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NLineInputFormat的示例分析

发表于:2025-01-28 作者:千家信息网编辑
千家信息网最后更新 2025年01月28日,小编给大家分享一下NLineInputFormat的示例分析,希望大家阅读完这篇文章之后都有所收获,下面让我们一起去探讨吧!package com.test;import java.io.IOExce
千家信息网最后更新 2025年01月28日NLineInputFormat的示例分析

小编给大家分享一下NLineInputFormat的示例分析,希望大家阅读完这篇文章之后都有所收获,下面让我们一起去探讨吧!

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 {  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 {  public void reduce(Text key, Iterable values, Context context) throws IOException, InterruptedException {   int count = 0;   Iterator it = values.iterator();   while(it.hasNext()) {    count = count + it.next().get();   }   context.write(key, new IntWritable(count));  } }  public static class Reduce extends Reducer {  public void reduce(Text key, Iterable values, Context context) throws IOException, InterruptedException {   int count = 0;   Iterator 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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