1、需求:将file1和file2合并后按行去重。
file1:
2012-3-1 a
2012-3-2 b
2012-3-3 c
2012-3-4 d
2012-3-5 a
2012-3-6 b
2012-3-7 c
2012-3-3 c
file2:
2012-3-1 b
2012-3-2 a
2012-3-3 b
2012-3-4 d
2012-3-5 a
2012-3-6 c
2012-3-7 d
2012-3-3 c
2、代码实现
import java.io.IOException;
import java.util.StringTokenizer;
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.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.GenericOptionsParser;
public class Dedup {
//map 将输入中的value 复制到 输出数据的key上,并直接输出
public static class Map extends Mapper<Object,Text,Text,Text>{
private static Text line=new Text();//每行数据
//实现map函数
public void map(Object key,Text value,Context context) throws IOException,InterruptedException{
line=value;
context.write(line, new Text(""));
}
}
//reduce 将输入中的key 复制到 输出数据的key上,并直接输出
public static class Reduce extends Reducer<Text,Text,Text,Text>{
//实现reduce函数
public void reduce(Text key,Iterable<Text> values,Context context) throws IOException,InterruptedException{
context.write(key, new Text(""));
}
}
public static void main(String[] args) throws Exception{
// 权限问题 设置hadoop用户
// System.setProperty("HADOOP_USER_NAME", "root");
// 创建配置对象
Configuration conf = new Configuration();
// 这句话很关键
// conf.set("mapred.job.tracker", "192.168.1.2:9001");
// 设置输入输出参数
String[] ioArgs=new String[]{"dedup_in","dedup_out"};
// 设置其它参数
String[] otherArgs = new GenericOptionsParser(conf, ioArgs).getRemainingArgs();
// 校验输入参数
if (otherArgs.length != 2) {
System.err.println("Usage: Data Deduplication <in> <out>");
System.exit(2);
}
// 创建Job对象
Job job = Job.getInstance(conf, "Data Deduplication");
// Job job = new Job(conf, "Data Deduplication");
// 指定reduce数量
job.setNumReduceTasks(1);
// 设置运行job的类
job.setJarByClass(Dedup.class);
// 设置Map、Combine和Reduce处理类
job.setMapperClass(Map.class);
job.setCombinerClass(Reduce.class);
job.setReducerClass(Reduce.class);
// 设置map输出的key value
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(IntWritable.class);
// 设置reduce输出类型
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
// 设置输入和输出目录
// FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
// FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
// 提交job
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
3、输出结果
2012-3-1 a
2012-3-1 b
2012-3-2 a
2012-3-2 b
2012-3-3 b
2012-3-3 c
2012-3-4 d
2012-3-5 a
2012-3-6 b
2012-3-6 c
2012-3-7 c
2012-3-7 d
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