flume 自己定义 hbase sink 类
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】