基于Redis缓存几十万条记录的快速模糊检索的功能实现(c#)
在开发一套大型的信息系统中,发现很多功能需要按公司查询,各个模块在实现时都是直接查数据库进行模糊检索,虽然对表进行向各个应用的库中进行了同步,但是在使用中发现,模糊检索公司时还是比较卡,原始的查询数据库实现方法:
var organizeManager = new BaseOrganizeManager(DbHelperFactory.GetHelper(BaseSystemInfo.BusinessDbType, BaseSystemInfo.BusinessDbConnection));
if (string.IsNullOrEmpty(key))
{
return null;
}
key = DbLogic.SqlSafe(key);
var where = "(" + BaseOrganizeEntity.FieldFullName + " LIKE'%" + key
+ "%' OR " + BaseOrganizeEntity.FieldCode + " LIKE '%" + key + "%' OR "
+ BaseOrganizeEntity.FieldSimpleSpelling + " LIKE '%" + key + "%' OR "
+ BaseOrganizeEntity.FieldQuickQuery + " LIKE '%" + key + "%') AND "
+ BaseOrganizeEntity.FieldDeletionStateCode + " = 0 ";
var items = organizeManager.GetList2<BaseOrganizeEntity>(where, , " Id desc"); if (returnId)
{
returnList = items.Select(t => new SuggestEntity(t.FullName, t.Id)).ToList();
returnList = items.Select(t => new SuggestEntity(t.FullName + " " + t.Code, t.Id)).ToList();
}
else
{
if (showCode)
{
returnList = items.Select(t => new SuggestEntity(t.FullName, t.Code)).ToList();
}
else
{
returnList = items.Select(t => new SuggestEntity(t.FullName, t.FullName)).ToList();
}
}
return returnList;
为了提高用户体验,对公司的模糊检索使用了Redis缓存,按照以下原则:
1:读取最少的数据;
2:网络传输最少的数据;
3:所有的可能性都预先缓存;
4:缓存过期后的搜索;
5:数据库的读取压力减少;
6:缓存是否重复;
7:缓存最少的内容,占用最少的内存;
8:所有的应用共享一份缓存数据;
下面来开始具体实现
1、Redis缓存辅助类创建:
public sealed partial class PooledRedisHelper
{
// 数据库
public static int InitialDb = ;
private static PooledRedisClientManager instance = null;
public static PooledRedisClientManager Instance
{
get
{
if (instance == null)
{
instance = new PooledRedisClientManager(new string[] { BaseSystemInfo.RedisHosts });
} return instance;
}
} static PooledRedisHelper()
{
} public static IRedisClient GetClient()
{
return Instance.GetClient();
}
}
2、缓存数据预热,具体实现时每天缓存更新一次即可(为了更精准找到检索的内容,加入到缓存时按公司名字的顺序缓存)
public static void CachePreheatingSpelling()
{
BaseOrganizeManager organizeManager = new Business.BaseOrganizeManager();
organizeManager.SelectFields = BaseOrganizeEntity.FieldId
+ ", " + BaseOrganizeEntity.FieldCode
+ ", " + BaseOrganizeEntity.FieldFullName;
List<KeyValuePair<string, object>> parameters = new List<KeyValuePair<string, object>>();
parameters.Add(new KeyValuePair<string, object>(BaseOrganizeEntity.FieldDeletionStateCode, ));
using (var redisClient = PooledRedisHelper.GetClient())
{
//using (IDataReader dataReader = organizeManager.ExecuteReader(parameters, BaseOrganizeEntity.FieldId))
using (IDataReader dataReader = organizeManager.ExecuteReader(parameters, BaseOrganizeEntity.FieldFullName))
{
while (dataReader.Read())
{
string id = dataReader[BaseOrganizeEntity.FieldId].ToString();
string code = dataReader[BaseOrganizeEntity.FieldCode].ToString();
string fullName = dataReader[BaseOrganizeEntity.FieldFullName].ToString();
string simpleSpelling = dataReader[BaseOrganizeEntity.FieldSimpleSpelling].ToString();
string quickQuery = dataReader[BaseOrganizeEntity.FieldQuickQuery].ToString(); string organize = id + ";" + code + ";" + fullName;
string key = string.Empty;
for (int i = ; i <= code.Length; i++)
{
key = code.Substring(, i).ToLower();
redisClient.AddItemToSortedSet(key, organize, double.Parse(id));
redisClient.ExpireEntryAt(key, DateTime.Now.AddDays());
}
for (int i = ; i <= fullName.Length; i++)
{
key = fullName.Substring(, i).ToLower();
redisClient.AddItemToSortedSet(key, organize, double.Parse(id));
redisClient.ExpireEntryAt(key, DateTime.Now.AddDays());
}
for (int i = ; i <= simpleSpelling.Length; i++)
{
key = simpleSpelling.Substring(, i).ToLower();
redisClient.AddItemToSortedSet(key, organize, double.Parse(id));
redisClient.ExpireEntryAt(key, DateTime.Now.AddDays());
}
for (int i = ; i <= quickQuery.Length; i++)
{
key = quickQuery.Substring(, i).ToLower();
redisClient.AddItemToSortedSet(key, organize, double.Parse(id));
redisClient.ExpireEntryAt(key, DateTime.Now.AddDays());
}
}
}
}
}
缓存中的数据是怎样的呢,从上面代码中我们可以看出,涉及检索公司的所有可能性(按名称、拼音、Code检索)组合都进行了缓存,读取时直接按Key取数据,比缓存整张表再查询速度要快很多。
下图是缓存数据的局部截图,这是测试环境缓存的数据,一共166440条记录。
aaarticlea/png;base64,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" alt="" />
3、模糊检索Redis缓存公司数据方法,检索时按Key取数据( List<string> list = redisClient.GetRangeFromSortedList(key, 0, topLimit);)
/// <summary>
/// Redis中检索公司
/// </summary>
/// <param name="key"></param>
/// <param name="returnId"></param>
/// <param name="showCode"></param>
/// <param name="topLimit"></param>
/// <returns></returns>
public static List<KeyValuePair<string, string>> GetOrganizesByKey(string key, bool returnId = true, bool showCode = false, int topLimit = )
{
List<KeyValuePair<string, string>> result = new List<KeyValuePair<string, string>>();
using (var redisClient = PooledRedisHelper.GetClient())
{
List<string> list = redisClient.GetRangeFromSortedList(key, , topLimit);
if (list != null)
{
for (int i = ; i < list.Count; i++)
{
string[] organize = list[i].Split(';');
string id = organize[];
string code = organize[];
string fullName = organize[];
if (returnId)
{
if (showCode)
{
result.Add(new KeyValuePair<string, string>(id, fullName + " " + code));
}
else
{
result.Add(new KeyValuePair<string, string>(id, fullName));
}
}
else
{
if (showCode)
{
result.Add(new KeyValuePair<string, string>(code, fullName + " " + code));
}
else
{
result.Add(new KeyValuePair<string, string>(code, fullName));
}
} }
}
} return result;
}
4、前端在应用时,直接调用底层这个方法,再封装成选择下拉框需要的数据即可,如:
/// <summary>
/// 公司检索 从redis中查询
/// </summary>
/// <param name="key"></param>
/// <param name="category"></param>
/// <param name="userInfo"></param>
/// <param name="showCode"></param>
/// <param name="returnId"></param>
/// <param name="topLimit"></param>
/// <returns></returns>
public List<SuggestEntity> GetOrganizesByKey(string key, string category, BaseUserInfo userInfo, bool returnId = true, bool showCode = false, int topLimit = )
{
List<SuggestEntity> returnList = new List<SuggestEntity>();
List<KeyValuePair<string, string>> list = BaseOrganizeManager.GetOrganizesByKey(key, returnId, showCode, );
foreach (var organize in list)
{
returnList.Add(new SuggestEntity(organize.Value, organize.Key));
}
return returnList;
}
前端模糊检索时,渲染选择的效果
使用这种方式后,比以前检索速度,效率都快了很多,用户体验也好了。
基于Redis缓存几十万条记录的快速模糊检索的功能实现(c#)的更多相关文章
- .NET基于Redis缓存实现单点登录SSO的解决方案[转]
一.基本概念 最近公司的多个业务系统要统一整合使用同一个登录,这就是我们耳熟能详的单点登录,现在就NET基于Redis缓存实现单点登录做一个简单的分享. 单点登录(Single Sign On),简称 ...
- .NET基于Redis缓存实现单点登录SSO的解决方案
一.基本概念 最近公司的多个业务系统要统一整合使用同一个登录,这就是我们耳熟能详的单点登录,现在就NET基于Redis缓存实现单点登录做一个简单的分享. 单点登录(Single Sign On),简称 ...
- 基于Redis缓存的Session共享(附源码)
基于Redis缓存的Session共享(附源码) 在上一篇文章中我们研究了Redis的安装及一些基本的缓存操作,今天我们就利用Redis缓存实现一个Session共享,基于.NET平台的Seesion ...
- 基于Redis缓存的Session共享测试(转)
本机ip为192.168.1.101 1.准备测试环境 两个Tomcat 在Eclipse中新建2个Servers,指定对应的Tomcat,端口号错开. Tomcat1(18005.18080.180 ...
- Redis缓存实现单点登录SSO
.NET基于Redis缓存实现单点登录SSO的解决方案 .NET基于Redis缓存实现单点登录SSO的解决方案 一.基本概念 最近公司的多个业务系统要统一整合使用同一个登录,这就是我们耳熟能详的单 ...
- spring-boot-2.0.3之redis缓存实现,不是你想的那样哦!
前言 开心一刻 小白问小明:“你前面有一个5米深的坑,里面没有水,如果你跳进去后该怎样出来了?”小明:“躺着出来呗,还能怎么出来?”小白:“为什么躺着出来?”小明:“5米深的坑,还没有水,跳下去不死就 ...
- Redis缓存相关
Redis缓存服务搭建及实现数据读写 RedisHelper帮助类 /// <summary> /// Redis 帮助类文件 /// </summary> public cl ...
- Tomcat7基于Redis的Session共享实战二
目前,为了使web能适应大规模的访问,需要实现应用的集群部署.集群最有效的方案就是负载均衡,而实现负载均衡用户每一个请求都有可能被分配到不固定的服务器上,这样我们首先要解决session的统一来保证无 ...
- Redis缓存服务搭建及实现数据读写
发现博客园中好多大牛在介绍自己的开源项目是很少用到缓存,比如Memcached.Redis.mongodb等,今天得空抽时间把Redis缓存研究了一下,写下来总结一下,跟大家一起分享 一下.由于小弟水 ...
随机推荐
- 三位数流水码的生成(000·····009··00A····00Z····ZZZ)
//规格代码的生成 private String getCode (String code) { char[] chars=code.toCharArray(); if (chars[2]==57){ ...
- Web后端 JAVA实现验证码生成与验证功能
首先,写一个验证码生成帮助类,用来绘制随机字母: <span style="font-size:14px;">import java.awt.Color; impor ...
- Netty中ByteBuf的引用计数线程安全的实现原理
原文链接 Netty中ByteBuf的引用计数线程安全的实现原理 代码仓库地址 ByteBuf 实现了ReferenceCounted 接口,实现了引用计数接口,该接口的retain(int) 方法为 ...
- 2019-1-17 前言 C#高级编程(第11版)
C#已更新为更快的速度.主要版本7.0是2017年3月发布,次要版本7.1和7.2很快发布在2017年8月和2017年12月.通过项目设置,您可以与每个应用程序一起分发,是开源的,不可用仅适用于Win ...
- 查看Eclipse版本号及各个版本区别
1. 找到eclipse安装目录 2. 进入readme文件夹,打开readme_eclipse.html 3. readme_eclipse.html呈现的第二行即数字版本号,如: Eclipse ...
- C#:System.Array简单使用
1.C# 中的数组 1.1 定义数组: 1.1.1 定义不初始化:数据类型[] 数组名称= new 数据类型[元素个数]; 1.1.2 定义并初始化:数据类型[] 数组名称= new 数据类型[ ...
- java网络编程基本知识
1.基本概念 网络:一组相互连接的计算机,多台计算机组成,使用物理线路进行连接 网络连接的功能:交换数据.共享资源 网络编程3要素: IP 地址:唯一标识网络上的每一台计算机,两台计算机之间通信的必备 ...
- opendir函数和readdir函数内涵及用法
工作中遇到奇怪的事,加载增量的时候加载不上.于是开始分析原因,log里边没有任何错误信息,只有加载完成的标志.增量的数据在目录里边是存在的,但是显示的目录大小却不是4096,而是17,不知道为什么.后 ...
- 菜鸟学IT之python网页爬取多页爬取
作业来源:https://edu.cnblogs.com/campus/gzcc/GZCC-16SE1/homework/3002 0.从新闻url获取点击次数,并整理成函数 newsUrl news ...
- VS + QT 出现 LNK2001 无法解析的外部符号 QMetaObject 的问题
在一个QT项目中新建一个带QObject定义的类后 (不是继承),可能会出现LNK2001 的错误,这是由于IDE没有自动为新建的类生成 moc_XXXX.cpp 文件导致的. 一种做法是手动生成mo ...