flume 自己定义 hbase sink 类

时间:2024-09-19 12:36:02
參考(向原作者致敬)
  • http://ydt619.blog.51cto.com/316163/1230586
  • https://blogs.apache.org/flume/entry/streaming_data_into_apache_hbase

flume 1.5 的配置文件演示样例

#Name the  components on this agent
a1.sources = r1
a1.sinks = k1
a1.channels = c1 # Describe/configure the source
a1.sources.r1.type = spooldir
a1.sources.r1.spoolDir = /home/scut/Downloads/testFlume # Describe the sink
a1.sinks.k1.type = org.apache.flume.sink.hbase.AsyncHBaseSink
a1.sinks.k1.table = Router #设置hbase的表名
a1.sinks.k1.columnFamily = log #设置hbase中的columnFamily
a1.sinks.k1.serializer.payloadColumn=serviceTime,browerOS,clientTime,screenHeight,screenWidth,url,userAgent,mobileDevice,gwId,mac # 设置hbase的column
a1.sinks.k1.serializer = org.apache.flume.sink.hbase.BaimiAsyncHbaseEventSerializer # 设置serializer的处理类 # Use a channel which buffers events in memory
a1.channels.c1.type = memory
a1.channels.c1.capacity = 1000
a1.channels.c1.transactionCapacity = 100 # Bind the source and sink to the channel
a1.sources.r1.channels = c1
a1.sinks.k1.channel = c1
重点说明几个属性
  • a1.sinks.k1.serializer.payloadColumn 中列出了全部的列名。
  • a1.sinks.k1.serializer设置了flume serializer的处理类。BaimiAsyncHbaseEventSerializer类中会获取payloadColumn的内容。将它以逗号分隔。从而得出全部的列名。

BaimiAsyncHbaseEventSerializer类

/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/ package org.apache.flume.sink.hbase; import java.util.ArrayList;
import java.util.List; import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.FlumeException;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.PutRequest;
import org.apache.flume.conf.ComponentConfiguration;
import org.apache.flume.sink.hbase.SimpleHbaseEventSerializer.KeyType; import com.google.common.base.Charsets; public class BaimiAsyncHbaseEventSerializer implements AsyncHbaseEventSerializer {
private byte[] table;
private byte[] cf;
private byte[][] payload;
private byte[][] payloadColumn;
private final String payloadColumnSplit = "\\^A";
private byte[] incrementColumn;
private String rowSuffix;
private String rowSuffixCol;
private byte[] incrementRow;
private KeyType keyType; @Override
public void initialize(byte[] table, byte[] cf) {
this.table = table;
this.cf = cf;
} @Override
public List<PutRequest> getActions() {
List<PutRequest> actions = new ArrayList<PutRequest>();
if(payloadColumn != null){
byte[] rowKey;
try {
switch (keyType) {
case TS:
rowKey = SimpleRowKeyGenerator.getTimestampKey(rowSuffix);
break;
case TSNANO:
rowKey = SimpleRowKeyGenerator.getNanoTimestampKey(rowSuffix);
break;
case RANDOM:
rowKey = SimpleRowKeyGenerator.getRandomKey(rowSuffix);
break;
default:
rowKey = SimpleRowKeyGenerator.getUUIDKey(rowSuffix);
break;
} // for 循环。提交全部列和对于数据的put请求。
for (int i = 0; i < this.payload.length; i++)
{
PutRequest putRequest = new PutRequest(table, rowKey, cf,payloadColumn[i], payload[i]);
actions.add(putRequest);
} } catch (Exception e){
throw new FlumeException("Could not get row key!", e);
}
}
return actions;
} public List<AtomicIncrementRequest> getIncrements(){
List<AtomicIncrementRequest> actions = new
ArrayList<AtomicIncrementRequest>();
if(incrementColumn != null) {
AtomicIncrementRequest inc = new AtomicIncrementRequest(table,
incrementRow, cf, incrementColumn);
actions.add(inc);
}
return actions;
} @Override
public void cleanUp() {
// TODO Auto-generated method stub } @Override
public void configure(Context context) {
String pCol = context.getString("payloadColumn", "pCol");
String iCol = context.getString("incrementColumn", "iCol");
rowSuffixCol = context.getString("rowPrefixCol", "mac");
String suffix = context.getString("suffix", "uuid");
if(pCol != null && !pCol.isEmpty()) {
if(suffix.equals("timestamp")){
keyType = KeyType.TS;
} else if (suffix.equals("random")) {
keyType = KeyType.RANDOM;
} else if(suffix.equals("nano")){
keyType = KeyType.TSNANO;
} else {
keyType = KeyType.UUID;
} // 从配置文件里读出column。
String[] pCols = pCol.replace(" ", "").split(",");
payloadColumn = new byte[pCols.length][];
for (int i = 0; i < pCols.length; i++)
{
// 列名转为小写
payloadColumn[i] = pCols[i].toLowerCase().getBytes(Charsets.UTF_8);
}
} if(iCol != null && !iCol.isEmpty()) {
incrementColumn = iCol.getBytes(Charsets.UTF_8);
}
incrementRow =
context.getString("incrementRow", "incRow").getBytes(Charsets.UTF_8);
} @Override
public void setEvent(Event event) {
String strBody = new String(event.getBody());
String[] subBody = strBody.split(this.payloadColumnSplit);
if (subBody.length == this.payloadColumn.length)
{
this.payload = new byte[subBody.length][];
for (int i = 0; i < subBody.length; i++)
{
this.payload[i] = subBody[i].getBytes(Charsets.UTF_8);
if ((new String(this.payloadColumn[i]).equals(this.rowSuffixCol)))
{
// rowkey 前缀是某一列的值, 默认情况是mac地址
this.rowSuffix = subBody[i];
}
}
}
} @Override
public void configure(ComponentConfiguration conf) {
// TODO Auto-generated method stub
}
}
重点能够查看setEent,configure,getActions函数。
  • configure函数:读取flume配置文件内容。包含列名。rowkey后缀等信息
  • setEvent函数:获取flume event 内容,将其保存到payload数组中。
  • getActions函数:创建PutRequest实例。将rowkey,columnfamily,column,value等信息写入putrequest实例中。

源代码编译和运行

     编写好自己定义的BaimiAsyncHbaseEventSerializer函数后,接下来须要编译源代码,生成flume-ng-hbase-sink.*.jar包,替换flume中原来的flume-ng-hbase-sink.*.jar包。
  • 下载flume 1.5 源代码,解压后进入文件夹flume-1.5.0-src/flume-ng-sinks/flume-ng-hbase-sinks/src/main/java/org/apache/flume/sink/hbase/
  • 复制上面的BaimiAsyncHbaseEventSerializer类到上面的文件夹中。
  • 进入flume-1.5.0-src/flume-ng-sinks/flume-ng-hbase-sinks/。执行mvn编译命令【mvn install -Dmaven.test.skip=true】
  • mvn编译后会在flume-1.5.0-src/flume-ng-sinks/flume-ng-hbase-sinks/target文件夹下生成flume-ng-hbase-sink-1.5.0.jar,将这个jar包替换$FLUME_HOME/lib下的jar包
  • 执行flume执行命令【flume-ng agent -c . -f conf/spoolDir.conf -n a1  -Dflume.root.logger=INFO,console】