给我一个利用flume收集tomcat日志并将其保存到hive的教程
时间: 2023-05-12 15:02:40 浏览: 182
已上线的日志采集系统,使用flume收集日志.zip
可以参考以下步骤:
1. 安装Flume和Hive
首先需要安装Flume和Hive,可以参考官方文档进行安装。
2. 配置Flume
在Flume的配置文件中,需要设置source、channel和sink。source用于收集Tomcat日志,channel用于缓存日志数据,sink用于将日志数据写入Hive。
以下是一个简单的Flume配置文件示例:
```
# Name the components on this agent
agent.sources = tomcat
agent.channels = memory
agent.sinks = hive
# Describe/configure the source
agent.sources.tomcat.type = exec
agent.sources.tomcat.command = tail -F /path/to/tomcat/logs/catalina.out
# Describe the memory channel
agent.channels.memory.type = memory
# Describe the Hive sink
agent.sinks.hive.type = hive
agent.sinks.hive.hive.metastore.uri = thrift://localhost:9083
agent.sinks.hive.hive.database = mydb
agent.sinks.hive.hive.table = mytable
agent.sinks.hive.serializer = org.apache.flume.sink.hive.RegexSerializer
agent.sinks.hive.serializer.regex = (\\S+) (\\S+) (\\S+) \\[(.*)\\] \"(\\S+) (\\S+) (\\S+)\" (\\S+) (\\S+)
agent.sinks.hive.serializer.names = timestamp, ip, user, datetime, method, url, protocol, status, size
# Bind the source and sink to the channel
agent.sources.tomcat.channels = memory
agent.sinks.hive.channel = memory
```
3. 启动Flume
启动Flume并指定配置文件:
```
$ bin/flume-ng agent -n agent -c conf -f /path/to/flume.conf
```
4. 创建Hive表
在Hive中创建表,用于存储Tomcat日志数据:
```
CREATE TABLE mytable (
timestamp STRING,
ip STRING,
user STRING,
datetime STRING,
method STRING,
url STRING,
protocol STRING,
status STRING,
size STRING
)
ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.RegexSerDe'
WITH SERDEPROPERTIES (
'input.regex'='(\\S+) (\\S+) (\\S+) \\[(.*)\\] \"(\\S+) (\\S+) (\\S+)\" (\\S+) (\\S+)',
'output.format.string'='%1$s %2$s %3$s %4$s %5$s %6$s %7$s %8$s %9$s'
)
STORED AS TEXTFILE;
```
5. 查询Hive表
在Hive中查询表,查看Tomcat日志数据是否已经成功写入:
```
SELECT * FROM mytable;
```
以上就是利用Flume收集Tomcat日志并将其保存到Hive的教程。
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