ES IK插件自带基础中文分词词典如下：
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但是基础字典不能满足用户自定义需求，故需要IK支持词典自定义能力
** ES自定义分词词库有以下方式：**
方式一：用户在本地自定义词典
1.在elasticsearch-XXX(版本号)/plugins/ik/config目录下新增xx.dic文件，作为用户个性化词典，而后在plugins/ik/config目录的IKAnalyzer.cfg.xml配置文件内新增自定义扩展词典。
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** 2. 将自定义的xx.dic文件名称填入中，如**
** 3.配置之后需要重启ES服务才能生效**
4.测试
1）未加自定义词库
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2）在个性化字典中加入个性化词，重启es集群，再次执行分词。
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5.缺点：每次在个性化词典中新增词汇后，都需要重启es，一旦新增次数频繁会造成大量的时间浪费，且不利于es本身
方式二：配置远程自定义词典
1.在IKAnalyzer.cfg.xml配置文件中修改配置项
其中location是指一个 url，比如http://yoursite.com/getCustomDict，该请求只需满足以下两点即可完成分词热更新。
该 http 请求需要返回两个头部(header)，一个是Last-Modified，一个是ETag，这两者都是字符串类型，只要有一个发生变化，该插件就会去抓取新的分词进而更新词库。
该 http 请求返回的内容格式是一行一个分词，换行符用\n即可。
满足上面两点要求可实现热更新分词，不需要重启 ES 实例。
可以将需自动更新的热词放在一个 UTF-8 编码的 .txt 文件里，放在 nginx 或其他简易 http server 下，当 .txt 文件修改时，http server 会在客户端请求该文件时自动返回相应的 Last-Modified 和 ETag，或者可以另外做一个工具来从业务系统提取相关词汇，并更新这个 .txt 文件。
2.IK同时支持多个词典文件加载，经过尝试使用*.dic 方式进行多文件匹配不可行
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需使用";"来分隔不同dic文件路径
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3.实例工具代码如下
private static final String EXT_DICT_PATH = "/data/soft/mydic";
/**
* Description:加载扩展词
* @param response
*/
@RequestMapping(value="/getCustomDict.htm")
public void getCustomDict(HttpServletRequest request, HttpServletResponse response){
try {
// 读取字典文件
String path = EXT_DICT_PATH;
File file = new File(path);
String content = "";
if(file.exists()){
// 读取文件内容
FileInputStream fi = new FileInputStream(file);
byte[] buffer = new byte[(int) file.length()];
int offset = 0, numRead = 0;
while (offset < buffer.length && (numRead = fi.read(buffer, offset, buffer.length - offset)) >= 0) {
offset += numRead;
}
fi.close();
content = new String(buffer, "UTF-8");
}
// 返回数据
OutputStream out= response.getOutputStream();
response.setHeader("Last-Modified", String.valueOf(content.length()));
response.setHeader("ETag",String.valueOf(content.length()));
response.setContentType("text/plain; charset=utf-8");
out.write(content.getBytes("utf-8"));
out.flush();
logger.info(content+"这是读取数据值");
} catch (Exception e) {
e.printStackTrace();
}
}
修改IKAnalyzer.cfg.xml配置文件
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格式为ip:port/接口名称 or 远程服务器文件位置
方式三：修改IK源码，使用mysql数据库实现热更新
ik github地址：https://github.com/medcl/elasticsearch-analysis-ik
1.git clone到本地，check至当前es版本
2.在Dictionary.java中新增一个方法
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public void addStopWords(Collection words) {
if (words != null) {
for (String word : words) {
if (word != null) {
// 批量加载词条到主内存词典中
_StopWords.fillSegment(word.trim().toCharArray());
}
}
}
}
3.新增ext包，增加三个java文件
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** DBHelper.java**
package org.wltea.analyzer.ext;
import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.text.SimpleDateFormat;
import java.time.LocalDate;
import java.util.Arrays;
import java.util.Date;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.TimeZone;
import org.apache.logging.log4j.Logger;
import org.elasticsearch.common.logging.Loggers;
public class DBHelper {
Logger logger=Loggers.getLogger(DBRunnable.class);
public static String url = null;
public static String dbUser = null;
public static String dbPwd = null;
public static String dbTable = null;
/*public static String url = "jdbc:mysql:///elasticsearch";
public static String dbUser = "root";
public static String dbPwd = "whdhz19";
public static String dbTable = "t_es_ik_dic";*/
private Connection conn;
public static Map lastImportTimeMap = new HashMap();
static{
try {
Class.forName("com.mysql.jdbc.Driver");
// 加载Mysql数据驱动
} catch (Exception e) {
e.printStackTrace();
}
}
private Connection getConn() throws Exception {
try {
conn = DriverManager.getConnection(url, dbUser, dbPwd);
// 创建数据连接
} catch (Exception e) {
e.printStackTrace();
}
return conn;
}
/**
*
* @param key 数据库中的属性 扩展词 停用词 同义词等
* @param flag
* @param synony
* @return
* @throws Exception
*/
public String getKey(String key, boolean flag, boolean... synony) throws Exception {
conn = getConn();
StringBuilder data = new StringBuilder();
PreparedStatement ps = null;
ResultSet rs = null;
try {
StringBuilder sql = new StringBuilder("select * from " + dbTable + " where delete_type=0");
//lastImportTime 最新更新时间
Date lastImportTime = DBHelper.lastImportTimeMap.get(key);
SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
if (lastImportTime != null && flag) {
sql.append(" and update_time > '" + sdf.format(lastImportTime) + "'");
}
sql.append(" and " + key + " !=''");
lastImportTime = new Date();
lastImportTimeMap.put(key,lastImportTime);
//如果打印出来的时间 和本地时间不一样，则要注意JVM时区是否和服务器系统时区一致
logger.warn("sql==={}",sql.toString());
ps = conn.prepareStatement(sql.toString());
rs = ps.executeQuery();
while (rs.next()) {
String value = rs.getString(key);
if (StringUtils.isNotBlank(value)) {
if (synony != null&&synony.length>0) {
data.append(value + "\n");
} else {
data.append(value + ",");
}
}
}
} catch (Exception e) {
e.printStackTrace();
} finally {
try {
if (ps != null) {
ps.close();
}
if (rs != null) {
rs.close();
}
conn.close();
} catch (Exception e) {
e.printStackTrace();
}
}
return data.toString();
}
public static void main(String[] args) throws Exception {
DBHelper dbHelper=new DBHelper();
String extWords=dbHelper.getKey("ext_word",true);
List extList = Arrays.asList(extWords.split(","));
System.out.println(extList);
// System.out.println(getKey("stopword"));
// System.out.println(getKey("synonym"));
LocalDate now=LocalDate.now();
}
}
** DBRunnable.java**
package org.wltea.analyzer.ext;
import java.util.Arrays;
import java.util.List;
import org.apache.logging.log4j.Logger;
import org.elasticsearch.common.logging.Loggers;
import org.wltea.analyzer.dic.Dictionary;
public class DBRunnable implements Runnable {
Logger logger = Loggers.getLogger(DBRunnable.class);
private String extField;
private String stopField;
public DBRunnable(String extField, String stopField) {
super();
this.extField = extField;
this.stopField = stopField;
}
@Override
public void run() {
logger.warn("开始加载词库========");
//获取词库
Dictionary dic = Dictionary.getSingleton();
DBHelper dbHelper = new DBHelper();
try {
String extWords = dbHelper.getKey(extField, true);
String stopWords = dbHelper.getKey(stopField, true);
if(StringUtils.isNotBlank(extWords)){
List extList = Arrays.asList(extWords.split(","));
//把扩展词加载到主词库中
dic.addWords(extList);
logger.warn("加载扩展词成功========");
logger.warn("extWords为==={}",extWords);
}
if(StringUtils.isNotBlank(stopWords)){
List stopList = Arrays.asList(stopWords.split(","));
//把扩展词加载到主词库中
dic.addStopWords(stopList);
logger.warn("加载停用词成功========");
logger.warn("stopWords为==={}",stopWords);
}
} catch (Exception e) {
logger.warn("加载扩展词失败========{}",e);
}
}
}
4.在AnalysisIkplugins.java中新增识别配置文件属性方法
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@Override
public List> getSettings() {
Setting dbUrl=new Setting<>("dbUrl", "", Function.identity(), Setting.Property.NodeScope);
Setting dbUser = new Setting<>("dbUser", "", Function.identity(),Setting.Property.NodeScope);
Setting dbPwd = new Setting<>("dbPwd", "", Function.identity(),Setting.Property.NodeScope);
Setting dbTable = new Setting<>("dbTable", "", Function.identity(),Setting.Property.NodeScope);
Setting extField = new Setting<>("extField", "", Function.identity(),Setting.Property.NodeScope);
Setting stopField = new Setting<>("stopField", "", Function.identity(),Setting.Property.NodeScope);
Setting flushTime =Setting.intSetting("flushTime", 5, Setting.Property.NodeScope);
Setting autoReloadDic = Setting.boolSetting("autoReloadDic", false, Setting.Property.NodeScope);
return Arrays.asList(dbUrl,dbUser,dbPwd,dbTable,extField,stopField,flushTime,autoReloadDic);
}
5.修改IkTokenizerFactory.java的构造方法
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public IkTokenizerFactory(IndexSettings indexSettings, Environment env, String name, Settings settings) {
super(indexSettings, name, settings);
configuration=new Configuration(env,settings);
//从es配置文件elasticserach.yml中获取mysql信息
Settings s = indexSettings.getSettings();
String dbUrl = s.get("dbUrl");
boolean autoReloadDic=s.getAsBoolean("autoReloadDic", false);
if(autoReloadDic&& StringUtils.isBlank(DBHelper.url)&&StringUtils.isNotBlank(dbUrl)){
String dbUser = s.get("dbUser");
String dbPwd = s.get("dbPwd");
//获取每隔多久从数据库更新信息 默认60S
Integer flushTime = s.getAsInt("flushTime", 60);
String dbTable = s.get("dbTable");
DBHelper.dbTable=dbTable;
DBHelper.dbUser=dbUser;
DBHelper.dbPwd=dbPwd;
DBHelper.url=dbUrl;
logger.warn("dbUrl=========={}",dbUrl);
String extField = s.get("extField");
String stopField = s.get("stopField");
logger.warn("extField=========={}",extField);
logger.warn("stopField=========={}",stopField);
ScheduledExecutorService scheduledExecutorService = Executors.newSingleThreadScheduledExecutor();
scheduledExecutorService.scheduleAtFixedRate(new DBRunnable(extField,stopField), 0, flushTime, TimeUnit.SECONDS);
}
}
6.修改pom文件，增加mysql驱动
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执行mvn clean package 命令生成jar包
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把修改后的jar放入plugins/ik目录下，替换原有文件
并同时放入mysql驱动包(版本最好同mvn中的驱动版本保持一致)
7.修改elasticsearch配置文件
vim config/elasticsearch.yml
在末尾增加
dbUrl: jdbc:mysql://XXXXXXX:3306/数据库名
dbUser: 用户名
dbPwd:密码
dbTable: hot_words
extField: ext_word
stopField: stop_word
flushTime: 5
autoReloadDic: true
8.mysql建表
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9.重启es
注：重启后es会产生如下错误
java.security.AccessControlException: access denied (java.net.SocketPermission172.16.154.26:3306 connect,resolve)
目前的解决方式是在运行es环境内找到%JAVA_HOME%/jre6/lib/security/java.policy 文件
增加
permission java.net.SocketPermission "172.16.154.26:3306","accept";
permission java.net.SocketPermission "172.16.154.26:3306","listen";
permission java.net.SocketPermission "172.16.154.26:3306","resolve";
permission java.net.SocketPermission "172.16.154.26:3306","connect";
再次重启es后，成功