maven依赖
<dependencies>
<dependency>
<groupId>org.apache.storm</groupId>
<artifactId>storm-core</artifactId>
<version>0.9.5</version>
<!--<scope>provided</scope>-->
</dependency>
<dependency>
<groupId>org.apache.storm</groupId>
<artifactId>storm-kafka</artifactId>
<version>0.9.5</version>
<exclusions>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-log4j12</artifactId>
</exclusion>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-api</artifactId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>org.clojure</groupId>
<artifactId>clojure</artifactId>
<version>1.5.1</version>
</dependency>
<dependency>
<groupId>org.apache.kafka</groupId>
<artifactId>kafka_2.8.2</artifactId>
<version>0.8.1</version>
<exclusions>
<exclusion>
<artifactId>jmxtools</artifactId>
<groupId>com.sun.jdmk</groupId>
</exclusion>
<exclusion>
<artifactId>jmxri</artifactId>
<groupId>com.sun.jmx</groupId>
</exclusion>
<exclusion>
<artifactId>jms</artifactId>
<groupId>javax.jms</groupId>
</exclusion>
<exclusion>
<groupId>org.apache.zookeeper</groupId>
<artifactId>zookeeper</artifactId>
</exclusion>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-log4j12</artifactId>
</exclusion>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-api</artifactId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>com.google.code.gson</groupId>
<artifactId>gson</artifactId>
<version>2.4</version>
</dependency>
<dependency>
<groupId>redis.clients</groupId>
<artifactId>jedis</artifactId>
<version>2.7.3</version>
</dependency>
</dependencies>
订单信息类:OrderInfo.java
package com.xt.kafka2storm.order;
import com.google.gson.Gson;
import java.io.Serializable;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.Random;
import java.util.UUID;
/**
* Describe: 简单的支付信息,实际业务更复杂,比如父子订单,一个订单多个商品,一个支付订单多个订单等情况。
*/
public class OrderInfo implements Serializable {
private String orderId;//订单编号
private Date createOrderTime;//订单创建时间
private String paymentId;//支付编号
private Date paymentTime;//支付时间
private String productId;//商品编号
private String productName;//商品名称
private long productPrice;//商品价格
private long promotionPrice;//促销价格
private String shopId;//商铺编号
private String shopName;//商铺名称
private String shopMobile;//商品电话
private long payPrice;//订单支付价格
private int num;//订单数量
public OrderInfo() {
}
public OrderInfo(String orderId, Date createOrderTime, String paymentId, Date paymentTime, String productId, String productName, long productPrice, long promotionPrice, String shopId, String shopName, String shopMobile, long payPrice, int num) {
this.orderId = orderId;
this.createOrderTime = createOrderTime;
this.paymentId = paymentId;
this.paymentTime = paymentTime;
this.productId = productId;
this.productName = productName;
this.productPrice = productPrice;
this.promotionPrice = promotionPrice;
this.shopId = shopId;
this.shopName = shopName;
this.shopMobile = shopMobile;
this.payPrice = payPrice;
this.num = num;
}
public String getOrderId() {
return orderId;
}
public void setOrderId(String orderId) {
this.orderId = orderId;
}
public Date getCreateOrderTime() {
return createOrderTime;
}
public void setCreateOrderTime(Date createOrderTime) {
this.createOrderTime = createOrderTime;
}
public String getPaymentId() {
return paymentId;
}
public void setPaymentId(String paymentId) {
this.paymentId = paymentId;
}
public Date getPaymentTime() {
return paymentTime;
}
public void setPaymentTime(Date paymentTime) {
this.paymentTime = paymentTime;
}
public String getProductId() {
return productId;
}
public void setProductId(String productId) {
this.productId = productId;
}
public String getProductName() {
return productName;
}
public void setProductName(String productName) {
this.productName = productName;
}
public long getProductPrice() {
return productPrice;
}
public void setProductPrice(long productPrice) {
this.productPrice = productPrice;
}
public long getPromotionPrice() {
return promotionPrice;
}
public void setPromotionPrice(long promotionPrice) {
this.promotionPrice = promotionPrice;
}
public String getShopId() {
return shopId;
}
public void setShopId(String shopId) {
this.shopId = shopId;
}
public String getShopName() {
return shopName;
}
public void setShopName(String shopName) {
this.shopName = shopName;
}
public String getShopMobile() {
return shopMobile;
}
public void setShopMobile(String shopMobile) {
this.shopMobile = shopMobile;
}
public long getPayPrice() {
return payPrice;
}
public void setPayPrice(long payPrice) {
this.payPrice = payPrice;
}
public int getNum() {
return num;
}
public void setNum(int num) {
this.num = num;
}
@Override
public String toString() {
return "PaymentInfo{" +
"orderId='" + orderId + '\'' +
", createOrderTime=" + createOrderTime +
", paymentId='" + paymentId + '\'' +
", paymentTime=" + paymentTime +
", productId='" + productId + '\'' +
", productName='" + productName + '\'' +
", productPrice=" + productPrice +
", promotionPrice=" + promotionPrice +
", shopId='" + shopId + '\'' +
", shopName='" + shopName + '\'' +
", shopMobile='" + shopMobile + '\'' +
", payPrice=" + payPrice +
", num=" + num +
'}';
}
public String random() {
this.productId = "12121212";
this.orderId = UUID.randomUUID().toString().replaceAll("-", "");
this.paymentId = UUID.randomUUID().toString().replaceAll("-", "");
this.productPrice = new Random().nextInt();
this.promotionPrice = new Random().nextInt();
this.payPrice = new Random().nextInt();
String date = "2015-11-11 12:22:12";
SimpleDateFormat simpleDateFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
try {
this.createOrderTime = simpleDateFormat.parse(date);
} catch (ParseException e) {
e.printStackTrace();
}
return new Gson().toJson(this);
}
}
Kafka生产模拟订单信息:OrderMqSender.java
package com.xt.kafka2storm.order;
import kafka.javaapi.producer.Producer;
import kafka.producer.KeyedMessage;
import kafka.producer.ProducerConfig;
import java.util.Properties;
public class OrderMqSender {
public static void main(String[] args) {
String TOPIC = "orderMq";
Properties props = new Properties();
props.put("serializer.class", "kafka.serializer.StringEncoder");
props.put("metadata.broker.list", "hadoop1:9092,hadoop2:9092,hadoop3:9092");
props.put("request.required.acks", "1");
props.put("partitioner.class", "kafka.producer.DefaultPartitioner");
Producer<String, String> producer = new Producer<String, String>(new ProducerConfig(props));
for (int messageNo = ; messageNo < ; messageNo++) {
producer.send(new KeyedMessage<String, String>(TOPIC, messageNo + "",new OrderInfo().random() ));
// try {
// Thread.sleep(100);
// } catch (InterruptedException e) {
// e.printStackTrace();
// }
}
}
}
Storm处理从kafka获取的数据Bolt代码:ParserOrderMqBolt.java
package com.xt.kafka2storm;
import backtype.storm.task.OutputCollector;
import backtype.storm.task.TopologyContext;
import backtype.storm.topology.OutputFieldsDeclarer;
import backtype.storm.topology.base.BaseRichBolt;
import backtype.storm.tuple.Tuple;
import com.google.gson.Gson;
import com.xt.kafka2storm.order.OrderInfo;
import redis.clients.jedis.Jedis;
import redis.clients.jedis.JedisPool;
import redis.clients.jedis.JedisPoolConfig;
import java.util.HashMap;
import java.util.Map;
public class ParserOrderMqBolt extends BaseRichBolt {
private JedisPool pool;
public void prepare(Map stormConf, TopologyContext context, OutputCollector collector) {
//change "maxActive" -> "maxTotal" and "maxWait" -> "maxWaitMillis" in all examples
JedisPoolConfig config = new JedisPoolConfig();
//控制一个pool最多有多少个状态为idle(空闲的)的jedis实例。
config.setMaxIdle();
//控制一个pool可分配多少个jedis实例,通过pool.getResource()来获取;
//如果赋值为-1,则表示不限制;如果pool已经分配了maxActive个jedis实例,则此时pool的状态为exhausted(耗尽)。
//在borrow一个jedis实例时,是否提前进行validate操作;如果为true,则得到的jedis实例均是可用的;
config.setMaxTotal( * );
//表示当borrow(引入)一个jedis实例时,最大的等待时间,如果超过等待时间,则直接抛出JedisConnectionException;
config.setMaxWaitMillis();
config.setTestOnBorrow(true);
config.setTestOnReturn(true);
/**
*如果你遇到 java.net.SocketTimeoutException: Read timed out exception的异常信息
*请尝试在构造JedisPool的时候设置自己的超时值. JedisPool默认的超时时间是2秒(单位毫秒)
*/
pool = new JedisPool(config, "127.0.0.1", );
}
public void execute(Tuple input) {
Jedis jedis = pool.getResource();
//获取kafkaSpout发送过来的数据,是一个json
String string = new String((byte[]) input.getValue());
//解析json
OrderInfo orderInfo = (OrderInfo) new Gson().fromJson(string, OrderInfo.class);
//整个网站,各个业务线,各个品类,各个店铺,各个品牌,每个商品
//获取整个网站的金额统计指标
// String totalAmount = jedis.get("totalAmount");
jedis.incrBy("totalAmount",orderInfo.getProductPrice());
//获取商品所属业务线的指标信息
String bid = getBubyProductId(orderInfo.getProductId(),"b");
// String bAmout = jedis.get(bid+"Amout");
jedis.incrBy(bid+"Amount",orderInfo.getProductPrice());
jedis.close();
}
private String getBubyProductId(String productId,String type) {
// key:value
//index:productID:info---->Map
// productId-----<各个业务线,各个品类,各个店铺,各个品牌,每个商品>
Map<String,String> map = new HashMap<String,String>();
map.put("b","3c");
map.put("c","phone");
map.put("s","121");
map.put("p","iphone");
return map.get(type);
}
public void declareOutputFields(OutputFieldsDeclarer declarer) {
}
}
Storm启动入口,结合KafkaSpout消费数据:KafkaAndStormTopologyMain.java
package com.xt.kafka2storm;
import backtype.storm.Config;
import backtype.storm.LocalCluster;
import backtype.storm.StormSubmitter;
import backtype.storm.topology.TopologyBuilder;
import storm.kafka.KafkaSpout;
import storm.kafka.SpoutConfig;
import storm.kafka.ZkHosts;
/**
* Created by XT on 2018/3/31.
*/
public class KafkaAndStormTopologyMain {
public static void main(String[] args) throws Exception {
TopologyBuilder tb = new TopologyBuilder();
tb.setSpout("kafkaSpout",new KafkaSpout(new SpoutConfig(new ZkHosts("hadoop1:2181,hadoop2:2181,hadoop3:2181"),"orderMq","/myKafka","kafkaSpout")),);
tb.setBolt("bolt1",new MyBolt1(),).shuffleGrouping("kafkaSpout");
Config config = new Config();
config.setNumWorkers();
//提交任务
if (args.length > ){
//集群运行
StormSubmitter.submitTopology(args[],config,tb.createTopology());
}else {
//本地运行
LocalCluster localCluster = new LocalCluster();
localCluster.submitTopology("storm2kafka",config,tb.createTopology());
}
}
}