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| 1 | +package com.sparkTutorial.pairRdd.sort.sortbykey; |
| 2 | + |
| 3 | + |
| 4 | +import org.apache.log4j.Level; |
| 5 | +import org.apache.log4j.Logger; |
| 6 | +import org.apache.spark.SparkConf; |
| 7 | +import org.apache.spark.api.java.JavaPairRDD; |
| 8 | +import org.apache.spark.api.java.JavaRDD; |
| 9 | +import org.apache.spark.api.java.JavaSparkContext; |
| 10 | +import org.apache.spark.api.java.function.Function2; |
| 11 | +import org.apache.spark.api.java.function.PairFunction; |
| 12 | +import scala.Tuple2; |
| 13 | + |
| 14 | +import java.util.Arrays; |
| 15 | + |
| 16 | +public class SortedWorldCountSolution { |
| 17 | + |
| 18 | + public static void main(String[] args) throws Exception { |
| 19 | + |
| 20 | + Logger.getLogger("org").setLevel(Level.ERROR); |
| 21 | + SparkConf conf = new SparkConf().setAppName("wordCounts").setMaster("local[3]"); |
| 22 | + JavaSparkContext sc = new JavaSparkContext(conf); |
| 23 | + |
| 24 | + JavaRDD<String> lines = sc.textFile("in/word_count.text"); |
| 25 | + JavaRDD<String> wordRdd = lines.flatMap(line -> Arrays.asList(line.split(" ")).iterator()); |
| 26 | + |
| 27 | + JavaPairRDD<String, Integer> wordPairRdd = wordRdd.mapToPair((PairFunction<String, String, Integer>) word -> new Tuple2<>(word, 1)); |
| 28 | + |
| 29 | + JavaPairRDD<String, Integer> wordToCountPairs = wordPairRdd.reduceByKey((Function2<Integer, Integer, Integer>) (x, y) -> x + y); |
| 30 | + |
| 31 | + JavaPairRDD<Integer, String> countToWordParis = wordToCountPairs.mapToPair((PairFunction<Tuple2<String, Integer>, Integer, String>) wordToCount -> new Tuple2<>(wordToCount._2(), wordToCount._1())); |
| 32 | + |
| 33 | + JavaPairRDD<Integer, String> sortedCountToWordParis = countToWordParis.sortByKey(false); |
| 34 | + |
| 35 | + JavaPairRDD<String, Integer> sortedWordToCountPairs = sortedCountToWordParis.mapToPair((PairFunction<Tuple2<Integer, String>, String, Integer>) countToWord -> new Tuple2<>(countToWord._2(), countToWord._1())); |
| 36 | + |
| 37 | + for (Tuple2<String, Integer> wordToCount : sortedWordToCountPairs.collect()) { |
| 38 | + System.out.println(wordToCount._1() + " : " + wordToCount._2()); |
| 39 | + |
| 40 | + } |
| 41 | + } |
| 42 | +} |
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