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Deduplication

Deduplication

作者: 还闹不闹 | 来源:发表于2020-03-30 15:11 被阅读0次

    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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