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名师互学网 > IT > 前沿技术 > 大数据 > 大数据系统

Hadoop

Hadoop

目录

1.OutputFormat接口实现类

2. 自定义OutputFormat案例实操

1)需求 

2)需求分析

3)代码 

(1)编写LogMapper类

(2)编写LogReducer类

(3)自定义一个LogOutputFormat类

(4)编写LogRecordWriter类

(5)编写LogDriver类


OutputFormat是Reduce之后的处理

1.OutputFormat接口实现类

2. 自定义OutputFormat案例实操

1)需求 

过滤输入的log日志,包含atguigu的网站输出到e:/atguigu.log,不包含atguigu的网站输出到e:/other.log。

(1)输入数据:txt文件

http://www.baidu.com
http://www.google.com
http://cn.bing.com
http://www.atguigu.com
http://www.sohu.com
http://www.sina.com
http://www.sin2a.com
http://www.sin2desa.com
http://www.sindsafa.com

(2)期望输出数据

  

2)需求分析

 

3)代码 

(1)编写LogMapper类
public class LogMapper extends Mapper {
    @Override
    protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
        //http://www.baidu.com
        //http://www.google.com
        //(http://www.google.com, NullWritable)
        //不做任何处理
        context.write(value, NullWritable.get());
    }
}

(2)编写LogReducer类
public class LogReducer extends Reducer {
    @Override
    protected void reduce(Text key, Iterable values, Context context) throws IOException, InterruptedException {
        //http://www.baidu.com
        //http://www.baidu.com
        //如果两个数据一样,直接输出会丢数据,只输出一条,因此用for循环防止丢数据
        for (NullWritable value : values) {
            context.write(key,NullWritable.get());
        }
    }
}

(3)自定义一个LogOutputFormat类
public class LogOutputFormat extends FileOutputFormat {

    @Override
    public RecordWriter getRecordWriter(TaskAttemptContext job) throws IOException, InterruptedException {
        //创建一个自定义的RecordWriter返回
        LogRecordWriter lrw = new LogRecordWriter(job);
        return lrw;
    }
}

(4)编写LogRecordWriter类
public class LogRecordWriter extends RecordWriter {

    private FSDataOutputStream atguiguOut;
    private FSDataOutputStream otherOut;

    public LogRecordWriter(TaskAttemptContext job) {
        //创建两条流
        try {
            FileSystem fs = FileSystem.get(job.getConfiguration());

            atguiguOut = fs.create(new Path("D:\code\Hadoop\atguigu.log"));
            otherOut = fs.create(new Path("D:\code\Hadoop\other.log"));


        } catch (IOException e) {
            e.printStackTrace();
        }
    }

    @Override
    public void write(Text text, NullWritable nullWritable) throws IOException, InterruptedException {
        String log = text.toString();

        //根据一行的log数据是否包含atguigu,判断两条输出流输出的内容
        if(log.contains("atguigu")){
            atguiguOut.writeBytes(log + "n");
        }else {
            otherOut.writeBytes(log + "n");
        }
    }

    @Override
    public void close(TaskAttemptContext taskAttemptContext) throws IOException, InterruptedException {
        //关流
        IOUtils.closeStream(atguiguOut);
        IOUtils.closeStream(otherOut);
    }
}

(5)编写LogDriver类
public class LogDriver {
    public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
        Configuration conf = new Configuration();
        Job job = Job.getInstance();

        job.setJarByClass(LogDriver.class);

        job.setMapperClass(LogMapper.class);
        job.setReducerClass(LogReducer.class);

        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(NullWritable.class);

        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(NullWritable.class);

        //设置自定义的outputformat
        job.setOutputFormatClass(LogOutputFormat.class);

        FileInputFormat.setInputPaths(job,new Path("D:\code\Hadoop\input\inputoutputformat"));

        //虽然我们自定义了outputformat,但是因为我们的outputformat继承自fileoutputformat
        //而fileoutputformat要输出一个_SUCCESS文件,所以在这还得指定一个输出目录
        FileOutputFormat.setOutputPath(job,new Path("D:\code\Hadoop\output8"));

        boolean b = job.waitForCompletion(true);
        System.exit(b ? 0 : 1);
    }
}

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