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, Iterablevalues,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);
}
}