[英]Sorting disordered after joining in Spark RDD
我正在尝试从评级数据集中获取观看次数最多的电影,并从具有通用电影ID的电影数据集中映射相应的电影名称。 当我加入自己的已排序电影ID的10个最受关注列表时,其排序结果并未排序。 我也尝试了不起作用的sortbykey(false)。
JavaRDD<String> movies = sc.textFile("in/ml-1m/ratings.dat");
// System.out.println(getmovieidanduserid());
JavaRDD<String> movieid = movies.flatMap(line -> Arrays.asList(line.split("::")[1]).iterator());
JavaPairRDD<String, Integer> moviemost = movieid.mapToPair(id -> new Tuple2<>(id, 1));
JavaPairRDD<String, Integer> moviemostlist = moviemost.reduceByKey((x, y) -> x + y);
JavaPairRDD<Integer, String> countToWordParis = moviemostlist.mapToPair(wordToCount -> new Tuple2<>(wordToCount._2(),
wordToCount._1()));
JavaPairRDD<Integer, String> sortedCountToWordParis = countToWordParis.sortByKey(false);
JavaPairRDD<String, Integer> sortedWordToCountPairs = sortedCountToWordParis
.mapToPair(countToWord -> new Tuple2<>(countToWord._2(), countToWord._1()));
JavaPairRDD<String, Integer> mostwatched = sc.parallelizePairs(sortedWordToCountPairs.take(10));
System.out.println(sortedWordToCountPairs.take(10));
for( Tuple2<String, Integer> mlost : mostwatched.collect())
{
System.out.println(mlost._1() + " : " + mlost._2());
}
JavaRDD<String> moviesname = sc.textFile("in/ml-1m/movies.dat");
JavaPairRDD<String, String> moviesiduser=moviesname.mapToPair(getPairFunction());
JavaPairRDD<String,Tuple2<Integer,String>> joindata=mostwatched.join(moviesiduser);
System.out.println("-------top movies----------");
System.out.println(joindata.take(10));
for (Tuple2<String, Tuple2<Integer, String>> wordToCount : joindata.collect()) {
System.out.println(wordToCount._1() + " : " + wordToCount._2());
}
}
private static PairFunction<String, String, String> getmovieidanduserid() {
return (PairFunction<String, String, String>) line -> new Tuple2<>(line.split("::")[1],
line.split("::")[0]);
}
private static PairFunction<String, String, String> getPairFunction() {
return (PairFunction<String, String, String>) line -> new Tuple2<>(line.split("::")[0],
line.split("::")[1]);
}
前10名电影ID和观看次数
2858 : 3428
260 : 2991
1196 : 2990
1210 : 2883
480 : 2672
2028 : 2653
589 : 2649
2571 : 2590
1270 : 2583
593 : 2578
用电影名称映射后
593 : (2578,Silence of the Lambs, The (1991))
589 : (2649,Terminator 2: Judgment Day (1991))
480 : (2672,Jurassic Park (1993))
2858 : (3428,American Beauty (1999))
260 : (2991,Star Wars: Episode IV - A New Hope (1977))
2571 : (2590,Matrix, The (1999))
2028 : (2653,Saving Private Ryan (1998))
1270 : (2583,Back to the Future (1985))
1210 : (2883,Star Wars: Episode VI - Return of the Jedi (1983))
1196 : (2990,Star Wars: Episode V - The Empire Strikes Back (1980))
美国美女是最受欢迎的,但它排在第4行
在spark(实际上,几乎所有类似SQL的查询引擎)中,join操作不能保证顺序的维护。 加入后需要排序。
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