如何使用 Java Hadoop map reduce 对数据集中的列进行降序排序？

Question

我的数据文件是：

Utsav   Chatterjee  Dangerous   Soccer  Coldplay    4
Rodney  Purtle  Awesome Football    Maroon5 3
Michael Gross   Amazing Basketball  Iron Maiden 6
Emmanuel    Ezeigwe Cool    Pool    Metallica   5
John    Doe Boring  Golf    Linkin Park 8
David   Bekham  Godlike Soccer  Justin Beiber   89
Abhishek    Kumar   Geek    Cricket Abhishek Kumar  7
Abhishek    Singh   Geek    Cricket Abhishek Kumar  7

我想在调用 hadoop jar 时将列号作为参数传递，并且我需要根据该特定列按降序对整个数据集进行排序。通过将所需的列设置为映射器输出中的键，我可以按升序轻松地做到这一点。但是，我无法按降序完成此操作。

我的 Mapper 和 Reducer 代码是：

public static class Map extends Mapper<LongWritable,Text,Text,Text>{
        public static void map(LongWritable key, Text value, Context context)
        throws IOException,InterruptedException 
        {
            Configuration conf = context.getConfiguration();
            String param = conf.get("columnRef");
            int colref = Integer.parseInt(param);
            String line = value.toString();
            String[] parts = line.split("\t");
            context.write(new Text(parts[colref]), value);
            }
        }

    public static class Reduce extends Reducer<Text,Text,Text,Text>{
        public void reduce(Text key, Iterable<Text> value, Context context)
        throws IOException,InterruptedException 
        {
            for (Text text : value) {
                context.write(text,null );
            }
        }
    }

我的比较器 class 是：

public static class sortComparator extends WritableComparator {

         protected sortComparator() {
          super(LongWritable.class, true);
          // TODO Auto-generated constructor stub
         }

         @Override
         public int compare(WritableComparable o1, WritableComparable o2) {
          LongWritable k1 = (LongWritable) o1;
          LongWritable k2 = (LongWritable) o2;
          int cmp = k1.compareTo(k2);
          return -1 * cmp;
         }

        }

我可能在比较器上做错了什么。有人可以帮我从这里出去吗？当我运行选择索引为 5 的列（数字最后一列）作为这种排序的基础时，我仍然按升序得到结果。

Driver class:

public static void main(String[] args) throws Exception {

        Configuration conf= new Configuration();
        conf.set("columnRef", args[2]);

        Job job = new Job(conf, "Sort");

        job.setJarByClass(Sort.class);
        job.setMapperClass(Map.class);
        job.setReducerClass(Reduce.class);

        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(Text.class);
        job.setSortComparatorClass(DescendingKeyComparator.class);
        job.setInputFormatClass(TextInputFormat.class);
        job.setOutputFormatClass(TextOutputFormat.class);

        Path outputPath = new Path(args[1]);

        FileInputFormat.addInputPath(job, new Path(args[0]));
        FileOutputFormat.setOutputPath(job, new Path(args[1]));

        outputPath.getFileSystem(conf).delete(outputPath);

        System.exit(job.waitForCompletion(true) ? 0 : 1);
    }

任何关于如何完成这项任务的建议（降序）对我来说都非常有帮助！！谢谢

Answer 1

在您的驱动程序 class 中，以下代码行： job.setSortComparatorClass(DescendingKeyComparator.class);

您已将 class 设置为 DescendingKeyComparator.class。而是将其设置为 sortComparator.class。应该可以。

如何使用 Java Hadoop map reduce 对数据集中的列进行降序排序？

How to sort a column in data set in descending order using Java Hadoop map reduce?

java

sorting

hadoop

mapreduce

hadoop-partitioning