2018-07-01
1、给合WordCount程序分析MapReduce的运行原理
WordCount数据处理流程2、WordCount程序
// WordCountMapper.java文件 Map阶段
package cn.xia.java.wordcount;
import java.io.IOException;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
public class WordCountMapper extends Mapper {
private static IntWritable one = new IntWritable(1);
private static Text word = new Text();
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String v1 = value.toString();
String output[] = v1.split(" ");
for (String s : output) {
word.set(s);
context.write(word, one);
}
}
}
// WordCountReducer.java文件 Reduce阶段
package cn.xia.java.wordcount;
import java.io.IOException;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;
public class WordCountReducer extends Reducer{
private static IntWritable num = new IntWritable();
protected void reduce(Text key, Iterable values, Context context) throws IOException, InterruptedException {
int count = 0;
for (IntWritable val : values) {
count += val.get();
}
num.set(count);
context.write(key, num);
}
}
// WordCount.java文件 主程序,组装成Job
package cn.xia.java.wordcount;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
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;
public class WordCount {
public static void main(String[] args) throws Exception {
// 删除Reduce的输出文件夹
Configuration conf = new Configuration(); // 读取本地配置文件,读取本地配置
FileSystem.get(conf).delete(new Path(args[1]), true);
// Job
Job job = Job.getInstance(conf);
job.setJarByClass(WordCount.class);
job.setMapperClass(WordCountMapper.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(IntWritable.class);
FileInputFormat.setInputPaths(job, new Path(args[0]));
job.setReducerClass(WordCountReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.waitForCompletion(true);
}
}
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