public static void runSortJob(String... args) throws Exception {

    Path input = new Path(args[0]);
    Path output = new Path(args[1]);

    JobConf job = new JobConf();

    job.setNumReduceTasks(2);

    job.setInputFormat(KeyValueTextInputFormat.class);
    job.setOutputFormat(TextOutputFormat.class);

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

    FileInputFormat.setInputPaths(job, input);
    FileOutputFormat.setOutputPath(job, output);

    job.setJarByClass(SampleJob.class);

    output.getFileSystem(job).delete(output, true);

    JobClient jc = new JobClient(job);
    JobClient.setTaskOutputFilter(job, JobClient.TaskStatusFilter.ALL);
    RunningJob rj = jc.submitJob(job);
    try {
      if (!jc.monitorAndPrintJob(job, rj)) {
        System.out.println("Job Failed: " + rj.getFailureInfo());
        throw new IOException("Job failed!");
      }
    } catch (InterruptedException ie) {
      Thread.currentThread().interrupt();
    }
  }
Example #2
0
  private String runJob() throws Exception {
    OutputStream os = getFileSystem().create(new Path(getInputDir(), "text.txt"));
    Writer wr = new OutputStreamWriter(os);
    wr.write("hello1\n");
    wr.write("hello2\n");
    wr.write("hello3\n");
    wr.close();

    JobConf conf = createJobConf();
    conf.setJobName("mr");
    conf.setJobPriority(JobPriority.HIGH);

    conf.setInputFormat(TextInputFormat.class);

    conf.setMapOutputKeyClass(LongWritable.class);
    conf.setMapOutputValueClass(Text.class);

    conf.setOutputFormat(TextOutputFormat.class);
    conf.setOutputKeyClass(LongWritable.class);
    conf.setOutputValueClass(Text.class);

    conf.setMapperClass(org.apache.hadoop.mapred.lib.IdentityMapper.class);
    conf.setReducerClass(org.apache.hadoop.mapred.lib.IdentityReducer.class);

    FileInputFormat.setInputPaths(conf, getInputDir());
    FileOutputFormat.setOutputPath(conf, getOutputDir());

    return JobClient.runJob(conf).getID().toString();
  }
  @Override
  public int run(String[] args) throws Exception {
    JobConf conf = JobBuilder.parseInputAndOutput(this, getConf(), args);
    if (conf == null) {
      return -1;
    }

    conf.setInputFormat(SequenceFileInputFormat.class);
    conf.setOutputKeyClass(IntWritable.class);
    conf.setOutputFormat(SequenceFileOutputFormat.class);
    SequenceFileOutputFormat.setCompressOutput(conf, true);
    SequenceFileOutputFormat.setOutputCompressorClass(conf, GzipCodec.class);
    SequenceFileOutputFormat.setOutputCompressionType(conf, CompressionType.BLOCK);

    conf.setPartitionerClass(TotalOrderPartitioner.class);

    InputSampler.Sampler<IntWritable, Text> sampler =
        new InputSampler.RandomSampler<IntWritable, Text>(0.1, 10000, 10);

    Path input = FileInputFormat.getInputPaths(conf)[0];
    input = input.makeQualified(input.getFileSystem(conf));

    Path partitionFile = new Path(input, "_partitions");
    TotalOrderPartitioner.setPartitionFile(conf, partitionFile);
    InputSampler.writePartitionFile(conf, sampler);

    // Add to DistributedCache
    URI partitionUri = new URI(partitionFile.toString() + "#_partitions");
    DistributedCache.addCacheFile(partitionUri, conf);
    DistributedCache.createSymlink(conf);

    JobClient.runJob(conf);
    return 0;
  }
Example #4
0
  public void inject(Path crawlDb, Path urlDir) throws IOException {
    SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
    long start = System.currentTimeMillis();
    if (LOG.isInfoEnabled()) {
      LOG.info("Injector: starting at " + sdf.format(start));
      LOG.info("Injector: crawlDb: " + crawlDb);
      LOG.info("Injector: urlDir: " + urlDir);
    }

    Path tempDir =
        new Path(
            getConf().get("mapred.temp.dir", ".")
                + "/inject-temp-"
                + Integer.toString(new Random().nextInt(Integer.MAX_VALUE)));

    // map text input file to a <url,CrawlDatum> file
    if (LOG.isInfoEnabled()) {
      LOG.info("Injector: Converting injected urls to crawl db entries.");
    }
    JobConf sortJob = new NutchJob(getConf());
    sortJob.setJobName("inject " + urlDir);
    FileInputFormat.addInputPath(sortJob, urlDir);
    sortJob.setMapperClass(InjectMapper.class);

    FileOutputFormat.setOutputPath(sortJob, tempDir);
    sortJob.setOutputFormat(SequenceFileOutputFormat.class);
    sortJob.setOutputKeyClass(Text.class);
    sortJob.setOutputValueClass(CrawlDatum.class);
    sortJob.setLong("injector.current.time", System.currentTimeMillis());
    RunningJob mapJob = JobClient.runJob(sortJob);

    long urlsInjected = mapJob.getCounters().findCounter("injector", "urls_injected").getValue();
    long urlsFiltered = mapJob.getCounters().findCounter("injector", "urls_filtered").getValue();
    LOG.info("Injector: total number of urls rejected by filters: " + urlsFiltered);
    LOG.info(
        "Injector: total number of urls injected after normalization and filtering: "
            + urlsInjected);

    // merge with existing crawl db
    if (LOG.isInfoEnabled()) {
      LOG.info("Injector: Merging injected urls into crawl db.");
    }
    JobConf mergeJob = CrawlDb.createJob(getConf(), crawlDb);
    FileInputFormat.addInputPath(mergeJob, tempDir);
    mergeJob.setReducerClass(InjectReducer.class);
    JobClient.runJob(mergeJob);
    CrawlDb.install(mergeJob, crawlDb);

    // clean up
    FileSystem fs = FileSystem.get(getConf());
    fs.delete(tempDir, true);

    long end = System.currentTimeMillis();
    LOG.info(
        "Injector: finished at "
            + sdf.format(end)
            + ", elapsed: "
            + TimingUtil.elapsedTime(start, end));
  }
Example #5
0
  /**
   * @param process
   * @param tap
   * @param conf
   */
  @Override
  public void sinkConfInit(
      FlowProcess<JobConf> process, Tap<JobConf, RecordReader, OutputCollector> tap, JobConf conf) {
    conf.setOutputFormat(MongoOutputFormat.class);
    MongoConfigUtil.setOutputURI(conf, this.mongoUri);

    FileOutputFormat.setOutputPath(conf, getPath());
  }
Example #6
0
  public static void main(String[] args) throws IOException {

    /*JobConf conf = new JobConf();

    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(Text.class);

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

    conf.setMapperClass(IpCounterMapper.class);
    conf.setCombinerClass(IpCounterReducer.class);
    conf.setReducerClass(IpCounterReducer.class);


    String inputDir = args[0];
    String outputDir = args[1];

    FileInputFormat.setInputPaths(conf, inputDir);
    FileOutputFormat.setOutputPath(conf, new Path(outputDir));

    boolean flag = JobClient.runJob(conf).isSuccessful();

    System.out.println(args.length);*/

    if (args.length < 2) {
      System.out.println("args not right!");
      return;
    }

    JobConf conf = new JobConf(IpCount1.class);

    // set output key class
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(Text.class);

    // set mapper & reducer class
    conf.setMapperClass(IpCounterMapper.class);
    conf.setCombinerClass(IpCounterReducer.class);
    conf.setReducerClass(IpCounterReducer.class);

    // set format
    conf.setInputFormat(TextInputFormat.class);
    conf.setOutputFormat(TextOutputFormat.class);

    String inputDir = args[0];
    String outputDir = args[1];

    // FileInputFormat.setInputPaths(conf, "/user/hadoop/rongxin/locationinput/");
    FileInputFormat.setInputPaths(conf, inputDir);
    FileOutputFormat.setOutputPath(conf, new Path(outputDir));

    boolean flag = JobClient.runJob(conf).isSuccessful();
  }
 /** Configure a job given argv. */
 public static boolean parseArgs(String[] argv, JobConf job) throws IOException {
   if (argv.length < 1) {
     return 0 == printUsage();
   }
   for (int i = 0; i < argv.length; ++i) {
     if (argv.length == i + 1) {
       System.out.println("ERROR: Required parameter missing from " + argv[i]);
       return 0 == printUsage();
     }
     try {
       if ("-m".equals(argv[i])) {
         job.setNumMapTasks(Integer.parseInt(argv[++i]));
       } else if ("-r".equals(argv[i])) {
         job.setNumReduceTasks(Integer.parseInt(argv[++i]));
       } else if ("-inFormat".equals(argv[i])) {
         job.setInputFormat(Class.forName(argv[++i]).asSubclass(InputFormat.class));
       } else if ("-outFormat".equals(argv[i])) {
         job.setOutputFormat(Class.forName(argv[++i]).asSubclass(OutputFormat.class));
       } else if ("-outKey".equals(argv[i])) {
         job.setOutputKeyClass(Class.forName(argv[++i]).asSubclass(WritableComparable.class));
       } else if ("-outValue".equals(argv[i])) {
         job.setOutputValueClass(Class.forName(argv[++i]).asSubclass(Writable.class));
       } else if ("-keepmap".equals(argv[i])) {
         job.set(
             org.apache.hadoop.mapreduce.GenericMRLoadGenerator.MAP_PRESERVE_PERCENT, argv[++i]);
       } else if ("-keepred".equals(argv[i])) {
         job.set(
             org.apache.hadoop.mapreduce.GenericMRLoadGenerator.REDUCE_PRESERVE_PERCENT,
             argv[++i]);
       } else if ("-outdir".equals(argv[i])) {
         FileOutputFormat.setOutputPath(job, new Path(argv[++i]));
       } else if ("-indir".equals(argv[i])) {
         FileInputFormat.addInputPaths(job, argv[++i]);
       } else if ("-inFormatIndirect".equals(argv[i])) {
         job.setClass(
             org.apache.hadoop.mapreduce.GenericMRLoadGenerator.INDIRECT_INPUT_FORMAT,
             Class.forName(argv[++i]).asSubclass(InputFormat.class),
             InputFormat.class);
         job.setInputFormat(IndirectInputFormat.class);
       } else {
         System.out.println("Unexpected argument: " + argv[i]);
         return 0 == printUsage();
       }
     } catch (NumberFormatException except) {
       System.out.println("ERROR: Integer expected instead of " + argv[i]);
       return 0 == printUsage();
     } catch (Exception e) {
       throw (IOException) new IOException().initCause(e);
     }
   }
   return true;
 }
Example #8
0
  public static void main(String[] args) throws Exception {
    JobConf conf = new JobConf(Add1.class);
    conf.setJobName("sumar1");

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

    conf.setMapperClass(Map.class);

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

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
  }
  // Main function
  public static void main(String[] args) throws Exception {
    // TODO Auto-generated method stub

    JobConf conf = new JobConf(ProcessUnits.class);
    conf.setJobName("max_eletricityunits");
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(IntWritable.class);
    conf.setMapperClass(EE_Mapper.class);
    conf.setCombinerClass(EE_Reducer.class);
    conf.setReducerClass(EE_Reducer.class);
    conf.setInputFormat(TextInputFormat.class);
    conf.setOutputFormat(TextOutputFormat.class);

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
  }
  public static void main(String[] args) throws Exception {
    JobConf conf = new JobConf(WordCount.class);
    conf.setJobName("wordcount");

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

    conf.setMapperClass(Map.class);
    conf.setCombinerClass(Reduce.class);
    conf.setReducerClass(Reduce.class);

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

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
  }
  public static void main(String args[]) throws IOException {
    JobConf job = new JobConf(WordCountJob.class);
    job.setJobName("Word Count Example");

    FileInputFormat.setInputPaths(job, args[0]);
    job.setInputFormat(TextInputFormat.class);

    job.setMapperClass(MapTask.class);
    job.setCombinerClass(ReduceTask.class);
    job.setReducerClass(ReduceTask.class);

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

    job.setOutputFormat(TextOutputFormat.class);
    FileOutputFormat.setOutputPath(job, new Path(args[1]));

    JobClient.runJob(job);
  }
  @Override
  public int run(String[] args) throws IOException {
    JobConf conf = JobBuilder.parseInputAndOutput(this, getConf(), args);
    if (conf == null) {
      return -1;
    }

    conf.setMapperClass(StationMapper.class);
    conf.setMapOutputKeyClass(Text.class);
    conf.setReducerClass(MultipleOutputsReducer.class);
    conf.setOutputKeyClass(NullWritable.class);
    conf.setOutputFormat(NullOutputFormat.class); // suppress empty part file

    MultipleOutputs.addMultiNamedOutput(
        conf, "station", TextOutputFormat.class, NullWritable.class, Text.class);

    JobClient.runJob(conf);
    return 0;
  }
Example #13
0
  public int run(String[] args) throws Exception {
    JobConf conf = new JobConf(getConf(), XiangLi1_exercise3.class);
    conf.setJobName("xiangli1_exercise3");
    conf.setNumReduceTasks(0);
    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(Text.class);

    conf.setMapperClass(Map.class);
    // conf.setCombinerClass(Reduce.class);
    // conf.setReducerClass(Reduce.class);

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

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
    return 0;
  }
  public static void main(String[] args) throws Exception {
    JobConf conf = new JobConf(Main.class);
    conf.setJobName("feels-analysis");

    conf.setOutputKeyClass(Text.class);
    conf.setOutputValueClass(TheOutputClass.class);
    conf.setMapperClass(Map.class);
    conf.setCombinerClass(Reduce.class);
    conf.setReducerClass(Reduce.class);

    conf.setNumReduceTasks(1);
    conf.setInputFormat(CSVTextInputFormat.class);
    conf.setOutputFormat(TextOutputFormat.class);
    // TODO: determine whether we need extra output
    MultipleOutputs.addMultiNamedOutput(
        conf, SECOND_OUTPUT, TextOutputFormat.class, Text.class, TheOutputClass.class);
    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
  }
Example #15
0
  @Override
  public int run(String[] args) throws Exception {
    JobConf conf = new JobConf(getConf(), Sqrt2.class);
    conf.setJobName("sqrt2");

    conf.setOutputKeyClass(DoubleWritable.class);
    conf.setOutputValueClass(DoubleWritable.class);

    conf.setMapperClass(Map.class);
    /*conf.setCombinerClass(Reduce.class);*/
    conf.setReducerClass(Reduce.class);

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

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
    return 0;
  }
  @Override
  public int run(String[] args) throws Exception {
    Configuration conf = getConf();
    FileSystem fs = FileSystem.get(conf);
    JobConf job = new JobConf(conf);
    job.setJarByClass(Jacobi.class);

    fs.delete(new Path("curX"), true);
    job.setInputFormat(TextInputFormat.class);
    job.setOutputFormat(TextOutputFormat.class);
    job.setMapperClass(Map.class);
    job.setReducerClass(Reduce.class);
    job.setOutputKeyClass(IntWritable.class);
    job.setOutputValueClass(DoubleWritable.class);

    FileInputFormat.setInputPaths(job, new Path("preX"));
    FileOutputFormat.setOutputPath(job, new Path("curX"));

    JobClient.runJob(job);
    return 1;
  }
  public static void main(String[] args) throws Exception {
    JobConf conf = new JobConf(NeighborSearch.class);
    conf.setJobName("star searching");

    conf.setOutputKeyClass(BlockIDWritable.class);
    conf.setOutputValueClass(PairWritable.class);

    conf.setMapperClass(Map.class);
    // conf.setCombinerClass(Reduce.class);
    conf.setReducerClass(Reduce.class);
    //		conf.setPartitionerClass(BlockPartitioner.class);

    //		conf.setFloat("mapred.reduce.slowstart.completed.maps", (float) 1.0);

    conf.setInputFormat(StarInputFormat.class);
    conf.setOutputFormat(StarOutputFormat.class);

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    JobClient.runJob(conf);
  }
Example #18
0
    static void checkRecords(Configuration defaults, Path sortInput, Path sortOutput)
        throws IOException {
      FileSystem inputfs = sortInput.getFileSystem(defaults);
      FileSystem outputfs = sortOutput.getFileSystem(defaults);
      FileSystem defaultfs = FileSystem.get(defaults);
      JobConf jobConf = new JobConf(defaults, RecordStatsChecker.class);
      jobConf.setJobName("sortvalidate-recordstats-checker");

      int noSortReduceTasks = outputfs.listStatus(sortOutput, sortPathsFilter).length;
      jobConf.setInt("sortvalidate.sort.reduce.tasks", noSortReduceTasks);
      int noSortInputpaths = inputfs.listStatus(sortInput).length;

      jobConf.setInputFormat(NonSplitableSequenceFileInputFormat.class);
      jobConf.setOutputFormat(SequenceFileOutputFormat.class);

      jobConf.setOutputKeyClass(IntWritable.class);
      jobConf.setOutputValueClass(RecordStatsChecker.RecordStatsWritable.class);

      jobConf.setMapperClass(Map.class);
      jobConf.setCombinerClass(Reduce.class);
      jobConf.setReducerClass(Reduce.class);

      jobConf.setNumMapTasks(noSortReduceTasks);
      jobConf.setNumReduceTasks(1);

      FileInputFormat.setInputPaths(jobConf, sortInput);
      FileInputFormat.addInputPath(jobConf, sortOutput);
      Path outputPath = new Path("/tmp/sortvalidate/recordstatschecker");
      if (defaultfs.exists(outputPath)) {
        defaultfs.delete(outputPath, true);
      }
      FileOutputFormat.setOutputPath(jobConf, outputPath);

      // Uncomment to run locally in a single process
      // job_conf.set("mapred.job.tracker", "local");
      Path[] inputPaths = FileInputFormat.getInputPaths(jobConf);
      System.out.println(
          "\nSortValidator.RecordStatsChecker: Validate sort "
              + "from "
              + inputPaths[0]
              + " ("
              + noSortInputpaths
              + " files), "
              + inputPaths[1]
              + " ("
              + noSortReduceTasks
              + " files) into "
              + FileOutputFormat.getOutputPath(jobConf)
              + " with 1 reducer.");
      Date startTime = new Date();
      System.out.println("Job started: " + startTime);
      JobClient.runJob(jobConf);
      Date end_time = new Date();
      System.out.println("Job ended: " + end_time);
      System.out.println(
          "The job took " + (end_time.getTime() - startTime.getTime()) / 1000 + " seconds.");

      // Check to ensure that the statistics of the
      // framework's sort-input and sort-output match
      SequenceFile.Reader stats =
          new SequenceFile.Reader(defaultfs, new Path(outputPath, "part-00000"), defaults);
      IntWritable k1 = new IntWritable();
      IntWritable k2 = new IntWritable();
      RecordStatsWritable v1 = new RecordStatsWritable();
      RecordStatsWritable v2 = new RecordStatsWritable();
      if (!stats.next(k1, v1)) {
        throw new IOException("Failed to read record #1 from reduce's output");
      }
      if (!stats.next(k2, v2)) {
        throw new IOException("Failed to read record #2 from reduce's output");
      }

      if ((v1.getBytes() != v2.getBytes())
          || (v1.getRecords() != v2.getRecords())
          || v1.getChecksum() != v2.getChecksum()) {
        throw new IOException(
            "("
                + v1.getBytes()
                + ", "
                + v1.getRecords()
                + ", "
                + v1.getChecksum()
                + ") v/s ("
                + v2.getBytes()
                + ", "
                + v2.getRecords()
                + ", "
                + v2.getChecksum()
                + ")");
      }
    }
  public int run(String[] argv) throws Exception {
    JobConf job = new JobConf(getConf());
    job.setJarByClass(GenericMRLoadGenerator.class);
    job.setMapperClass(SampleMapper.class);
    job.setReducerClass(SampleReducer.class);
    if (!parseArgs(argv, job)) {
      return -1;
    }

    if (null == FileOutputFormat.getOutputPath(job)) {
      // No output dir? No writes
      job.setOutputFormat(NullOutputFormat.class);
    }

    if (0 == FileInputFormat.getInputPaths(job).length) {
      // No input dir? Generate random data
      System.err.println("No input path; ignoring InputFormat");
      confRandom(job);
    } else if (null
        != job.getClass(
            org.apache.hadoop.mapreduce.GenericMRLoadGenerator.INDIRECT_INPUT_FORMAT, null)) {
      // specified IndirectInputFormat? Build src list
      JobClient jClient = new JobClient(job);
      Path tmpDir = new Path(jClient.getFs().getHomeDirectory(), ".staging");
      Random r = new Random();
      Path indirInputFile =
          new Path(tmpDir, Integer.toString(r.nextInt(Integer.MAX_VALUE), 36) + "_files");
      job.set(
          org.apache.hadoop.mapreduce.GenericMRLoadGenerator.INDIRECT_INPUT_FILE,
          indirInputFile.toString());
      SequenceFile.Writer writer =
          SequenceFile.createWriter(
              tmpDir.getFileSystem(job),
              job,
              indirInputFile,
              LongWritable.class,
              Text.class,
              SequenceFile.CompressionType.NONE);
      try {
        for (Path p : FileInputFormat.getInputPaths(job)) {
          FileSystem fs = p.getFileSystem(job);
          Stack<Path> pathstack = new Stack<Path>();
          pathstack.push(p);
          while (!pathstack.empty()) {
            for (FileStatus stat : fs.listStatus(pathstack.pop())) {
              if (stat.isDirectory()) {
                if (!stat.getPath().getName().startsWith("_")) {
                  pathstack.push(stat.getPath());
                }
              } else {
                writer.sync();
                writer.append(
                    new LongWritable(stat.getLen()), new Text(stat.getPath().toUri().toString()));
              }
            }
          }
        }
      } finally {
        writer.close();
      }
    }

    Date startTime = new Date();
    System.out.println("Job started: " + startTime);
    JobClient.runJob(job);
    Date endTime = new Date();
    System.out.println("Job ended: " + endTime);
    System.out.println(
        "The job took " + (endTime.getTime() - startTime.getTime()) / 1000 + " seconds.");

    return 0;
  }
Example #20
0
    static void checkRecords(
        Configuration defaults, int noMaps, int noReduces, Path sortInput, Path sortOutput)
        throws IOException {
      JobConf jobConf = new JobConf(defaults, RecordChecker.class);
      jobConf.setJobName("sortvalidate-record-checker");

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

      jobConf.setOutputKeyClass(BytesWritable.class);
      jobConf.setOutputValueClass(IntWritable.class);

      jobConf.setMapperClass(Map.class);
      jobConf.setReducerClass(Reduce.class);

      JobClient client = new JobClient(jobConf);
      ClusterStatus cluster = client.getClusterStatus();
      if (noMaps == -1) {
        noMaps = cluster.getTaskTrackers() * jobConf.getInt("test.sortvalidate.maps_per_host", 10);
      }
      if (noReduces == -1) {
        noReduces = (int) (cluster.getMaxReduceTasks() * 0.9);
        String sortReduces = jobConf.get("test.sortvalidate.reduces_per_host");
        if (sortReduces != null) {
          noReduces = cluster.getTaskTrackers() * Integer.parseInt(sortReduces);
        }
      }
      jobConf.setNumMapTasks(noMaps);
      jobConf.setNumReduceTasks(noReduces);

      FileInputFormat.setInputPaths(jobConf, sortInput);
      FileInputFormat.addInputPath(jobConf, sortOutput);
      Path outputPath = new Path("/tmp/sortvalidate/recordchecker");
      FileSystem fs = FileSystem.get(defaults);
      if (fs.exists(outputPath)) {
        fs.delete(outputPath, true);
      }
      FileOutputFormat.setOutputPath(jobConf, outputPath);

      // Uncomment to run locally in a single process
      // job_conf.set("mapred.job.tracker", "local");
      Path[] inputPaths = FileInputFormat.getInputPaths(jobConf);
      System.out.println(
          "\nSortValidator.RecordChecker: Running on "
              + cluster.getTaskTrackers()
              + " nodes to validate sort from "
              + inputPaths[0]
              + ", "
              + inputPaths[1]
              + " into "
              + FileOutputFormat.getOutputPath(jobConf)
              + " with "
              + noReduces
              + " reduces.");
      Date startTime = new Date();
      System.out.println("Job started: " + startTime);
      JobClient.runJob(jobConf);
      Date end_time = new Date();
      System.out.println("Job ended: " + end_time);
      System.out.println(
          "The job took " + (end_time.getTime() - startTime.getTime()) / 1000 + " seconds.");
    }