NLineInputFormat
NLineInputFormat
Zero零_度 发表于3年前
NLineInputFormat
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package com.test;

import java.io.IOException;
import java.util.Iterator;
import java.util.StringTokenizer;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.NLineInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;

/**
 * TextInputFormat处理的数据来自于一个InputSplit。InputSplit根据块大小划分。
 * 由于每条记录有长有短,所以,每个map任务处理的记录数都不一样
 * NLineInputFormat决定每个map处理记录数是相同的
 */
public class WordCountNL extends Configured implements Tool {
 
 public static class Map extends Mapper<LongWritable, Text, Text, IntWritable> {
  public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
   String line = value.toString();
   
   StringTokenizer st = new StringTokenizer(line);
   while(st.hasMoreElements()) {
    context.write(new Text(st.nextElement().toString()), new IntWritable(1));
   }
  }
 }
 
 public static class Combiner extends Reducer<Text, IntWritable, Text, IntWritable> {
  public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
   int count = 0;
   Iterator<IntWritable> it = values.iterator();
   while(it.hasNext()) {
    count = count + it.next().get();
   }
   context.write(key, new IntWritable(count));
  }
 }
 
 public static class Reduce extends Reducer<Text, IntWritable, Text, IntWritable> {
  public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
   int count = 0;
   Iterator<IntWritable> it = values.iterator();
   while(it.hasNext()) {
    count = count + it.next().get();
   }
   context.write(key, new IntWritable(count));
  }
 }
 
 public int run(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
  Configuration conf = this.getConf();
  //设置每个map可以处理多少行数据
  //conf.set("mapreduce.input.lineinputformat.linespermap", "1");
  conf.set(NLineInputFormat.LINES_PER_MAP, "1");

  
  Job job = new Job(conf);
  job.setJobName(WordCountNL.class.getSimpleName());
  job.setJarByClass(WordCountNL.class);
  
  FileInputFormat.addInputPath(job, new Path(args[0]));
  FileOutputFormat.setOutputPath(job, new Path(args[1]));
  
  job.setMapperClass(Map.class);
  job.setCombinerClass(Combiner.class);
  job.setReducerClass(Reduce.class);
  
  job.setInputFormatClass(NLineInputFormat.class);
  job.setOutputFormatClass(TextOutputFormat.class);
  
  job.setOutputKeyClass(Text.class);
  job.setOutputValueClass(IntWritable.class);
  
  job.waitForCompletion(true);
  
  return job.isSuccessful()?0:1;
 }
 
 public static void main(String[] args) throws Exception {
  int exit = ToolRunner.run(new WordCount(), args);
  System.exit(exit);
 }
 
}

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