            }
            const rapidjson::Value *pValue = rapidjson::GetValueByPointer(js_in, pointer);
            if (NULL == pValue || !pValue->IsBool()) {
                return -1;
            }
            value = pValue->GetBool();
            return 0;
        }
        static void add_member_string(rapidjson::Value& node, string key, string value, rapidjson::Document::AllocatorType &alloc) {
            node.AddMember(rapidjson::Value(key.c_str(), key.length(), alloc).Move(),
                rapidjson::Value(value.c_str(), value.length(), alloc).Move(), alloc);
        }
        static void add_member_int(rapidjson::Value& node, string key, int value,
            rapidjson::Document::AllocatorType &alloc) {
            node.AddMember(rapidjson::Value(key.c_str(), key.length(), alloc).Move(),
                rapidjson::Value(value).Move(), alloc);
        }
        static void add_member_float(rapidjson::Value& node, string key, double value,
            rapidjson::Document::AllocatorType &alloc) {
            node.AddMember(rapidjson::Value(key.c_str(), key.length(), alloc).Move(),
                rapidjson::Value(value).Move(), alloc);
        }
        static void add_member_bool(rapidjson::Value& node, string key, bool value,
            rapidjson::Document::AllocatorType &alloc) {
            node.AddMember(rapidjson::Value(key.c_str(), key.length(), alloc).Move(),
                rapidjson::Value(value).Move(), alloc);
        }
        static string to_string(const rapidjson::Value& v) {
            rapidjson::StringBuffer sb;
            rapidjson::Writer<rapidjson::StringBuffer> writer(sb);
            v.Accept(writer);
            std::string sResult = sb.GetString();
            return sResult;
        }
        static string to_styled_string(const rapidjson::Value& v) {
            rapidjson::StringBuffer sb;
            rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(sb);
            v.Accept(writer);
            std::string s = sb.GetString();
            return s;
        }
    } //namespace utils
    #endif // rapidjson_utils_h__
    
    1. 测试代码放在rapidjson_example.cpp中
    #include <iostream>
    #include <fstream>
    #include <sstream>
    #include <string>
    #include "rapidjson_utils.hpp"
    using std::string;
    int main(int argc, char** argv)
    {
        string data = "{\"user\":\"hello\",\"movies\":[{\"name\":\"TENET\",\"like\":10000}],\"song\":{\"暗里着迷\":\"已经播放了3遍\"},\"ratio\":0.98}";
        rapidjson::Document doc;
        rapidjson::ParseResult ok = doc.Parse(data.c_str());
        if (!ok) {
            printf("parse json failure id=%d offset=%d msg=%s\n", doc.GetParseError(), doc.GetErrorOffset(), rapidjson::GetParseError_En(doc.GetParseError()));
            return -1;
        }
        string user;
        utils::get_rapidjson_string(doc, "/user", user);
        printf("user=%s\n", user.c_str());
        ///< 使用迭代器遍历数组
        const rapidjson::Value* pMovies = rapidjson::GetValueByPointer(doc, "/movies");
        if (nullptr != pMovies && pMovies->IsArray() && !pMovies->Empty()) {
            for (rapidjson::Value::ConstValueIterator iter = pMovies->Begin(); iter != pMovies->End(); iter++) {
                string name;
                int like;
                utils::get_rapidjson_string(*iter, "/name", name);
                utils::get_rapidjson_int(*iter, "/like", like);
                printf("movie=%s like=%d\n", name.c_str(), like);
            }
        }
        const rapidjson::Value* pSong = rapidjson::GetValueByPointer(doc, "/song");
        if (nullptr != pSong && pSong->IsObject() && !pSong->ObjectEmpty()) {
            ///< 使用迭代器遍历object
            const rapidjson::Value& song = *pSong;
            for (rapidjson::Value::ConstMemberIterator miter = song.MemberBegin(); miter != song.MemberEnd(); miter++) {
                const rapidjson::Value& name = miter->name;
                const rapidjson::Value& value = miter->value;
                printf("song=%s message=%s\n", name.GetString(), value.GetString());
            }
        }
        float ratio;
        utils::get_rapidjson_number(doc, "/ratio", ratio);
        printf("ratio=%f\n", ratio);
        ///< 生成一个新的json
        rapidjson::Document out(rapidjson::kObjectType);
        rapidjson::Document::AllocatorType &a = out.GetAllocator();
        out.CopyFrom(doc, a);
        rapidjson::Value* pNewMovies = rapidjson::GetValueByPointer(out, "/movies");
        rapidjson::Value movie(rapidjson::kObjectType);
        utils::add_member_string(movie, "name", "Memento", a);
        utils::add_member_int(movie, "like", 12366, a);
        utils::add_member_float(movie, "score", 0.95, a);
        pNewMovies->PushBack(movie.Move(), a);
        ///< SetValueByPointer可以新增节点
        rapidjson::SetValueByPointer(out, "/version", 2.0, a);
        string s = utils::to_styled_string(out);
        printf("after modify json=%s\n", s.c_str());
        return 0;
    }
    

    参考:
    rapidjson官网:http://rapidjson.org/zh-cn/
    git仓库:https://github.com/Tencent/rapidjson.git
    一些json解析器的性能对比:https://github.com/miloyip/nativejson-benchmark
    jsoncpp和rapidjson哪个好用?:https://www.zhihu.com/question/23654513

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  • 原文地址:https://www.cnblogs.com/duothink/p/14672928.html
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