• MapReduce 编程 系列九 Reducer数目


    本篇介绍怎样控制reduce的数目。前面观察结果文件,都会发现通常是以part-r-00000 形式出现多个文件,事实上这个reducer的数目有关系。reducer数目多,结果文件数目就多。

    在初始化job的时候。是能够设置reducer的数目的。example4在example的基础上做了改动。改动了pom.xml。使得结束一个參数作为reducer的数目。改动了LogJob.java的代码,作为设置reducer数目。

             xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
      <modelVersion>4.0.0</modelVersion>
      <groupId>org.freebird</groupId>
      <artifactId>mr1_example4</artifactId>
      <packaging>jar</packaging>
      <version>1.0-SNAPSHOT</version>
      <name>mr1_example4</name>
      <url>http://maven.apache.org</url>
      <dependencies>
        <dependency>
          <groupId>org.apache.hadoop</groupId>
          <artifactId>hadoop-core</artifactId>
          <version>1.2.1</version>
        </dependency>
      </dependencies>
      <build>
        <plugins>
          <plugin>
            <groupId>org.codehaus.mojo</groupId>
            <artifactId>exec-maven-plugin</artifactId>
            <version>1.3.2</version>
            <executions>
              <execution>
                <goals>
                  <goal>exec</goal>
                </goals>
              </execution>
            </executions>
            <configuration>
              <executable>hadoop</executable>
              <arguments>
                <argument>jar</argument>
                <argument>target/mr1_example4-1.0-SNAPSHOT.jar</argument>
                <argument>org.freebird.LogJob</argument>
                <argument>/user/chenshu/share/logs</argument>
                <argument>1</argument>
              </arguments>
            </configuration>
          </plugin>
        </plugins>
      </build>
    </project>
    


    LogJob.java代码:
    import org.apache.hadoop.io.IntWritable;
    import org.apache.hadoop.fs.Path;
    import org.apache.hadoop.conf.Configuration;
    import org.apache.hadoop.io.Text;
    import org.apache.hadoop.mapreduce.Job;
    import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
    import org.freebird.reducer.LogReducer;
    import org.freebird.mapper.LogMapper;
    import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
    import org.apache.hadoop.mapreduce.lib.output.MultipleOutputs;
    import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
    import org.apache.hadoop.fs.FileSystem;
    import java.io.IOException;
    
    
    
    public class LogJob {                                                                                                                                                                                                                                                             
                                                                                                                                                                                                                                                                                      
        public static void main(String[] args) throws Exception {                                                                                                                                                                                                                     
            String inputPath = args[0];                                                                                                                                                                                                                                               
            if (inputPath.endsWith("/")) {                                                                                                                                                                                                                                            
                inputPath = inputPath.substring(0, inputPath.length() -1);                                                                                                                                                                                                            
            }                                                                                                                                                                                                                                                                         
            System.out.println("args[0] indicates input folder path, the last / will be removed if it exists:" + inputPath);                                                                                                                                                          
            String outputPath = inputPath + "/output";                                                                                                                                                                                                                                
            System.out.println("output folder path is:" + outputPath);                                                                                                                                                                                                                
                                                                                                                                                                                                                                                                                      
            int numReducer = Integer.parseInt(args[1]);                                                                                                                                                                                                                               
            System.out.println("reducer number is: " + args[1]);                                                                                                                                                                                                                      
                                                                                                                                                                                                                                                                                      
            Configuration conf = new Configuration();                                                                                                                                                                                                                                 
            Job job = new Job(conf, "sum_did_from_log_file");                                                                                                                                                                                                                         
            job.setJarByClass(LogJob.class);                                                                                                                                                                                                                                          
                                                                                                                                                                                                                                                                                      
            job.setMapperClass(org.freebird.mapper.LogMapper.class);                                                                                                                                                                                                                  
                                                                                                                                                                                                                                                                                      
            job.setReducerClass(org.freebird.reducer.LogReducer.class);                                                                                                                                                                                                               
            job.setNumReduceTasks(numReducer);                                                                                                                                                                                                                                        
                                                                                                                                                                                                                                                                                      
            job.setOutputKeyClass(Text.class);                                                                                                                                                                                                                                        
            job.setOutputValueClass(IntWritable.class);                                                                                                                                                                                                                               
                                                                                                                                                                                                                                                                                      
            Path path1 = new Path(inputPath);                                                                                                                                                                                                                                         
            Path path2 = new Path(outputPath);                                                                                                                                                                                                                                        
                                                                                                                                                                                                                                                                                      
            removeFolder(path2, conf);                                                                                                                                                                                                                                                
                                                                                                                                                                                                                                                                                      
            MultipleOutputs.addNamedOutput(job, "result", TextOutputFormat.class, Text.class, IntWritable.class);                                                                                                                                                                     
                                                                                                                                                                                                                                                                                      
            FileInputFormat.addInputPath(job, path1);                                                                                                                                                                                                                                 
            FileOutputFormat.setOutputPath(job, path2);                                                                                                                                                                                                                               
                                                                                                                                                                                                                                                                                      
            System.exit(job.waitForCompletion(true) ? 0 : 1);                                                                                                                                                                                                                         
        }                                                                                                                                                                                                                                                                             
                                                                                                                                                                                                                                                                                      
        private static void removeFolder(Path path, Configuration conf) throws IOException {                                                                                                                                                                                          
            FileSystem fs = path.getFileSystem(conf);                                                                                                                                                                                                                                 
            if (fs.exists(path)) {                                                                                                                                                                                                                                                    
                fs.delete(path);                                                                                                                                                                                                                                                      
            }                                                                                                                                                                                                                                                                         
        }                                                                                                                                                                                                                                                                             
    }
    

    执行结果,通过观察jobtracker。的确reducer数目为1了。

    而且结果文件也变成了仅仅有一个:

    [chenshu@hadoopMaster example4]$ hdfs dfs -ls /user/chenshu/share/logs/output/
    14/10/03 14:18:35 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
    Found 4 items
    -rw-r--r--   3 chenshu chenshu          0 2014-10-03 12:53 /user/chenshu/share/logs/output/_SUCCESS
    drwxr-xr-x   - chenshu chenshu          0 2014-10-03 12:52 /user/chenshu/share/logs/output/_logs
    -rw-r--r--   3 chenshu chenshu          0 2014-10-03 12:53 /user/chenshu/share/logs/output/part-r-00000
    -rw-r--r--   3 chenshu chenshu    4391668 2014-10-03 12:53 /user/chenshu/share/logs/output/result-r-00000



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  • 原文地址:https://www.cnblogs.com/zhchoutai/p/7293829.html
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