spark-streaming读hdfs,统计文件中单词数量,并写入mysql
package com.yeliang; import java.sql.Connection;
import java.sql.Statement;
import java.util.Arrays;
import java.util.Iterator; import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaPairRDD;
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.api.java.function.VoidFunction;
import org.apache.spark.streaming.Durations;
import org.apache.spark.streaming.Time;
import org.apache.spark.streaming.api.java.JavaDStream;
import org.apache.spark.streaming.api.java.JavaPairDStream;
import org.apache.spark.streaming.api.java.JavaStreamingContext; import scala.Tuple2;
import scala.collection.generic.BitOperations.Int; public class SparkStreamTest {
public static void main(String[] args) {
//本地运行
SparkConf conf = new SparkConf().setMaster("local[1]").setAppName("xxzx");
//每5秒提交spark
JavaStreamingContext jssc = new JavaStreamingContext(conf,Durations.seconds(5));
//读hdfs
JavaDStream<String> stream = jssc.textFileStream("hdfs://n1:9000/wordcount_dir");
JavaDStream<String> map = stream.flatMap(new FlatMapFunction<String, String>() {
private static final long serialVersionUID = 1L; public Iterable<String> call(String arg0) throws Exception {
return Arrays.asList(arg0.split(" "));
}
});
JavaPairDStream<String, Integer> pairDStream = map.mapToPair(new PairFunction<String, String, Integer>() {
private static final long serialVersionUID = 1L; public Tuple2<String, Integer> call(String arg0) throws Exception {
// TODO Auto-generated method stub
return new Tuple2<String, Integer>(arg0,1) ;
}
});
JavaPairDStream<String, Integer> result = pairDStream.reduceByKey(new Function2<Integer, Integer, Integer>() {
private static final long serialVersionUID = 1L; @Override
public Integer call(Integer arg0, Integer arg1) throws Exception {
// TODO Auto-generated method stub
return arg0+arg1;
}
}); result.print();
result.foreachRDD(new VoidFunction<JavaPairRDD<String, Integer>>() { @Override
public void call(JavaPairRDD<String, Integer> arg0) throws Exception {
arg0.foreachPartition(new VoidFunction<Iterator<Tuple2<String,Integer>>>() { @Override
public void call(Iterator<Tuple2<String, Integer>> arg0) throws Exception {
Connection conn = ConnectionPool.getConnection();
Statement stat = conn.createStatement();
while(arg0.hasNext()){
Tuple2<String, Integer> wordcount = arg0.next();
String sql = "insert into wordcount(word,count) values('"+wordcount._1+"',"+wordcount._2()+")";
stat.addBatch(sql);
}
stat.executeBatch();
ConnectionPool.returnConnection(conn);
}
});
}
}); jssc.start();
jssc.awaitTermination();
jssc.close();
}
}