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

Introduction

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

Prototype

public void setNumReduceTasks(int n) 

Source Link

Document

Set the requisite number of reduce tasks for this job.

Usage

From source file:SBP.java

License:Apache License

protected JobConf configInitMessage() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("nstate", "" + nstate);
    conf.set("compat_matrix_str", "" + edge_potential_str);
    conf.setJobName("BP_Init_Belief");

    conf.setMapperClass(MapInitializeBelief.class);

    fs.delete(message_cur_path, true);/*  ww w.  j av a 2s  .c  o  m*/

    FileInputFormat.setInputPaths(conf, edge_path);
    FileOutputFormat.setOutputPath(conf, message_cur_path);

    conf.setNumReduceTasks(0);

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

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From source file:SBP.java

License:Apache License

protected JobConf configUpdateMessage() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("nstate", "" + nstate);
    conf.set("compat_matrix_str", "" + edge_potential_str);
    conf.setJobName("BP_Update_message");

    conf.setMapperClass(MapUpdateMessage.class);
    conf.setReducerClass(RedUpdateMessage.class);

    fs.delete(message_next_path, true);/* w  ww.j  a  v  a2 s  .com*/

    FileInputFormat.setInputPaths(conf, message_cur_path, prior_path);
    FileOutputFormat.setOutputPath(conf, message_next_path);

    conf.setNumReduceTasks(nreducer);

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

    return conf;
}

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From source file:SBP.java

License:Apache License

protected JobConf configSmoothMessage() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("smooth_lambda", "" + lambda);
    conf.set("nstate", "" + nstate);
    conf.set("compat_matrix_str", "" + edge_potential_str);
    conf.setJobName("BP_Smooth_message");

    fs.delete(message_smooth_path, true);

    conf.setMapperClass(MapSmoothMessage.class);
    conf.setReducerClass(RedSmoothMessage.class);

    FileInputFormat.setInputPaths(conf, message_cur_path, message_next_path);
    FileOutputFormat.setOutputPath(conf, message_smooth_path);

    conf.setNumReduceTasks(nreducer);

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

    return conf;//www .ja va2 s .c o m
}

---

From source file:SBP.java

License:Apache License

protected JobConf configCheckErr() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("nstate", "" + nstate);
    conf.setJobName("BP_Check Err");

    fs.delete(check_error_path, true);/*from  w ww .  j  a v  a2  s .c o m*/

    conf.setMapperClass(MapCheckErr.class);
    conf.setReducerClass(RedCheckErr.class);

    FileInputFormat.setInputPaths(conf, message_cur_path, message_smooth_path);
    FileOutputFormat.setOutputPath(conf, check_error_path);

    conf.setNumReduceTasks(nreducer);

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

    return conf;
}

---

From source file:SBP.java

License:Apache License

protected JobConf configSumErr() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("nstate", "" + nstate);
    conf.setJobName("BP_Sum Err");

    fs.delete(sum_error_path, true);//ww w . ja  va2s. co  m

    conf.setMapperClass(MapSumErr.class);
    conf.setReducerClass(RedSumErr.class);

    FileInputFormat.setInputPaths(conf, check_error_path);
    FileOutputFormat.setOutputPath(conf, sum_error_path);

    conf.setNumReduceTasks(1);

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

    return conf;
}

---

From source file:SBP.java

License:Apache License

protected JobConf configComputeBelief() throws Exception {
    final JobConf conf = new JobConf(getConf(), SBP.class);
    conf.set("nstate", "" + nstate);
    conf.set("compat_matrix_str", "" + edge_potential_str);
    conf.setJobName("BP_Compute_Belief");

    conf.setMapperClass(MapComputeBelief.class);
    conf.setReducerClass(RedComputeBelief.class);

    fs.delete(output_path, true);//w  w w  .ja v a  2 s.c  om

    FileInputFormat.setInputPaths(conf, message_cur_path, prior_path);
    FileOutputFormat.setOutputPath(conf, output_path);

    conf.setNumReduceTasks(nreducer);

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

    return conf;
}

---

From source file:WikipediaForwardIndexBuilder.java

License:Apache License

@SuppressWarnings("static-access")
@Override//from   w  w w.  java2s  . c  om
public int run(String[] args) throws Exception {
    Options options = new Options();
    options.addOption(OptionBuilder.withArgName("path").hasArg().withDescription("input").create(INPUT_OPTION));
    options.addOption(
            OptionBuilder.withArgName("path").hasArg().withDescription("index file").create(INDEX_FILE_OPTION));
    options.addOption(OptionBuilder.withArgName("en|sv|de|cs|es|zh|ar|tr").hasArg()
            .withDescription("two-letter language code").create(LANGUAGE_OPTION));

    CommandLine cmdline;
    CommandLineParser parser = new GnuParser();
    try {
        cmdline = parser.parse(options, args);
    } catch (ParseException exp) {
        System.err.println("Error parsing command line: " + exp.getMessage());
        return -1;
    }

    if (!cmdline.hasOption(INPUT_OPTION) || !cmdline.hasOption(INDEX_FILE_OPTION)) {
        HelpFormatter formatter = new HelpFormatter();
        formatter.printHelp(this.getClass().getName(), options);
        ToolRunner.printGenericCommandUsage(System.out);
        return -1;
    }

    Path inputPath = new Path(cmdline.getOptionValue(INPUT_OPTION));
    String indexFile = cmdline.getOptionValue(INDEX_FILE_OPTION);

    String tmpPath = "tmp-" + WikipediaForwardIndexBuilder.class.getSimpleName() + "-" + RANDOM.nextInt(10000);

    if (!inputPath.isAbsolute()) {
        System.err.println("Error: " + INPUT_OPTION + " must be an absolute path!");
        return -1;
    }

    String language = null;
    if (cmdline.hasOption(LANGUAGE_OPTION)) {
        language = cmdline.getOptionValue(LANGUAGE_OPTION);
        if (language.length() != 2) {
            System.err.println("Error: \"" + language + "\" unknown language!");
            return -1;
        }
    }

    JobConf conf = new JobConf(getConf(), WikipediaForwardIndexBuilder.class);
    FileSystem fs = FileSystem.get(conf);

    LOG.info("Tool name: " + this.getClass().getName());
    LOG.info(" - input path: " + inputPath);
    LOG.info(" - index file: " + indexFile);
    LOG.info(" - language: " + language);
    LOG.info("Note: This tool only works on block-compressed SequenceFiles!");

    conf.setJobName(String.format("BuildWikipediaForwardIndex[%s: %s, %s: %s, %s: %s]", INPUT_OPTION, inputPath,
            INDEX_FILE_OPTION, indexFile, LANGUAGE_OPTION, language));

    conf.setNumReduceTasks(1);

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

    if (language != null) {
        conf.set("wiki.language", language);
    }

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

    conf.setMapRunnerClass(MyMapRunner.class);
    conf.setReducerClass(IdentityReducer.class);

    // Delete the output directory if it exists already.
    fs.delete(new Path(tmpPath), true);

    RunningJob job = JobClient.runJob(conf);

    Counters counters = job.getCounters();
    int blocks = (int) counters.getCounter(Blocks.Total);

    LOG.info("number of blocks: " + blocks);

    LOG.info("Writing index file...");
    LineReader reader = new LineReader(fs.open(new Path(tmpPath + "/part-00000")));
    FSDataOutputStream out = fs.create(new Path(indexFile), true);

    out.writeUTF(edu.umd.cloud9.collection.wikipedia.WikipediaForwardIndex.class.getCanonicalName());
    out.writeUTF(inputPath.toString());
    out.writeInt(blocks);

    int cnt = 0;
    Text line = new Text();
    while (reader.readLine(line) > 0) {
        String[] arr = line.toString().split("\\s+");

        int docno = Integer.parseInt(arr[0]);
        int offset = Integer.parseInt(arr[1]);
        short fileno = Short.parseShort(arr[2]);

        out.writeInt(docno);
        out.writeInt(offset);
        out.writeShort(fileno);

        cnt++;

        if (cnt % 100000 == 0) {
            LOG.info(cnt + " blocks written");
        }
    }

    reader.close();
    out.close();

    if (cnt != blocks) {
        throw new RuntimeException("Error: mismatch in block count!");
    }

    // Clean up.
    fs.delete(new Path(tmpPath), true);

    return 0;
}

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From source file:PiEstimator.java

License:Apache License

/**
 * Run a map/reduce job for estimating Pi.
 *
 * @return the estimated value of Pi//from ww  w .j a  va  2 s .  c  o  m
 */
public static BigDecimal estimate(int numMaps, long numPoints, JobConf jobConf) throws IOException {
    // setup job conf
    jobConf.setJobName(PiEstimator.class.getSimpleName());

    jobConf.setInputFormat(SequenceFileInputFormat.class);

    jobConf.setOutputKeyClass(BooleanWritable.class);
    jobConf.setOutputValueClass(LongWritable.class);
    jobConf.setOutputFormat(SequenceFileOutputFormat.class);

    jobConf.setMapperClass(PiMapper.class);
    jobConf.setNumMapTasks(numMaps);

    jobConf.setReducerClass(PiReducer.class);
    jobConf.setNumReduceTasks(1);

    // turn off speculative execution, because DFS doesn't handle
    // multiple writers to the same file.
    jobConf.setSpeculativeExecution(false);

    // setup input/output directories
    final Path inDir = new Path(TMP_DIR, "in");
    final Path outDir = new Path(TMP_DIR, "out");
    FileInputFormat.setInputPaths(jobConf, inDir);
    FileOutputFormat.setOutputPath(jobConf, outDir);

    final FileSystem fs = FileSystem.get(jobConf);
    if (fs.exists(TMP_DIR)) {
        throw new IOException(
                "Tmp directory " + fs.makeQualified(TMP_DIR) + " already exists.  Please remove it first.");
    }
    if (!fs.mkdirs(inDir)) {
        throw new IOException("Cannot create input directory " + inDir);
    }

    try {
        // generate an input file for each map task
        for (int i = 0; i < numMaps; ++i) {
            final Path file = new Path(inDir, "part" + i);
            final LongWritable offset = new LongWritable(i * numPoints);
            final LongWritable size = new LongWritable(numPoints);
            final SequenceFile.Writer writer = SequenceFile.createWriter(fs, jobConf, file, LongWritable.class,
                    LongWritable.class, CompressionType.NONE);
            try {
                writer.append(offset, size);
            } finally {
                writer.close();
            }
            System.out.println("Wrote input for Map #" + i);
        }

        // start a map/reduce job
        System.out.println("Starting Job");
        final long startTime = System.currentTimeMillis();
        JobClient.runJob(jobConf);
        final double duration = (System.currentTimeMillis() - startTime) / 1000.0;
        System.out.println("Job Finished in " + duration + " seconds");

        // read outputs
        Path inFile = new Path(outDir, "reduce-out");
        LongWritable numInside = new LongWritable();
        LongWritable numOutside = new LongWritable();
        SequenceFile.Reader reader = new SequenceFile.Reader(fs, inFile, jobConf);
        try {
            reader.next(numInside, numOutside);
        } finally {
            reader.close();
        }

        // compute estimated value
        return BigDecimal.valueOf(4).setScale(20).multiply(BigDecimal.valueOf(numInside.get()))
                .divide(BigDecimal.valueOf(numMaps)).divide(BigDecimal.valueOf(numPoints));
    } finally {
        fs.delete(TMP_DIR, true);
    }
}

---

From source file:DataJoinJob.java

License:Apache License

public static JobConf createDataJoinJob(String args[]) throws IOException {

    String inputDir = args[0];//from   w w w .j  av a2s  .  c  o m
    String outputDir = args[1];
    Class inputFormat = SequenceFileInputFormat.class;
    if (args[2].compareToIgnoreCase("text") != 0) {
        System.out.println("Using SequenceFileInputFormat: " + args[2]);
    } else {
        System.out.println("Using TextInputFormat: " + args[2]);
        inputFormat = TextInputFormat.class;
    }
    int numOfReducers = Integer.parseInt(args[3]);
    Class mapper = getClassByName(args[4]);
    Class reducer = getClassByName(args[5]);
    Class mapoutputValueClass = getClassByName(args[6]);
    Class outputFormat = TextOutputFormat.class;
    Class outputValueClass = Text.class;
    if (args[7].compareToIgnoreCase("text") != 0) {
        System.out.println("Using SequenceFileOutputFormat: " + args[7]);
        outputFormat = SequenceFileOutputFormat.class;
        outputValueClass = getClassByName(args[7]);
    } else {
        System.out.println("Using TextOutputFormat: " + args[7]);
    }
    long maxNumOfValuesPerGroup = 100;
    String jobName = "";
    if (args.length > 8) {
        maxNumOfValuesPerGroup = Long.parseLong(args[8]);
    }
    if (args.length > 9) {
        jobName = args[9];
    }
    Configuration defaults = new Configuration();
    JobConf job = new JobConf(defaults, DataJoinJob.class);
    job.setJobName("DataJoinJob: " + jobName);

    FileSystem fs = FileSystem.get(defaults);
    fs.delete(new Path(outputDir));
    FileInputFormat.setInputPaths(job, inputDir);

    job.setInputFormat(inputFormat);

    job.setMapperClass(mapper);
    FileOutputFormat.setOutputPath(job, new Path(outputDir));
    job.setOutputFormat(outputFormat);
    SequenceFileOutputFormat.setOutputCompressionType(job, SequenceFile.CompressionType.BLOCK);
    job.setMapOutputKeyClass(Text.class);
    job.setMapOutputValueClass(mapoutputValueClass);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(outputValueClass);
    job.setReducerClass(reducer);

    job.setNumMapTasks(1);
    job.setNumReduceTasks(numOfReducers);
    job.setLong("datajoin.maxNumOfValuesPerGroup", maxNumOfValuesPerGroup);
    return job;
}

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From source file:Text2FormatStorageMR.java

License:Open Source License

@SuppressWarnings("deprecation")
public static void main(String[] args) throws Exception {

    if (args.length != 2) {
        System.out.println("FormatFileMR <input> <output>");
        System.exit(-1);/*  w  w  w  .jav a 2s .  c  o m*/
    }

    JobConf conf = new JobConf(FormatStorageMR.class);

    conf.setJobName("Text2FormatMR");

    conf.setNumMapTasks(1);
    conf.setNumReduceTasks(4);

    conf.setOutputKeyClass(LongWritable.class);
    conf.setOutputValueClass(Unit.Record.class);

    conf.setMapperClass(TextFileTestMapper.class);
    conf.setReducerClass(FormatFileTestReducer.class);

    conf.setInputFormat(TextInputFormat.class);
    conf.setOutputFormat(FormatStorageOutputFormat.class);
    conf.set("mapred.output.compress", "flase");

    Head head = new Head();
    initHead(head);

    head.toJobConf(conf);

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

    FileSystem fs = outputPath.getFileSystem(conf);
    fs.delete(outputPath, true);

    JobClient jc = new JobClient(conf);
    RunningJob rj = null;
    rj = jc.submitJob(conf);

    String lastReport = "";
    SimpleDateFormat dateFormat = new SimpleDateFormat("yyyy-MM-dd hh:mm:ss,SSS");
    long reportTime = System.currentTimeMillis();
    long maxReportInterval = 3 * 1000;
    while (!rj.isComplete()) {
        try {
            Thread.sleep(1000);
        } catch (InterruptedException e) {
        }

        int mapProgress = Math.round(rj.mapProgress() * 100);
        int reduceProgress = Math.round(rj.reduceProgress() * 100);

        String report = " map = " + mapProgress + "%,  reduce = " + reduceProgress + "%";

        if (!report.equals(lastReport) || System.currentTimeMillis() >= reportTime + maxReportInterval) {

            String output = dateFormat.format(Calendar.getInstance().getTime()) + report;
            System.out.println(output);
            lastReport = report;
            reportTime = System.currentTimeMillis();
        }
    }

    System.exit(0);

}

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