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;});}@Overridepublic 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、PreparedStatementcloseRsAndPs(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、PreparedStatementcloseRsAndPs(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 functionalitypermission 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