sparkStreaming与Kafka整合

createStream那几个参数折腾了我好久。。网上都是一带而过,最终才搞懂..关于sparkStreaming的还是太少,最终尝试成功。。。

首先启动zookeeper

./bin/zookeeper-server-start.sh config/zookeeper.properties &

启动kafka

bin/kafka-server-start.sh config/server.properties &

创建一个topic

./kafka-topics.sh  --create --zookeeper 192.168.77.133:2181 \ --replication-factor 1\ --partitions 1\ --topic yangsy

随后启动一个终端为9092的提供者

./kafka-console-producer.sh --broker-list 192.168.77.133:9092 --topic yangsy

代码如下:

import org.apache.spark.SparkConf
import org.apache.spark.storage.StorageLevel
import org.apache.spark.streaming.kafka.KafkaUtils
import org.apache.spark.streaming.{Seconds, StreamingContext} /**
* Created by root on 11/28/15.
*/
object SparkStreaming {
def main(args: Array[String]) {
/* val sparkConf = new SparkConf().setMaster("local").setAppName("cocapp")
.set("spark.executor.memory", "1g")
val sc = new StreamingContext(sparkConf, Seconds(20))
val lines = sc.textFileStream("/usr/local/spark-1.4.0-bin-2.5.0-cdh5.2.1/streaming")
val words = lines.flatMap(_.split(" "))
val wordCounts = words.map(x => (x, 1)).reduceByKey(_ + _)
wordCounts.print()
sc.start()
sc.awaitTermination()*/
  //zookeeper的地址
val zkQuorum = "192.168.77.133:2181"
//group_id可以通过kafka的conf下的consumer.properties中查找
val group ="test-consumer-group"
  //创建的topic 可以是一个或多个
val topics = "yangsy"
val sparkConf = new SparkConf().setMaster("local").setAppName("cocapp").set("spark.executor.memory", "1g")
val sc = new StreamingContext(sparkConf, Seconds(2))
val numThreads = 2
val topicpMap = topics.split(",").map((_, numThreads.toInt)).toMap
//StorageLevel.MEMORY_AND_DISK_SER为存储的级别
val lines = KafkaUtils.createStream(sc, zkQuorum, group, topicpMap, StorageLevel.MEMORY_AND_DISK_SER).map(_._2)
//对于收到的消息进行wordcount
val words = lines.flatMap(_.split(" "))
val pairs = words.map(word => (word, 1))
val wordCounts = pairs.reduceByKey(_ + _)
wordCounts.print()
sc.start()
sc.awaitTermination() }
}

随后再你启动的kafka的生产者终端随便输入消息,我这里设置的参数是每2秒获取一次,统计一次单词个数~OK~

sparkStreaming与Kafka整合

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