Example usage for org.apache.hadoop.mapred JobConf setReducerClass

Introduction

In this page you can find the example usage for org.apache.hadoop.mapred JobConf setReducerClass.

Prototype

public void setReducerClass(Class<? extends Reducer> theClass) 

Source Link

Document

Set the Reducer class for the job.

Usage

From source file:edu.umd.cloud9.demo.DemoWordCountTuple2.java

License:Apache License

/**
 * Runs this tool.//w w w  .  jav a 2  s.  c o  m
 */
public int run(String[] args) throws Exception {
    if (args.length != 4) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];

    int numMapTasks = Integer.parseInt(args[2]);
    int numReduceTasks = Integer.parseInt(args[3]);

    sLogger.info("Tool: DemoWordCountTuple2");
    sLogger.info(" - input path: " + inputPath);
    sLogger.info(" - output path: " + outputPath);
    sLogger.info(" - number of mappers: " + numMapTasks);
    sLogger.info(" - number of reducers: " + numReduceTasks);

    JobConf conf = new JobConf(DemoWordCountTuple2.class);
    conf.setJobName("DemoWordCountTuple2");

    conf.setNumMapTasks(numMapTasks);
    conf.setNumReduceTasks(numReduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    conf.setInputFormat(SequenceFileInputFormat.class);
    conf.setOutputKeyClass(Tuple.class);
    conf.setOutputValueClass(IntWritable.class);
    conf.setOutputFormat(SequenceFileOutputFormat.class);

    conf.setMapperClass(MapClass.class);
    conf.setCombinerClass(ReduceClass.class);
    conf.setReducerClass(ReduceClass.class);

    // Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(conf).delete(outputDir, true);

    long startTime = System.currentTimeMillis();
    JobClient.runJob(conf);
    sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:edu.umd.cloud9.examples.BigramCount.java

License:Apache License

/**
 * Runs this tool./*from  ww w .  j  ava  2s.  c o m*/
 */
public int run(String[] args) throws Exception {
    if (args.length != 4) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];

    int mapTasks = Integer.parseInt(args[2]);
    int reduceTasks = Integer.parseInt(args[3]);

    sLogger.info("Tool: BigramCount");
    sLogger.info(" - input path: " + inputPath);
    sLogger.info(" - output path: " + outputPath);
    sLogger.info(" - number of mappers: " + mapTasks);
    sLogger.info(" - number of reducers: " + reduceTasks);

    JobConf conf = new JobConf(BigramCount.class);
    conf.setJobName("BigramCount");

    conf.setNumMapTasks(mapTasks);
    conf.setNumReduceTasks(reduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    /**
     *  Note that these must match the Class arguments given in the mapper 
     */
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(IntWritable.class);

    conf.setMapperClass(MyMapper.class);
    conf.setCombinerClass(MyReducer.class);
    conf.setReducerClass(MyReducer.class);

    // Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(outputDir.toUri(), conf).delete(outputDir, true);

    long startTime = System.currentTimeMillis();
    JobClient.runJob(conf);
    sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:edu.umd.cloud9.examples.BigramRelativeFrequency.java

License:Apache License

/**
 * Runs this tool./*from  w  ww.j  a v a  2s . co  m*/
 */
public int run(String[] args) throws Exception {
    if (args.length != 4) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];

    int mapTasks = Integer.parseInt(args[2]);
    int reduceTasks = Integer.parseInt(args[3]);

    sLogger.info("Tool: BigramRelativeFrequency");
    sLogger.info(" - input path: " + inputPath);
    sLogger.info(" - output path: " + outputPath);
    sLogger.info(" - number of mappers: " + mapTasks);
    sLogger.info(" - number of reducers: " + reduceTasks);

    JobConf conf = new JobConf(BigramRelativeFrequency.class);
    conf.setJobName("BigramRelativeFrequency");

    conf.setNumMapTasks(mapTasks);
    conf.setNumReduceTasks(reduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    /**
     *  Note that these must match the Class arguments given in the mapper 
     */
    conf.setOutputKeyClass(PairOfStrings.class);
    conf.setOutputValueClass(FloatWritable.class);

    conf.setMapperClass(MyMapper.class);
    conf.setCombinerClass(MyCombiner.class);
    conf.setReducerClass(MyReducer.class);
    conf.setPartitionerClass(MyPartitioner.class);

    //Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(outputDir.toUri(), conf).delete(outputDir, true);

    long startTime = System.currentTimeMillis();
    JobClient.runJob(conf);
    sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:edu.umd.cloud9.examples.BuildInvertedIndex.java

License:Apache License

/**
 * Runs this tool./*from ww w  .  j  a  va  2 s  . c o  m*/
 */
public int run(String[] args) throws Exception {
    if (args.length != 4) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];

    int mapTasks = Integer.parseInt(args[2]);
    int reduceTasks = Integer.parseInt(args[3]);

    sLogger.info("Tool: BuildInvertedIndex");
    sLogger.info(" - input path: " + inputPath);
    sLogger.info(" - output path: " + outputPath);
    sLogger.info(" - number of mappers: " + mapTasks);
    sLogger.info(" - number of reducers: " + reduceTasks);

    JobConf conf = new JobConf(BuildInvertedIndex.class);
    conf.setJobName("BuildInvertedIndex");

    conf.setNumMapTasks(mapTasks);
    conf.setNumReduceTasks(reduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    /**
     *  Note that these must match the Class arguments given in the mapper 
     */
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(PairOfInts.class);

    conf.setMapperClass(MyMapper.class);
    conf.setReducerClass(MyReducer.class);

    // Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(outputDir.toUri(), conf).delete(outputDir, true);

    long startTime = System.currentTimeMillis();
    JobClient.runJob(conf);
    sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:edu.umd.cloud9.examples.DemoWordCount.java

License:Apache License

/**
 * Runs this tool./*from w w w.  j  av a2s  .  co  m*/
 */
public int run(String[] args) throws Exception {
    if (args.length != 4) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];

    int mapTasks = Integer.parseInt(args[2]);
    int reduceTasks = Integer.parseInt(args[3]);

    sLogger.info("Tool: DemoWordCount");
    sLogger.info(" - input path: " + inputPath);
    sLogger.info(" - output path: " + outputPath);
    sLogger.info(" - number of mappers: " + mapTasks);
    sLogger.info(" - number of reducers: " + reduceTasks);

    JobConf conf = new JobConf(DemoWordCount.class);
    conf.setJobName("DemoWordCount");

    conf.setNumMapTasks(mapTasks);
    conf.setNumReduceTasks(reduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    /**
     *  Note that these must match the Class arguments given in the mapper 
     */
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(IntWritable.class);

    conf.setMapperClass(MyMapper.class);
    conf.setCombinerClass(MyReducer.class);
    conf.setReducerClass(MyReducer.class);

    // Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(outputDir.toUri(), conf).delete(outputDir, true);

    long startTime = System.currentTimeMillis();
    JobClient.runJob(conf);
    sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:edu.umd.cloud9.examples.JingBigramRelativeFrequency.java

License:Apache License

/**
  * Runs this tool./*from   w  w w .  j a va2  s .  co m*/
  */
 public int run(String[] args) throws Exception {
     if (args.length != 4) {
         printUsage();
         return -1;
     }

     String inputPath = args[0];
     String outputPath = args[1];

     int mapTasks = Integer.parseInt(args[2]);
     int reduceTasks = Integer.parseInt(args[3]);

     sLogger.info("Tool: DemoWordCount");
     sLogger.info(" - input path: " + inputPath);
     sLogger.info(" - output path: " + outputPath);
     sLogger.info(" - number of mappers: " + mapTasks);
     sLogger.info(" - number of reducers: " + reduceTasks);

     JobConf conf = new JobConf(BigramRelativeFrequency.class);
     conf.setJobName("DemoWordCount");

     conf.setNumMapTasks(mapTasks);
     conf.setNumReduceTasks(reduceTasks);

     FileInputFormat.setInputPaths(conf, new Path(inputPath));
     FileOutputFormat.setOutputPath(conf, new Path(outputPath));
     FileOutputFormat.setCompressOutput(conf, false);

     /**
      *  Note that these must match the Class arguments given in the mapper 
      */
     conf.setOutputKeyClass(Text.class);
     conf.setOutputValueClass(IntWritable.class);

     conf.setMapperClass(MyMapper.class);
     conf.setCombinerClass(MyReducer.class);
     conf.setReducerClass(MyReducer.class);

     // Delete the output directory if it exists already
     Path outputDir = new Path(outputPath);
     FileSystem.get(outputDir.toUri(), conf).delete(outputDir, true);

     long startTime = System.currentTimeMillis();
     JobClient.runJob(conf);
     sLogger.info("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");
     return 0;
 }

---

From source file:edu.umd.cloud9.io.benchmark.HadoopSortRandomPairsOfInts.java

License:Apache License

/**
 * Runs this benchmark./*  ww  w  .j  a v a2s .  c  o  m*/
 */
public static void main(String[] args) throws IOException {
    String inputPath = "random-pairs.seq";
    String outputPath = "random-pairs.sorted";
    int numMapTasks = 1;
    int numReduceTasks = 1;

    JobConf conf = new JobConf(HadoopSortRandomPairsOfInts.class);
    conf.setJobName("SortRandomPairsOfInts");

    conf.setNumMapTasks(numMapTasks);
    conf.setNumReduceTasks(numReduceTasks);

    FileInputFormat.setInputPaths(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));
    FileOutputFormat.setCompressOutput(conf, false);

    conf.setInputFormat(SequenceFileInputFormat.class);
    conf.setOutputKeyClass(PairOfInts.class);
    conf.setOutputValueClass(IntWritable.class);
    conf.setOutputFormat(TextOutputFormat.class);

    conf.setMapperClass(IdentityMapper.class);
    conf.setCombinerClass(IdentityReducer.class);
    conf.setReducerClass(IdentityReducer.class);

    // Delete the output directory if it exists already
    Path outputDir = new Path(outputPath);
    FileSystem.get(conf).delete(outputDir, true);

    long startTime;
    double duration;

    startTime = System.currentTimeMillis();

    JobClient.runJob(conf);

    duration = (System.currentTimeMillis() - startTime) / 1000.0;
    System.out.println("Job took " + duration + " seconds");
}

---

From source file:edu.umd.cloud9.pagerank.BuildPageRankRecords.java

License:Apache License

/**
 * Runs this tool.//from ww  w . j  a v a 2s. co  m
 */
public int run(String[] args) throws Exception {
    if (args.length != 3) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];
    int n = Integer.parseInt(args[2]);

    sLogger.info("Tool name: BuildPageRankRecords");
    sLogger.info(" - inputDir: " + inputPath);
    sLogger.info(" - outputDir: " + outputPath);
    sLogger.info(" - numNodes: " + n);

    JobConf conf = new JobConf(BuildPageRankRecords.class);
    conf.setJobName("PackageLinkGraph");

    conf.setNumMapTasks(1);
    conf.setNumReduceTasks(0);

    conf.setInt("NodeCnt", n);
    conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024);

    TextInputFormat.addInputPath(conf, new Path(inputPath));
    SequenceFileOutputFormat.setOutputPath(conf, new Path(outputPath));

    conf.setInputFormat(TextInputFormat.class);
    conf.setOutputFormat(SequenceFileOutputFormat.class);

    conf.setMapOutputKeyClass(IntWritable.class);
    conf.setMapOutputValueClass(PageRankNode.class);

    conf.setOutputKeyClass(IntWritable.class);
    conf.setOutputValueClass(PageRankNode.class);

    conf.setMapperClass(MyMapper.class);
    conf.setReducerClass(IdentityReducer.class);

    // delete the output directory if it exists already
    FileSystem.get(conf).delete(new Path(outputPath), true);

    JobClient.runJob(conf);

    return 0;
}

---

From source file:edu.umd.cloud9.pagerank.FindMaxPageRankNodes.java

License:Apache License

/**
 * Runs this tool.//from  w  ww.ja  v  a  2s . com
 */
public int run(String[] args) throws Exception {
    if (args.length != 3) {
        printUsage();
        return -1;
    }

    String inputPath = args[0];
    String outputPath = args[1];
    int n = Integer.parseInt(args[2]);

    sLogger.info("Tool name: FindMaxPageRankNodes");
    sLogger.info(" - input: " + inputPath);
    sLogger.info(" - output: " + outputPath);
    sLogger.info(" - n: " + n);

    JobConf conf = new JobConf(FindMaxPageRankNodes.class);
    conf.setJobName("FindMaxPageRankNodes");

    conf.setNumMapTasks(1);
    conf.setNumReduceTasks(1);

    conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024);
    conf.setInt("n", n);

    FileInputFormat.addInputPath(conf, new Path(inputPath));
    FileOutputFormat.setOutputPath(conf, new Path(outputPath));

    conf.setInputFormat(SequenceFileInputFormat.class);
    conf.setOutputFormat(TextOutputFormat.class);

    conf.setMapOutputKeyClass(IntWritable.class);
    conf.setMapOutputValueClass(FloatWritable.class);

    conf.setOutputKeyClass(IntWritable.class);
    conf.setOutputValueClass(FloatWritable.class);

    conf.setMapperClass(MyMapper.class);
    conf.setReducerClass(MyReducer.class);

    // delete the output directory if it exists already
    FileSystem.get(conf).delete(new Path(outputPath), true);

    JobClient.runJob(conf);

    return 0;
}

---

From source file:edu.umd.cloud9.pagerank.PartitionGraph.java

License:Apache License

public int run(String[] args) throws IOException {
    if (args.length != 5) {
        printUsage();//from w  w  w  .ja  v  a  2s .  c o m
        return -1;
    }

    String inPath = args[0];
    String outPath = args[1];
    int numParts = Integer.parseInt(args[2]);
    boolean useRange = Integer.parseInt(args[3]) != 0;
    int nodeCount = Integer.parseInt(args[4]);

    sLogger.info("Tool name: PartitionGraph");
    sLogger.info(" - inputDir: " + inPath);
    sLogger.info(" - outputDir: " + outPath);
    sLogger.info(" - numPartitions: " + numParts);
    sLogger.info(" - useRange?: " + useRange);
    sLogger.info(" - nodeCnt: " + nodeCount);

    JobConf conf = new JobConf(PartitionGraph.class);

    conf.setJobName("Partition Graph " + numParts);
    conf.setNumReduceTasks(numParts);

    conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024);
    conf.set("mapred.child.java.opts", "-Xmx2048m");
    conf.setInt("NodeCount", nodeCount);

    FileInputFormat.setInputPaths(conf, new Path(inPath));
    FileOutputFormat.setOutputPath(conf, new Path(outPath));

    conf.setInputFormat(SequenceFileInputFormat.class);
    conf.setOutputFormat(SequenceFileOutputFormat.class);

    conf.setMapOutputKeyClass(IntWritable.class);
    conf.setMapOutputValueClass(PageRankNode.class);

    conf.setOutputKeyClass(IntWritable.class);
    conf.setOutputValueClass(PageRankNode.class);

    conf.setMapperClass(MapClass.class);
    conf.setReducerClass(ReduceClass.class);

    conf.setSpeculativeExecution(false);

    if (useRange) {
        conf.setPartitionerClass(RangePartitioner.class);
    }

    FileSystem.get(conf).delete(new Path(outPath), true);

    JobClient.runJob(conf);

    return 0;
}

---

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