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Kafka->Mongodb->Es
2018-12-05 10:27:42 】 浏览:8
Tags:Kafka-> Mongodb->
版权声明:本文为博主原创文章,未经博主允许不得转载。 https://blog.csdn.net/xuguokun1986/article/details/48138659

实现了将Kafka中的数据推送给Mongodb,然后再将Mongodb中的数据推送给Es的过程。数据来源是来自txt文档中的180万条数据。

准备工作:

1)在Mongdb集群上创建一个数据库mydb,并创建一个空的Collection,命名为netflows

 @SuppressWarnings("deprecation")
			   Mongo mongo = new Mongo("10.10.16.251", 10111);  
	         
	           DB db = mongo.getDB("mydb");  	
	           
	           //创建Collection,但是不添加数据
	           db.createCollection("netflows", null);	     	            	            
	           DBCollection dbColl = db.getCollection("netflows");

2)在kafka的集群上创建一个主题flume1

bin/kafka-topics.sh --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic flume1

2)在es集群上创建一个索引myindex,该索引的类型是netflows

IndexResponse res = client.prepareIndex().setIndex("myindex").setType("netflows").execute().actionGet();

下面是代码实现:

1.从文件中读取测试数据,并推动给Kafka

package com.test;

import java.io.BufferedReader;
import java.io.FileNotFoundException;
import java.io.FileReader;
import java.io.IOException;
import java.text.DateFormat;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Calendar;
import java.util.Date;
import java.util.Properties;

import kafka.javaapi.producer.Producer;
import kafka.producer.KeyedMessage;
import kafka.producer.ProducerConfig;

public class Kafka_Producer {

	public static void main(String[] args) {

		/*
		 * Properties props = new Properties();
		 * props.setProperty("metadata.broker.list","10.10.16.253:9092");
		 * props.setProperty
		 * ("serializer.class","kafka.serializer.StringEncoder");
		 * props.put("request.required.acks","-1");
		 * 
		 * ProducerConfig config = new ProducerConfig(props); Producer<String,
		 * String> producer = new Producer<String, String>(config);
		 * KeyedMessage<String, String> data = new KeyedMessage<String,
		 * String>("flume","test-kafka");
		 * 
		 * producer.send(data);
		 * 
		 * producer.close();
		 */

		MessageSender messageSender = new MessageSender();

		FileReader fr;
		try {
			
			fr = new FileReader("C:\\TxtData\\NetFlowAttackDDOS\\4test.txt");
			BufferedReader br = new BufferedReader(fr);
			String line = "";
			String[] arrs = null;
			
			DateFormat format = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
	        Date date = null;
			long num = 0;
			
			while ((line = br.readLine()) != null) {
				
				arrs = line.split(",");						   
 	            date = format.parse(format.format(new Date())); 	            
 	            Calendar cla = Calendar.getInstance();
 	            cla.setTime(date);
 	            cla.add(Calendar.HOUR_OF_DAY,8); 	
 	            
				messageSender.sendToKafkaTopic((num+10001) + ","+arrs[3] + " ," + arrs[4] + " ," + arrs[5]+ ","+arrs[6]);		
			    num ++;				    
			}
			
			br.close();
			fr.close();
		
		} catch (FileNotFoundException e) {
		
			e.printStackTrace();
		} catch (IOException e) {
		
			e.printStackTrace();
		} catch (ParseException e) {
			// TODO Auto-generated catch block
			e.printStackTrace();
		}
		
		messageSender.close();
	}

}
其中MessageSender中代码如下所示:
package com.test;

import java.util.Properties;

import com.test.utils.ConstanUtil;
import com.test.utils.ObjectFormatUtil;

import kafka.javaapi.producer.Producer;
import kafka.producer.KeyedMessage;
import kafka.producer.ProducerConfig;

public class MessageSender {

	private long windowStart = 0;
	
	private long windowCurrent  = 0;

	
	private long sendSize = 0;
	
	Producer<String, String> producer = null; 
	
	private StringBuilder records = new StringBuilder();
	
	public MessageSender() {
	
		initKafkaProperties();
	}
	
	private void initKafkaProperties(){
		
		 Properties props = new Properties();   
         props.setProperty("metadata.broker.list","10.10.16.253:9092,10.10.16.252:9092,10.10.16.249:9092");   
        
         props.setProperty("serializer.class","kafka.serializer.StringEncoder");   
         props.put("request.required.acks","1");   
         props.put("zookeeper.session.timeout.ms", "400000");
         ProducerConfig config = new ProducerConfig(props);   
         producer = new Producer<String, String>(config);  
	}
	
	public void sendToKafkaTopic(String message){
		
		KeyedMessage<String, String> data = new KeyedMessage<String, String>("flume1",message); 
		producer.send(data);
		
		/*long date = ObjectFormatUtil.formatDateToMinute(System.currentTimeMillis());
		windowCurrent = date;
		
		if(windowStart == 0){//初始化开始的时间窗口
			
			windowStart = date;
		}
		
		if ((windowCurrent - windowStart) >= (ConstanUtil.TIME_WINDOW_LEN)) {
			
			if(records.length() != 0){
				String sendContent = records.substring(0,records.lastIndexOf("@"));
				
				KeyedMessage<String, String> data = new KeyedMessage<String, String>("flume1",sendContent);   
				producer.send(data);				
				sendContent = null;
				records = new StringBuilder();
				sendSize = 0;
			}
		}
		
		records.append(message + "@");
		sendSize++;
		
		if ((sendSize >= 100)) {
			
			String sendContent = records.substring(0,records.lastIndexOf("@"));//去掉最后面的@符号
			KeyedMessage<String, String> data = new KeyedMessage<String, String>("flume1",sendContent); 
			producer.send(data);			
			sendContent = null;
			records = new StringBuilder();
			sendSize = 0;//1000条记录向Kafka发送一次,发送完后将记录数据包的个数清零.
		}*/
	}
	
	public void close(){
	
		try {
			
			if(null != producer){
				
				producer.close();
			}
			
		} catch (Exception e) {
			
			e.printStackTrace();
		}
	}
}
2.Kafka接收数据,并向Mongodb中存入,并同时同步给es的代码
package com.test.thread;


import java.net.UnknownHostException;
import java.text.DateFormat;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Calendar;
import java.util.Date;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Properties;


import org.elasticsearch.action.get.GetResponse;
import org.elasticsearch.action.index.IndexResponse;
import org.elasticsearch.client.Client;
import org.elasticsearch.client.transport.TransportClient;
import org.elasticsearch.common.transport.InetSocketTransportAddress;
import com.mongodb.BasicDBObject;
import com.mongodb.DB;
import com.mongodb.DBCollection;
import com.mongodb.DBObject;
import com.mongodb.Mongo;
import com.test.model.NetFlow;
import com.test.utils.ESUtils;


import kafka.consumer.Consumer;
import kafka.consumer.ConsumerConfig;
import kafka.consumer.ConsumerIterator;
import kafka.consumer.KafkaStream;
import kafka.javaapi.consumer.ConsumerConnector;


public class ConsumerThread extends Thread {


<span style="white-space:pre">	</span>private String topic;
<span style="white-space:pre">	</span>private String mongodbIp;
<span style="white-space:pre">	</span>private int mongodbPort;
<span style="white-space:pre">	</span>private String indexName;
<span style="white-space:pre">	</span>private String indexType;
<span style="white-space:pre">	</span>private String dbName;
<span style="white-space:pre">	</span>private String collName;


<span style="white-space:pre">	</span>public ConsumerThread(String topic,String mongodbIp,int mongodbPort,String indexName,String indexType,String dbName,String collName) {
<span style="white-space:pre">		</span>
<span style="white-space:pre">		</span>this.topic = topic;
<span style="white-space:pre">		</span>this.mongodbIp = mongodbIp;
<span style="white-space:pre">		</span>this.mongodbPort = mongodbPort;
<span style="white-space:pre">		</span>this.indexName = indexName;
<span style="white-space:pre">		</span>this.indexType = indexType;
<span style="white-space:pre">		</span>this.dbName = dbName;
<span style="white-space:pre">		</span>this.collName = collName;
<span style="white-space:pre">		</span>
<span style="white-space:pre">	</span>}


<span style="white-space:pre">	</span>@SuppressWarnings({ "deprecation", "resource" })
<span style="white-space:pre">	</span>@Override
<span style="white-space:pre">	</span>public void run() {
<span style="white-space:pre">		</span>
<span style="white-space:pre">		</span>ConsumerConnector consumer = createConsumer();
<span style="white-space:pre">		</span>Map<String, Integer> topicCountMap = new HashMap<String, Integer>();
<span style="white-space:pre">		</span>topicCountMap.put(this.topic, 1); // 一次从主题中获取一个数据
<span style="white-space:pre">		</span>Map<String, List<KafkaStream<byte[], byte[]>>> messageStreams = consumer.createMessageStreams(topicCountMap);
<span style="white-space:pre">		</span>KafkaStream<byte[], byte[]> stream = messageStreams.get(topic).get(0);// 获取每次接收到的这个数据
<span style="white-space:pre">		</span>ConsumerIterator<byte[], byte[]> iterator = stream.iterator();
<span style="white-space:pre">		</span>
<span style="white-space:pre">		</span>Mongo mongo;
<span style="white-space:pre">		</span>@SuppressWarnings("unused")
<span style="white-space:pre">		</span>Client client;
<span style="white-space:pre">		</span>
<span style="white-space:pre">		</span>try {
<span style="white-space:pre">			</span>
<span style="white-space:pre">			</span>mongo = new Mongo(this.mongodbIp, this.mongodbPort);
<span style="white-space:pre">			</span>DB db = mongo.getDB(this.dbName);
<span style="white-space:pre">			</span>DBCollection dbColl = db.getCollection(this.collName);
<span style="white-space:pre">		</span>
<span style="white-space:pre">			</span>client = new TransportClient().addTransportAddress(new InetSocketTransportAddress("10.10.16.253", 9300));<span style="white-space:pre">				</span>
<span style="white-space:pre">			</span>
<span style="white-space:pre">			</span>while (iterator.hasNext()) {
<span style="white-space:pre">				</span>
<span style="white-space:pre">				</span>String message = new String(iterator.next().message());
<span style="white-space:pre">				</span>
<span style="white-space:pre">				</span>String[] recMessage = message.split(",");
<span style="white-space:pre">				</span>
<span style="white-space:pre">				</span>if(recMessage.length !=9){
<span style="white-space:pre">					</span>
<span style="white-space:pre">					</span>continue;
<span style="white-space:pre">				</span>}
<span style="white-space:pre">				</span>
<span style="white-space:pre">				</span>else{
<span style="white-space:pre">					</span>
<span style="white-space:pre">					</span>for (int j = 0;j < recMessage.length; j++) {


<span style="white-space:pre">					</span>  DBObject data4 = new BasicDBObject();
<span style="white-space:pre">					</span>  data4.put("_id", 1);
<span style="white-space:pre">					</span>  data4.put("sourceIp", recMessage[3]);
<span style="white-space:pre">					</span>  data4.put("sourcePort", recMessage[4]);
<span style="white-space:pre">					</span>  data4.put("destIp", recMessage[5]);
<span style="white-space:pre">					</span>  data4.put("destPort", recMessage[6]);
<span style="white-space:pre">	</span>          
<span style="white-space:pre">					</span>  DateFormat format = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
<span style="white-space:pre">					</span>  Date date = null;
<span style="white-space:pre">					</span>  date = format.parse(format.format(new Date()));


<span style="white-space:pre">					</span>  Calendar cla = Calendar.getInstance();
<span style="white-space:pre">					</span>  cla.setTime(date);
<span style="white-space:pre">					</span>  cla.add(Calendar.HOUR_OF_DAY, 8);
<span style="white-space:pre">					</span>  data4.put("update_time", cla.getTime().getTime());<span style="white-space:pre">									</span> <span style="white-space:pre">	</span>
<span style="white-space:pre">					</span>  dbColl.insert(data4);
<span style="white-space:pre">					</span> <span style="white-space:pre">		</span>
<span style="white-space:pre">					</span>  GetResponse getResponse = client.prepareGet().setIndex(this.indexName).setType(this.indexType).setId(recMessage[0]).execute().actionGet();
<span style="white-space:pre">					</span>  
<span style="white-space:pre">					</span>  String searchResult = getResponse.getSourceAsString();
<span style="white-space:pre">					</span> 
<span style="white-space:pre">					</span>  if(searchResult==null){
<span style="white-space:pre">							</span> 
<span style="white-space:pre">						</span>  //向es中存入
<span style="white-space:pre">					</span>  <span style="white-space:pre">	</span>NetFlow netFlow = new NetFlow();
<span style="white-space:pre">							</span>netFlow.setSourceIp(recMessage[1]);
<span style="white-space:pre">							</span>netFlow.setSourcePort(Integer.parseInt(recMessage[2].trim()));<span style="white-space:pre">	</span>
<span style="white-space:pre">							</span>netFlow.setDestIp(recMessage[3]);<span style="white-space:pre">			</span>
<span style="white-space:pre">							</span>netFlow.setDestPort(Integer.parseInt(recMessage[4].trim()));<span style="white-space:pre">					</span>
<span style="white-space:pre">							</span>String jsondata = ESUtils.toJson(netFlow);
<span style="white-space:pre">					</span>  <span style="white-space:pre">	</span>
<span style="white-space:pre">							</span>IndexResponse indexResponse = client.prepareIndex().setIndex(this.indexName).setType(this.indexType).setId(recMessage[0]).setSource(jsondata).execute().actionGet();
<span style="white-space:pre">					</span>    
<span style="white-space:pre">					</span>  }
<span style="white-space:pre">					</span>  if(searchResult!=null){
<span style="white-space:pre">							</span>
<span style="white-space:pre">						</span>  //什么操作都不做
<span style="white-space:pre">	</span>          }
<span style="white-space:pre">					</span>}
<span style="white-space:pre">				</span>}<span style="white-space:pre">		</span>
<span style="white-space:pre">			</span>}


<span style="white-space:pre">		</span>} catch (UnknownHostException e) {
<span style="white-space:pre">			</span>
<span style="white-space:pre">			</span>e.printStackTrace();<span style="white-space:pre">		</span>
<span style="white-space:pre">			</span>consumer.shutdown();
<span style="white-space:pre">			</span>
<span style="white-space:pre">		</span>} catch (ParseException e) {


<span style="white-space:pre">			</span>e.printStackTrace();
<span style="white-space:pre">			</span>consumer.shutdown();
<span style="white-space:pre">		</span>}
<span style="white-space:pre">		</span>
<span style="white-space:pre">		</span>
<span style="white-space:pre">	</span>}


<span style="white-space:pre">	</span>private ConsumerConnector createConsumer() {
<span style="white-space:pre">	</span>
<span style="white-space:pre">		</span>Properties properties = new Properties();
<span style="white-space:pre">		</span>properties.put("zookeeper.connect","10.10.16.252:2181,10.10.16.253:2181,10.10.16.249:2181");// 声明zk
<span style="white-space:pre">		</span>properties.put("group.id", "test-consummer-group");
<span style="white-space:pre">		</span>properties.put("serializer.class", "kafka.serializer.StringEncoder");
<span style="white-space:pre">		</span>return Consumer.createJavaConsumerConnector(new ConsumerConfig(properties));
<span style="white-space:pre">	</span>}


<span style="white-space:pre">	</span>public static void main(String[] args) {


<span style="white-space:pre">		</span>new ConsumerThread("flume1","10.10.16.251",10111,"myindex","netflows","mydb","netflows").start();// 使用kafka集群中创建好的主题 test


<span style="white-space:pre">	</span>}


}
其中NetFlow是个实体类,如下:
package com.test.model;

public class NetFlow {

	
	private String sourceIp;
	private int sourcePort;
	private String destIp;
	private int destPort;
	public String getSourceIp() {
		return sourceIp;
	}
	public void setSourceIp(String sourceIp) {
		this.sourceIp = sourceIp;
	}
	public int getSourcePort() {
		return sourcePort;
	}
	public void setSourcePort(int sourcePort) {
		this.sourcePort = sourcePort;
	}
	public String getDestIp() {
		return destIp;
	}
	public void setDestIp(String destIp) {
		this.destIp = destIp;
	}
	public int getDestPort() {
		return destPort;
	}
	public void setDestPort(int destPort) {
		this.destPort = destPort;
	}
	
}
ESUtils是一个工具类:

package  com.test.utils;

import java.io.IOException;

import org.codehaus.jackson.JsonProcessingException;
import org.codehaus.jackson.map.ObjectMapper;

/**
 * 使用jackson定义了一个将对象转化成json的工具类
 */
public class ESUtils {  
    private static ObjectMapper objectMapper = new ObjectMapper();  
    public static String toJson(Object o){  
        try {  
            return objectMapper.writeva lueAsString(o);
        } catch (JsonProcessingException e) {  
            e.printStackTrace();  
        } catch (IOException e) {
			e.printStackTrace();
		}  
        return "";  
    }  
}






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array(4) { ["type"]=> int(8) ["message"]=> string(24) "Undefined variable: jobs" ["file"]=> string(32) "/mnt/wp/cppentry/do/bencandy.php" ["line"]=> int(214) }