我正在尝试在Spark集群环境中部署一个火花流式在线wordcount程序。
import java.util.Arrays;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.FlatMapFunction;
import org.apache.spark.api.java.function.Function2;
import org.apache.spark.api.java.function.PairFunction;
import org.apache.spark.streaming.Durations;
import org.apache.spark.streaming.api.java.JavaDStream;
import org.apache.spark.streaming.api.java.JavaPairDStream;
import org.apache.spark.streaming.api.java.JavaReceiverInputDStream;
import org.apache.spark.streaming.api.java.JavaStreamingContext;
import scala.Tuple2;
public class WordCountOnline {
public static void main(String[] args){
SparkConf conf =new SparkConf();
conf.setMaster("spark://SparkMaster:7077").setAppName("WordCountOnline");
JavaSparkContext sc=new JavaSparkContext(conf);
JavaStreamingContext jsc=new JavaStreamingContext(conf,Durations.seconds(5));
JavaReceiverInputDStream lines=jsc.socketTextStream("SparkMaster",9999);
JavaDStream<String> words=lines.flatMap(new FlatMapFunction<String, String>() {
public Iterable<String> call(String line) throws Exception {
return Arrays.asList(line.split(" "));
}
});
JavaPairDStream<String,Integer> pairs=words.mapToPair(new PairFunction<String, String, Integer>() {
public Tuple2<String, Integer> call(String word) throws Exception {
return new Tuple2<String,Integer>(word,1);
}
});
JavaPairDStream<String, Integer> wordsCount=pairs.reduceByKey(new Function2<Integer, Integer, Integer>() {
public Integer call(Integer v1, Integer v2) throws Exception {
// TODO Auto-generated method stub
return v1+v2;
}
});
wordsCount.print();
jsc.start();
jsc.awaitTermination();
jsc.close();
}
}
`我正在部署火花集群环境。
$SPARK_HOME$/bin# ./spark-submit --class sparkstreaming.WordCountOnline --master spark://SparkMaster:7077 /root/Documents/WordCountOnline.jar
并且存在问题
FAILED SelectChannelConnector@0.0.0.0:4040: java.net.BindException: Address already in use java.net.BindException: Address already in use
我已经通过
检查了端口4040 netstat -apn | grep 4040
结果显示端口4040没有被监听,此外,我在代码中选择的端口是9090.为什么会出现这种问题?