ik分词器采用MySQL热更新
2023/8/18 23:22:56
本文主要是介绍ik分词器采用MySQL热更新，对大家解决编程问题具有一定的参考价值，需要的程序猿们随着小编来一起学习吧！
ik分词器采用MySQL热更新
官方所给的IK分词器只支持远程文本文件热更新，不支持采用MySQL热更新，没关系，这难不倒伟大的博主，给哈哈哈。今天就来和大家讲一下如何采用MySQL做热更新IK分词器的词库。
一、建立数据库表
CREATE TABLE `es_extra_main`
(
`id` int(11) NOT NULL AUTO_INCREMENT COMMENT '主键',
`word` varchar(255) CHARACTER SET utf8mb4 NOT NULL COMMENT '词',
`is_deleted` tinyint(1) NOT NULL DEFAULT '0' COMMENT '是否已删除',
`update_time` timestamp(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6) ON UPDATE CURRENT_TIMESTAMP (6) COMMENT '更新时间',
PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
CREATE TABLE `es_extra_stopword`
(
`id` int(11) NOT NULL AUTO_INCREMENT COMMENT '主键',
`word` varchar(255) CHARACTER SET utf8mb4 NOT NULL COMMENT '词',
`is_deleted` tinyint(1) NOT NULL DEFAULT '0' COMMENT '是否已删除',
`update_time` timestamp(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6) ON UPDATE CURRENT_TIMESTAMP (6) COMMENT '更新时间',
PRIMARY KEY (`id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
二、修改IK分词器插件源码
2. 1修改pom文件
<!--mysql驱动--> <dependency> <groupId>mysql</groupId> <artifactId>mysql-connector-java</artifactId> <version>8.0.29</version> </dependency>
2.2 新增DatabaseMonitor类
这里新增一个关于MySQL的类，源码中有关于远程文本文件的热更新源码，我们这边仿照源码来写一就可以啦。
package org.wltea.analyzer.dic;
import org.apache.logging.log4j.Logger;
import org.elasticsearch.SpecialPermission;
import org.wltea.analyzer.help.ESPluginLoggerFactory;
import java.security.AccessController;
import java.security.PrivilegedAction;
import java.sql.*;
import java.time.LocalDate;
import java.time.LocalDateTime;
import java.time.LocalTime;
public class DatabaseMonitor implements Runnable {
private static final Logger logger = ESPluginLoggerFactory.getLogger(DatabaseMonitor.class.getName());
public static final String PATH_JDBC_PROPERTIES = "jdbc.properties";
private static final String JDBC_URL = "jdbc.url";
private static final String JDBC_USERNAME = "jdbc.username";
private static final String JDBC_PASSWORD = "jdbc.password";
private static final String JDBC_DRIVER = "jdbc.driver";
private static final String SQL_UPDATE_MAIN_DIC = "jdbc.update.main.dic.sql";
private static final String SQL_UPDATE_STOPWORD = "jdbc.update.stopword.sql";
/**
* 更新间隔
*/
public final static String JDBC_UPDATE_INTERVAL = "jdbc.update.interval";
private static final Timestamp DEFAULT_LAST_UPDATE = Timestamp.valueOf(LocalDateTime.of(LocalDate.of(2020, 1, 1), LocalTime.MIN));
private static Timestamp lastUpdateTimeOfMainDic = null;
private static Timestamp lastUpdateTimeOfStopword = null;
public String getUrl() {
return Dictionary.getSingleton().getProperty(JDBC_URL);
}
public String getUsername() {
return Dictionary.getSingleton().getProperty(JDBC_USERNAME);
}
public String getPassword() {
return Dictionary.getSingleton().getProperty(JDBC_PASSWORD);
}
public String getDriver() {
return Dictionary.getSingleton().getProperty(JDBC_DRIVER);
}
public String getUpdateMainDicSql() {
return Dictionary.getSingleton().getProperty(SQL_UPDATE_MAIN_DIC);
}
public String getUpdateStopwordSql() {
return Dictionary.getSingleton().getProperty(SQL_UPDATE_STOPWORD);
}
/**
* 加载MySQL驱动
*/
public DatabaseMonitor() {
SpecialPermission.check();
AccessController.doPrivileged((PrivilegedAction<Void>) () -> {
try {
Class.forName(getDriver());
} catch (ClassNotFoundException e) {
logger.error("mysql jdbc driver not found", e);
}
return null;
});
}
@Override
public void run() {
SpecialPermission.check();
AccessController.doPrivileged((PrivilegedAction<Void>) () -> {
Connection conn = getConnection();
// 更新主词典
updateMainDic(conn);
// 更新停用词
updateStopword(conn);
closeConnection(conn);
return null;
});
}
public Connection getConnection() {
Connection connection = null;
try {
connection = DriverManager.getConnection(getUrl(), getUsername(), getPassword());
} catch (SQLException e) {
logger.error("failed to get connection", e);
}
return connection;
}
public void closeConnection(Connection conn) {
if (conn != null) {
try {
conn.close();
} catch (SQLException e) {
logger.error("failed to close Connection", e);
}
}
}
public void closeRsAndPs(ResultSet rs, PreparedStatement ps) {
if (rs != null) {
try {
rs.close();
} catch (SQLException e) {
logger.error("failed to close ResultSet", e);
}
}
if (ps != null) {
try {
ps.close();
} catch (SQLException e) {
logger.error("failed to close PreparedStatement", e);
}
}
}
/**
* 主词典
*/
public synchronized void updateMainDic(Connection conn) {
logger.info("start update main dic");
int numberOfAddWords = 0;
int numberOfDisableWords = 0;
PreparedStatement ps = null;
ResultSet rs = null;
try {
String sql = getUpdateMainDicSql();
Timestamp param = lastUpdateTimeOfMainDic == null ? DEFAULT_LAST_UPDATE : lastUpdateTimeOfMainDic;
logger.info("param: " + param);
ps = conn.prepareStatement(sql);
ps.setTimestamp(1, param);
rs = ps.executeQuery();
while (rs.next()) {
String word = rs.getString("word");
word = word.trim();
if (word.isEmpty()) {
continue;
}
lastUpdateTimeOfMainDic = rs.getTimestamp("update_time");
if (rs.getBoolean("is_deleted")) {
logger.info("[main dic] disable word: {}", word);
// 删除
Dictionary.disableWord(word);
numberOfDisableWords++;
} else {
logger.info("[main dic] add word: {}", word);
// 添加
Dictionary.addWord(word);
numberOfAddWords++;
}
}
logger.info("end update main dic -> addWord: {}, disableWord: {}", numberOfAddWords, numberOfDisableWords);
} catch (SQLException e) {
logger.error("failed to update main_dic", e);
// 关闭 ResultSet、PreparedStatement
closeRsAndPs(rs, ps);
}
}
/**
* 停用词
*/
public synchronized void updateStopword(Connection conn) {
logger.info("start update stopword");
int numberOfAddWords = 0;
int numberOfDisableWords = 0;
PreparedStatement ps = null;
ResultSet rs = null;
try {
String sql = getUpdateStopwordSql();
Timestamp param = lastUpdateTimeOfStopword == null ? DEFAULT_LAST_UPDATE : lastUpdateTimeOfStopword;
logger.info("param: " + param);
ps = conn.prepareStatement(sql);
ps.setTimestamp(1, param);
rs = ps.executeQuery();
while (rs.next()) {
String word = rs.getString("word");
word = word.trim();
if (word.isEmpty()) {
continue;
}
lastUpdateTimeOfStopword = rs.getTimestamp("update_time");
if (rs.getBoolean("is_deleted")) {
logger.info("[stopword] disable word: {}", word);
// 删除
Dictionary.disableStopword(word);
numberOfDisableWords++;
} else {
logger.info("[stopword] add word: {}", word);
// 添加
Dictionary.addStopword(word);
numberOfAddWords++;
}
}
logger.info("end update stopword -> addWord: {}, disableWord: {}", numberOfAddWords, numberOfDisableWords);
} catch (SQLException e) {
logger.error("failed to update main_dic", e);
} finally {
// 关闭 ResultSet、PreparedStatement
closeRsAndPs(rs, ps);
}
}
}
2.3 修改代码
初始化方法中新增加载JDBC的方法和将getProperty改为public
并且在Dictionary类后面新增下面的方法
/**
* 加载新词条
*/
public static void addWord(String word) {
singleton._MainDict.fillSegment(word.trim().toLowerCase().toCharArray());
}
/**
* 移除（屏蔽）词条
*/
public static void disableWord(String word) {
singleton._MainDict.disableSegment(word.trim().toLowerCase().toCharArray());
}
/**
* 加载新停用词
*/
public static void addStopword(String word) {
singleton._StopWords.fillSegment(word.trim().toLowerCase().toCharArray());
}
/**
* 移除（屏蔽）停用词
*/
public static void disableStopword(String word) {
singleton._StopWords.disableSegment(word.trim().toLowerCase().toCharArray());
}
/**
* 加载 jdbc.properties
*/
public void loadJdbcProperties() {
Path file = PathUtils.get(getDictRoot(), DatabaseMonitor.PATH_JDBC_PROPERTIES);
try {
props.load(new FileInputStream(file.toFile()));
logger.info("====================================properties====================================");
for (Map.Entry<Object, Object> entry : props.entrySet()) {
logger.info("{}: {}", entry.getKey(), entry.getValue());
}
logger.info("====================================properties====================================");
} catch (IOException e) {
logger.error("failed to read file: " + DatabaseMonitor.PATH_JDBC_PROPERTIES, e);
}
}
三、修改插件的权限
grant {
// needed because of the hot reload functionality
permission java.net.SocketPermission "*", "connect,resolve";
permission java.lang.RuntimePermission "setContextClassLoader";
};
四、打包
4.1 加入依赖
将MySQL的jar包依赖加入进来，否则打包会缺少jar包保持错。
<include>mysql:mysql-connector-java</include>
4.2 package
打包成zip文件，然后加压成文件夹
五、安装
将解压的文件夹放到ES的plugins目录下，然后配置一下config目录下的数据库配置信息，最后再重启一下ES即可完成安装。
六、测试验证
在数据库表中中新增下面自己的想要的关键词，然后去Kibana中做测试验证，可以发现已经可以啦。
关键词
停止词
POST _analyze
{
"text": ["俺是熊二呗"],
"analyzer": "ik_max_word"
}
运行结果
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