Flume+HBase+Kafka集成与开发

先把flume1.7的源码包下载

http://archive.apache.org/dist/flume/1.7.0/

下载解压后

我们通过IDEA这个软件来打开这个工程

 

 

点击ok后我们选择打开一个新的窗口

 不过这个默认方式导入加载时间很长，建议大家用maven方式导入。

导入之后我们看这个类

 

看看我们的数据源，就是我们之前下载好的搜狗实验室的数据，之前已经上传到节点1去了

这个是我们要配置flume的模型

下面我们来配置节点1的flume

配置jdk的绝对路径 

 

下面这个配置暂时这样配置先，往后可能会修改

 

下面对下载好的数据进行预处理一下，因为下载下来的数据格式比较混乱

 先是按行来把制表符换成逗号，然后生成weblog2.log

接下来是按行把空格换成逗号生成weblog3.log

这样子我们就统一用逗号隔开了

把没用的文件删除掉

 改下名字

 把预处理完的weblog.log文件分发到节点2 和节点3上去

 

我们对导入的flume源码进行二次开发

我们不要动他原来的，我们新建一个类

 然后把这个类的内容拷过来然后修改文件名和类名

 

package org.apache.flume.sink.hbase;

/*
 * 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.
 */

import com.google.common.base.Charsets;
import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.FlumeException;
import org.apache.flume.conf.ComponentConfiguration;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.PutRequest;

import java.util.ArrayList;
import java.util.List;
//package org.apache.flume.sink.hbase;

import com.google.common.base.Charsets;
import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.FlumeException;
import org.apache.flume.conf.ComponentConfiguration;
import org.apache.flume.sink.hbase.SimpleHbaseEventSerializer.KeyType;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.PutRequest;

import java.util.ArrayList;
import java.util.List;

/**
 * A simple serializer to be used with the AsyncHBaseSink
 * that returns puts from an event, by writing the event
 * body into it. The headers are discarded. It also updates a row in hbase
 * which acts as an event counter.
 *
 * Takes optional parameters:<p>
 * <tt>rowPrefix:</tt> The prefix to be used. Default: <i>default</i><p>
 * <tt>incrementRow</tt> The row to increment. Default: <i>incRow</i><p>
 * <tt>suffix:</tt> <i>uuid/random/timestamp.</i>Default: <i>uuid</i><p>
 *
 * Mandatory parameters: <p>
 * <tt>cf:</tt>Column family.<p>
 * Components that have no defaults and will not be used if absent:
 * <tt>payloadColumn:</tt> Which column to put payload in. If it is not present,
 * event data will not be written.<p>
 * <tt>incrementColumn:</tt> Which column to increment. If this is absent, it
 *  means no column is incremented.
 */
public class KfkAsyncHbaseEventSerializer implements AsyncHbaseEventSerializer {
    private byte[] table;
    private byte[] cf;
    private byte[] payload;
    private byte[] payloadColumn;
    private byte[] incrementColumn;
    private String rowPrefix;
    private byte[] incrementRow;
    private SimpleHbaseEventSerializer.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(rowPrefix);
                        break;
                    case TSNANO:
                        rowKey = SimpleRowKeyGenerator.getNanoTimestampKey(rowPrefix);
                        break;
                    case RANDOM:
                        rowKey = SimpleRowKeyGenerator.getRandomKey(rowPrefix);
                        break;
                    default:
                        rowKey = SimpleRowKeyGenerator.getUUIDKey(rowPrefix);
                        break;
                }
                PutRequest putRequest =  new PutRequest(table, rowKey, cf,
                        payloadColumn, payload);
                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");
        rowPrefix = context.getString("rowPrefix", "default");
        String suffix = context.getString("suffix", "uuid");
        if (pCol != null && !pCol.isEmpty()) {
            if (suffix.equals("timestamp")) {
                keyType = SimpleHbaseEventSerializer.KeyType.TS;
            } else if (suffix.equals("random")) {
                keyType = SimpleHbaseEventSerializer.KeyType.RANDOM;
            } else if (suffix.equals("nano")) {
                keyType = SimpleHbaseEventSerializer.KeyType.TSNANO;
            } else {
                keyType = SimpleHbaseEventSerializer.KeyType.UUID;
            }
            payloadColumn = pCol.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) {
        this.payload = event.getBody();
    }

    @Override
    public void configure(ComponentConfiguration conf) {
        // TODO Auto-generated method stub
    }

}

在原来基础上稍微做修改

按住ctrl键单机鼠标进去

添加以下内容

/*
 * 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.io.UnsupportedEncodingException;
import java.util.Random;
import java.util.UUID;

/**
 * Utility class for users to generate their own keys. Any key can be used,
 * this is just a utility that provides a set of simple keys.
 */
public class SimpleRowKeyGenerator {

  public static byte[] getUUIDKey(String prefix) throws UnsupportedEncodingException {
    return (prefix + UUID.randomUUID().toString()).getBytes("UTF8");
  }

  public static byte[] getRandomKey(String prefix) throws UnsupportedEncodingException {
    return (prefix + String.valueOf(new Random().nextLong())).getBytes("UTF8");
  }

  public static byte[] getTimestampKey(String prefix) throws UnsupportedEncodingException {
    return (prefix + String.valueOf(System.currentTimeMillis())).getBytes("UTF8");
  }

  public static byte[] getNanoTimestampKey(String prefix) throws UnsupportedEncodingException {
    return (prefix + String.valueOf(System.nanoTime())).getBytes("UTF8");
  }

  public static byte[] getKfkRowKey(String userid,String datetime) throws UnsupportedEncodingException {
    return (userid + datetime + String.valueOf(System.currentTimeMillis())).getBytes("UTF8");
  }
  
}

 继续修改,修改后的代码是下面的

 KfkAsyncHbaseEventSerializer.java

package org.apache.flume.sink.hbase;

/*
 * 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.
 */

import com.google.common.base.Charsets;
import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.FlumeException;
import org.apache.flume.conf.ComponentConfiguration;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.PutRequest;

import java.util.ArrayList;
import java.util.List;
//package org.apache.flume.sink.hbase;

import com.google.common.base.Charsets;
import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.FlumeException;
import org.apache.flume.conf.ComponentConfiguration;
import org.apache.flume.sink.hbase.SimpleHbaseEventSerializer.KeyType;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.PutRequest;

import java.util.ArrayList;
import java.util.List;

/**
 * A simple serializer to be used with the AsyncHBaseSink
 * that returns puts from an event, by writing the event
 * body into it. The headers are discarded. It also updates a row in hbase
 * which acts as an event counter.
 *
 * Takes optional parameters:<p>
 * <tt>rowPrefix:</tt> The prefix to be used. Default: <i>default</i><p>
 * <tt>incrementRow</tt> The row to increment. Default: <i>incRow</i><p>
 * <tt>suffix:</tt> <i>uuid/random/timestamp.</i>Default: <i>uuid</i><p>
 *
 * Mandatory parameters: <p>
 * <tt>cf:</tt>Column family.<p>
 * Components that have no defaults and will not be used if absent:
 * <tt>payloadColumn:</tt> Which column to put payload in. If it is not present,
 * event data will not be written.<p>
 * <tt>incrementColumn:</tt> Which column to increment. If this is absent, it
 *  means no column is incremented.
 */
public class KfkAsyncHbaseEventSerializer implements AsyncHbaseEventSerializer {
    private byte[] table;
    private byte[] cf;
    private byte[] payload;
    private byte[] payloadColumn;
    private byte[] incrementColumn;
    private String rowPrefix;
    private byte[] incrementRow;
    private SimpleHbaseEventSerializer.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 {


                String [] columns =String.valueOf(payloadColumn).split(",");
                String [] values =String.valueOf(this.payload).split(",");
                       for(int i=0;i<columns.length;i++) {
                           byte[] colColumn=columns[i].getBytes();
                           byte[] colValue=values[i].getBytes(Charsets.UTF_8);
                           if(colColumn.length!=colValue.length)  break;  //continue;
                          // if(colValue.length<3) continue;
                           String datetime = values[0].toString();
                           String userid = values[1].toString();
                           rowKey = SimpleRowKeyGenerator.getKfkRowKey(userid,datetime);
                           //获取6个列的值最终加载到hbase
                           PutRequest putRequest = new PutRequest(table, rowKey, cf,
                                   colColumn, colValue);
                           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");
        rowPrefix = context.getString("rowPrefix", "default");
        String suffix = context.getString("suffix", "uuid");
        if (pCol != null && !pCol.isEmpty()) {
            if (suffix.equals("timestamp")) {
                keyType = SimpleHbaseEventSerializer.KeyType.TS;
            } else if (suffix.equals("random")) {
                keyType = SimpleHbaseEventSerializer.KeyType.RANDOM;
            } else if (suffix.equals("nano")) {
                keyType = SimpleHbaseEventSerializer.KeyType.TSNANO;
            } else {
                keyType = SimpleHbaseEventSerializer.KeyType.UUID;
            }
            payloadColumn = pCol.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) {
        this.payload = event.getBody();
    }

    @Override
    public void configure(ComponentConfiguration conf) {
        // TODO Auto-generated method stub
    }

}

现在把代码打包

我们可以看到有很多相关的依赖包，我们把不需要的删掉

 

直接点击Build就可以了 

打好的架包在本地的工程路径的这里

现在把这个架包上传到flume的lib目录下

也就是这个目录。

可以看到上传日期，就是今天上传的

下面配置flume + kafka

agent1.sources = r1
agent1.channels = kafkaC hbaseC
agent1.sinks=kafkaSink hbaseSink

#***********flume + hbase************
agent1.sources.r1.type = avro
agent1.sources.r1.channels = hbaseC
agent1.sources.r1.bind = bigdata-pro01.kfk.com
agent1.sources.r1.port=5555
agent1.sources.r1.threads=5

agent1.channels.hbaseC.type = memory
agent1.channels.hbaseC.capacity = 100000
agent1.channels.hbaseC.transactionCapacity = 100000
agent1.channels.hbaseC.keep-alive=20

agent1.sinks.hbaseSink.type = asynchbase
agent1.sinks.hbaseSink.table=weblogs
agent1.sinks.hbaseSink.columnFamily=info
agent1.sinks.hbaseSink.serializer= org.apache.flume.sink.hbase.KfkAsyncHbaseEventSerializer 
agent1.sinks.hbaseSink.channel = hbaseC
agent1.sinks.hbaseSink.serializer.payloadColumn=datatime,userid,searchname,retorder,cliorder,cliurl

#**************flume + kafka***************
agent1.channels.kafkaC.type = memory
agent1.channels.kafkaC.capacity = 100000
agent1.channels.kafkaC.transactionCapacity = 100000
agent1.channels.kafkaC.keep-alive=20

agent1.sinks.kafkaSink.channel = kafkaC
agent1.sinks.kafkaSink.type= org.apache.flume.sink.kafka.KafkaSink
agent1.sinks.kafkaSink.kafka.brokerList=bigdata-pro01.kfk.com:9092,bigdata-pro02.kfk.com:9092,bigdata-pro03.kfk.com:9092
agent1.sinks.kafkaSink.topic=test
agent1.sinks.kafkaSink.zookeeperConnect=bigdata-pro01.kfk.com:2181,bigdata-pro02.kfk.com:2181,bigdata-pro03.kfk.com:2181
agent1.sinks.kafkaSink.requiredAcks=1
agent1.sinks.kafkaSink.batchSize=1
agent1.sinks.kafkaSink.serializer.class=kafka.serializer.StringEncoder