我们知道,Flume可以和许多的系统进行整合,包括了Hadoop、Spark、Kafka、Hbase等等;当然,强悍的Flume也是可以和Mysql进行整合,将分析好的日志存储到Mysql(当然,你也可以存放到pg、oracle等等关系型数据库)。
不过我这里想多说一些:Flume是分布式收集日志的系统;既然都分布式了,数据量应该很大,为什么你要将Flume分析出来的数据用Mysql进行储存?能否在下面评论处留下你的使用场景呢?
其实,Flume和Mysql进行整合开发的过程也是相当的简单的。代码如下:
package com.iteblog.flume;
/**
* User: 过往记忆
* Date: 14-9-4
* Time: 下午13:16
* bolg:
* 本文地址:/archives/1109
* 过往记忆博客,专注于hadoop、hive、spark、shark、flume的技术博客,大量的干货
* 过往记忆博客微信公共帐号:iteblog_hadoop
*/
import com.google.common.base.Preconditions;
import com.google.common.base.Throwables;
import com.google.common.collect.Lists;
import org.apache.flume.*;
import org.apache.flume.conf.Configurable;
import org.apache.flume.sink.AbstractSink;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.PreparedStatement;
import java.sql.SQLException;
import java.util.List;
public class MysqlSink extends AbstractSink implements Configurable {
private Logger LOG = LoggerFactory.getLogger(MysqlSink.class);
private String hostname;
private String port;
private String databaseName;
private String tableName;
private String user;
private String password;
private PreparedStatement preparedStatement;
private Connection conn;
private int batchSize;
public MysqlSink() {
LOG.info("MysqlSink start...");
}
@Override
public void configure(Context context) {
hostname = context.getString("hostname");
Preconditions.checkNotNull(hostname, "hostname must be set!!");
port = context.getString("port");
Preconditions.checkNotNull(port, "port must be set!!");
databaseName = context.getString("databaseName");
Preconditions.checkNotNull(databaseName, "databaseName must be set!!");
tableName = context.getString("tableName");
Preconditions.checkNotNull(tableName, "tableName must be set!!");
user = context.getString("user");
Preconditions.checkNotNull(user, "user must be set!!");
password = context.getString("password");
Preconditions.checkNotNull(password, "password must be set!!");
batchSize = context.getInteger("batchSize", 100);
Preconditions.checkNotNull(batchSize > 0, "batchSize must be a positive number!!");
}
@Override
public void start() {
super.start();
try {
//调用Class.forName()方法加载驱动程序
Class.forName("com.mysql.jdbc.Driver");
} catch (ClassNotFoundException e) {
e.printStackTrace();
}
String url = "jdbc:mysql://" + hostname + ":" + port + "/" + databaseName;
//调用DriverManager对象的getConnection()方法,获得一个Connection对象
try {
conn = DriverManager.getConnection(url, user, password);
conn.setAutoCommit(false);
//创建一个Statement对象
preparedStatement = conn.prepareStatement("insert into " + tableName +
" (content) values (?)");
} catch (SQLException e) {
e.printStackTrace();
System.exit(1);
}
}
@Override
public void stop() {
super.stop();
if (preparedStatement != null) {
try {
preparedStatement.close();
} catch (SQLException e) {
e.printStackTrace();
}
}
if (conn != null) {
try {
conn.close();
} catch (SQLException e) {
e.printStackTrace();
}
}
}
@Override
public Status process() throws EventDeliveryException {
Status result = Status.READY;
Channel channel = getChannel();
Transaction transaction = channel.getTransaction();
Event event;
String content;
List<String> actions = Lists.newArrayList();
transaction.begin();
try {
for (int i = 0; i < batchSize; i++) {
event = channel.take();
if (event != null) {
content = new String(event.getBody());
actions.add(content);
} else {
result = Status.BACKOFF;
break;
}
}
if (actions.size() > 0) {
preparedStatement.clearBatch();
for (String temp : actions) {
preparedStatement.setString(1, temp);
preparedStatement.addBatch();
}
preparedStatement.executeBatch();
conn.commit();
}
transaction.commit();
} catch (Throwable e) {
try {
transaction.rollback();
} catch (Exception e2) {
LOG.error("Exception in rollback. Rollback might not have been" +
"successful.", e2);
}
LOG.error("Failed to commit transaction." +
"Transaction rolled back.", e);
Throwables.propagate(e);
} finally {
transaction.close();
}
return result;
}
}
pom文件中的依赖:
<dependencies>
<dependency>
<groupId>org.apache.flume</groupId>
<artifactId>flume-ng-core</artifactId>
</dependency>
<dependency>
<groupId>org.apache.flume</groupId>
<artifactId>flume-ng-configuration</artifactId>
</dependency>
<dependency>
<groupId>mysql</groupId>
<artifactId>mysql-connector-java</artifactId>
<version>5.1.25</version>
</dependency>
<dependency>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-api</artifactId>
</dependency>
<dependency>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-log4j12</artifactId>
<scope>test</scope>
</dependency>
</dependencies>
运行程序时,先在Mysql中创建一个表
mysql> create table mysqltest(
-> id int(11) NOT NULL AUTO_INCREMENT,
-> content varchar(50000) NOT NULL,
-> PRIMARY KEY (`id`)
-> ) ENGINE=InnoDB AUTO_INCREMENT=4 DEFAULT CHARSET=utf8;
Query OK, 0 rows affected, 1 warning (0.05 sec)
然后在flume中创建以下配置
# User: 过往记忆 # Date: 14-9-4 # Time: 下午13:16 # bolg: # 本文地址:/archives/1109 # 过往记忆博客,专注于hadoop、hive、spark、shark、flume的技术博客,大量的干货 # 过往记忆博客微信公共帐号:iteblog_hadoop agent.sinks.mysqlSink.type = com.iteblog.flume.MysqlSink agent.sinks.mysqlSink.hostname=localhost agent.sinks.mysqlSink.port=3306 agent.sinks.mysqlSink.databaseName=ngmonitor agent.sinks.mysqlSink.tableName=mysqltest agent.sinks.mysqlSink.user=root agent.sinks.mysqlSink.password=123456 agent.sinks.mysqlSink.channel = c1
用下面的命令就可以启动:
bin/flume-ng agent -c conf/ -f conf/mysql_test.conf -n agent
再看下Mysql中的情况:
mysql> select count(*) from mysqltest; +----------+ | count(*) | +----------+ | 98300 | +----------+
好了,开发完成!上面的程序还可以改进,可以用Mybatis进行编写,将Flume处理逻辑和业务的处理逻辑分离开,这样下次只需要处理业务,Flume那块都不需要我们去考虑了,大大降低了编程的难度。具体怎么开发我就不说了,有需要请线下讨论。
本博客文章除特别声明,全部都是原创!原创文章版权归过往记忆大数据(过往记忆)所有,未经许可不得转载。
本文链接: 【Flume-ng与Mysql整合开发】(https://www.iteblog.com/archives/1109.html)


请问不报错也导不进去是什么原因?
你好,我想问一下channel和sources怎么配置
2015-12-07 01:22:50,250 (conf-file-poller-0) [ERROR - org.apache.flume.node.PollingPropertiesFileConfigurationProvider$FileWatcherRunnable.run(PollingPropertiesFileConfigurationProvider.java:142)] Failed to load configuration data. Exception follows.
org.apache.flume.FlumeException: Unable to load sink type: com.flume.flumemysql.FlumeSinkMysql, class: com.flume.flumemysql.FlumeSinkMysql
at org.apache.flume.sink.DefaultSinkFactory.getClass(DefaultSinkFactory.java:71)
at org.apache.flume.sink.DefaultSinkFactory.create(DefaultSinkFactory.java:43)
at org.apache.flume.node.AbstractConfigurationProvider.loadSinks(AbstractConfigurationProvider.java:410)
at org.apache.flume.node.AbstractConfigurationProvider.getConfiguration(AbstractConfigurationProvider.java:98)
at org.apache.flume.node.PollingPropertiesFileConfigurationProvider$FileWatcherRunnable.run(PollingPropertiesFileConfigurationProvider.java:140)
at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:471)
at java.util.concurrent.FutureTask.runAndReset(FutureTask.java:304)
at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$301(ScheduledThreadPoolExecutor.java:178)
at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
Caused by: java.lang.ClassNotFoundException: com.flume.flumemysql.FlumeSinkMysql
at java.net.URLClassLoader$1.run(URLClassLoader.java:366)
at java.net.URLClassLoader$1.run(URLClassLoader.java:355)
at java.security.AccessController.doPrivileged(Native Method)
at java.net.URLClassLoader.findClass(URLClassLoader.java:354)
at java.lang.ClassLoader.loadClass(ClassLoader.java:425)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:308)
at java.lang.ClassLoader.loadClass(ClassLoader.java:358)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:195)
at org.apache.flume.sink.DefaultSinkFactory.getClass(DefaultSinkFactory.java:69)
这是我全部改好之后遇到的错误 楼主 这是什么意思
你这没配对吧?
应该把编译好的包放到FLUME_HOME/lib目录下。
配置文件写错了 问题已经解决
请问什么配置写错了啊
希望能参考一下我的邮箱:1048277927@qq.com
我其实有个问题 上面的例子是将收集的日志直接存储到mysql里吧 但是Flume要怎么收集数据呢 初学者 抱歉
楼主你好,你这把能否提供本项目的源码文件 我最近也在做这个功能,但是由于刚接触flume 很多不会,希望能参考一下我的邮箱:hsq1194273706@qq.com
上面已经贴出本项目的全部代码呢,你自己去创建工程吧。。
楼主你好,你是把项目打包成jar包放到flume的lib下面执行flume启动命令么?
是的,然后可以和配置内置的sink一样去配置musqlsink
楼主 问你个很白痴的问题 我完全照着你的文档写的 但是我flume启动的时候指定监听的目录有去监听 但是数据库没有数据 试为什么
楼主 你flume配置文件里面 数据传输配置的是 channel吧 ? 如果在线希望速回
是channel的,数据库没有数据你看下是不是没有监听到。
那你的数据读取配置的是sources 还是source 还有 如果配置channel 那一条语句该怎么写 我申请了加群 希望楼主能审批下
监听到了 只是我配置文件写的是channels 这样写是不是上面的代码就找不到?所以没有存储成功
我不刚学哈
请问我要怎么测试呢
博主写得很好,多谢分享。
我这边使用Flume,是自定义Source,处理HTTP请求;自定义KafkaSink。Flume很优秀
kafkaSink我也写了。Flume功能是很强大。 😳