MRWordCount

一、map
package com.pdd.mapreduce;

import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;

import java.io.IOException;

/**

  • @Description todo:
  • @Author hfx
  • @Date 2018/2/14 21:03
    */
    public class WCmap extends Mapper<LongWritable, Text, Text, IntWritable> {
    Text k = new Text();
    IntWritable v = new IntWritable(1);
    @Override
    protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
    // 1 获取一行
    String line = value.toString();
    // 2 切割
    String[] words = line.split(" ");
    // 3 输出
    for (String word : words) {
    k.set(word);
    context.write(k, v);
    }
    }
    }
    二、reduce
    package com.pdd.mapreduce;

import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;

import java.io.IOException;

/**

  • @Description todo:

  • @Author hfx

  • @Date 2018/2/14 21:05
    */
    public class WcReduce extends Reducer<Text, IntWritable, Text, IntWritable> {

    int sum;
    IntWritable v = new IntWritable();

    @Override
    protected void reduce(Text key, Iterable values,Context context) throws IOException, InterruptedException {
    // 1 累加求和
    sum = 0;
    for (IntWritable count : values) {
    sum += count.get();
    }
    // 2 输出
    v.set(sum);
    context.write(key,v);
    }
    }
    三、job测试
    package com.pdd.mapreduce;

import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
/**

  • @Description todo:
  • @Author hfx
  • @Date 2018/2/14 21:15
    */
    public class JobTest {
    public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
    // args=new String[]{"d:/input","d:/output"}; 本地测试
    //打包集群运行 hadoop jar jar包 包全路径名 输入参数 输出不指定
    // 1 获取配置信息以及封装任务
    Configuration configuration = new Configuration();
    Job job = Job.getInstance(configuration);
    // 2 设置jar加载路径
    job.setJarByClass(JobTest.class);
    // 3 设置map和reduce类
    job.setMapperClass(WCmap.class);
    job.setReducerClass(WcReduce.class);
    // 4 设置map输出
    job.setMapOutputKeyClass(Text.class);
    job.setMapOutputValueClass(IntWritable.class);
    // 5 设置最终输出kv类型
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(IntWritable.class);
    // 6 设置输入和输出路径
    FileInputFormat.setInputPaths(job, new Path(args[0]));
    FileOutputFormat.setOutputPath(job, new Path(args[1]));
    // 7 提交
    boolean result = job.waitForCompletion(true);
    System.exit(result ? 0 : 1);
    }
    }
posted @ 2020-02-14 20:13  时光剑客  阅读(204)  评论(0编辑  收藏  举报