Example usage for org.apache.hadoop.mapreduce Job setCombinerClass

Introduction

In this page you can find the example usage for org.apache.hadoop.mapreduce Job setCombinerClass.

Prototype

public void setCombinerClass(Class<? extends Reducer> cls) throws IllegalStateException 

Source Link

Document

Set the combiner class for the job.

Usage

From source file:ClassAverage.java

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    Job job = new Job(conf, "Class Average");

    job.setJarByClass(ClassAverage.class);
    job.setMapperClass(TokenizerMapper.class);
    job.setCombinerClass(DoubleCalcReducer.class);
    job.setReducerClass(DoubleCalcReducer.class);

    job.setOutputKeyClass(Text.class);

}

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From source file:DateExample_Year.java

License:Apache License

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
    if (otherArgs.length != 2) {
        System.err.println("Usage: wordcount <in> <out>");
        System.exit(2);//  www  .  j  a  v  a  2s  .  c  om
    }
    Job job = new Job(conf, "word count fs");
    job.setJarByClass(DateExample_Year.class);
    job.setMapperClass(TokenizerMapper.class);
    job.setCombinerClass(IntSumReducer.class);
    job.setReducerClass(IntSumReducer.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(IntWritable.class);
    job.setInputFormatClass(IsValidKeyFormat.class);

    FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
    FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
    System.exit(job.waitForCompletion(true) ? 0 : 1);
}

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From source file:RunPageRankBasic.java

License:Apache License

private float phase1(int i, int j, String basePath, int numNodes, boolean useCombiner,
        boolean useInMapperCombiner) throws Exception {
    Job job = Job.getInstance(getConf());
    job.setJobName("PageRank:Basic:iteration" + j + ":Phase1");
    job.setJarByClass(RunPageRankBasic.class);

    String in = basePath + "/iter" + formatter.format(i);
    String out = basePath + "/iter" + formatter.format(j) + "t";
    String outm = out + "-mass";

    // We need to actually count the number of part files to get the number of partitions (because
    // the directory might contain _log).
    int numPartitions = 0;
    for (FileStatus s : FileSystem.get(getConf()).listStatus(new Path(in))) {
        if (s.getPath().getName().contains("part-"))
            numPartitions++;/*w  ww  .j  av a 2s.  c  o  m*/
    }

    LOG.info("PageRank: iteration " + j + ": Phase1");
    LOG.info(" - input: " + in);
    LOG.info(" - output: " + out);
    LOG.info(" - nodeCnt: " + numNodes);
    LOG.info(" - useCombiner: " + useCombiner);
    LOG.info(" - useInmapCombiner: " + useInMapperCombiner);
    LOG.info("computed number of partitions: " + numPartitions);

    int numReduceTasks = numPartitions;

    job.getConfiguration().setInt("NodeCount", numNodes);
    job.getConfiguration().setBoolean("mapred.map.tasks.speculative.execution", false);
    job.getConfiguration().setBoolean("mapred.reduce.tasks.speculative.execution", false);
    //job.getConfiguration().set("mapred.child.java.opts", "-Xmx2048m");
    job.getConfiguration().set("PageRankMassPath", outm);

    job.setNumReduceTasks(numReduceTasks);

    FileInputFormat.setInputPaths(job, new Path(in));
    FileOutputFormat.setOutputPath(job, new Path(out));

    job.setInputFormatClass(NonSplitableSequenceFileInputFormat.class);
    job.setOutputFormatClass(SequenceFileOutputFormat.class);

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

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

    job.setMapperClass(useInMapperCombiner ? MapWithInMapperCombiningClass.class : MapClass.class);

    if (useCombiner) {
        job.setCombinerClass(CombineClass.class);
    }

    job.setReducerClass(ReduceClass.class);

    FileSystem.get(getConf()).delete(new Path(out), true);
    FileSystem.get(getConf()).delete(new Path(outm), true);

    long startTime = System.currentTimeMillis();
    job.waitForCompletion(true);
    System.out.println("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    float mass = Float.NEGATIVE_INFINITY;
    FileSystem fs = FileSystem.get(getConf());
    for (FileStatus f : fs.listStatus(new Path(outm))) {
        FSDataInputStream fin = fs.open(f.getPath());
        mass = sumLogProbs(mass, fin.readFloat());
        fin.close();
    }

    return mass;
}

---

From source file:WordLines.java

License:Apache License

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
    if (otherArgs.length < 3) {
        System.err.println("Usage: wordlines <in> [<in>...] <SearchTerm> <out>");
        System.exit(2);/* w w  w. j  ava  2 s  .c o  m*/
    }
    conf.set("searchWord", otherArgs[otherArgs.length - 2]);
    Job job = new Job(conf, "word lines");
    job.setJarByClass(WordLines.class);
    job.setMapperClass(TokenizerMapper.class);
    job.setCombinerClass(IntSumReducer.class);
    job.setReducerClass(IntSumReducer.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(Text.class);
    for (int i = 0; i < otherArgs.length - 2; ++i) {
        FileInputFormat.addInputPath(job, new Path(otherArgs[i]));
    }
    FileOutputFormat.setOutputPath(job, new Path(otherArgs[otherArgs.length - 1]));
    System.exit(job.waitForCompletion(true) ? 0 : 1);
}

---

From source file:WordCountSplitTest.java

License:Apache License

private final static void test(boolean use_shards, boolean use_chunks, Boolean slaveok) throws Exception {
    did_start = false;//from   w w w . j a va  2s. c o  m
    final Configuration conf = new Configuration();
    MongoConfigUtil.setInputURI(conf, "mongodb://localhost:30000/test.lines");
    conf.setBoolean(MongoConfigUtil.SPLITS_USE_SHARDS, use_shards);
    conf.setBoolean(MongoConfigUtil.SPLITS_USE_CHUNKS, use_chunks);
    String output_table = null;
    if (use_chunks) {
        if (use_shards)
            output_table = "with_shards_and_chunks";
        else
            output_table = "with_chunks";
    } else {
        if (use_shards)
            output_table = "with_shards";
        else
            output_table = "no_splits";
    }
    if (slaveok != null) {
        output_table += "_" + slaveok;
    }
    MongoConfigUtil.setOutputURI(conf, "mongodb://localhost:30000/test." + output_table);
    System.out.println("Conf: " + conf);

    final Job job = new Job(conf, "word count " + output_table);

    job.setJarByClass(WordCountSplitTest.class);

    job.setMapperClass(TokenizerMapper.class);

    job.setCombinerClass(IntSumReducer.class);
    job.setReducerClass(IntSumReducer.class);

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

    job.setInputFormatClass(MongoInputFormat.class);
    job.setOutputFormatClass(MongoOutputFormat.class);

    final long start = System.currentTimeMillis();
    System.out.println(" ----------------------- running test " + output_table + " --------------------");
    try {
        boolean result = job.waitForCompletion(true);
        System.out.println("job.waitForCompletion( true ) returned " + result);
    } catch (Exception e) {
        System.out.println("job.waitForCompletion( true ) threw Exception");
        e.printStackTrace();
    }
    final long end = System.currentTimeMillis();
    final float seconds = ((float) (end - start)) / 1000;
    java.text.NumberFormat nf = java.text.NumberFormat.getInstance();
    nf.setMaximumFractionDigits(3);
    System.out.println("finished run in " + nf.format(seconds) + " seconds");

    com.mongodb.Mongo m = new com.mongodb.Mongo(
            new com.mongodb.MongoURI("mongodb://localhost:30000/?slaveok=true"));
    com.mongodb.DB db = m.getDB("test");
    com.mongodb.DBCollection coll = db.getCollection(output_table);
    com.mongodb.BasicDBObject query = new com.mongodb.BasicDBObject();
    query.put("_id", "the");
    com.mongodb.DBCursor cur = coll.find(query);
    if (!cur.hasNext())
        System.out.println("FAILURE: could not find count of \'the\'");
    else
        System.out.println("'the' count: " + cur.next());

    //        if (! result)
    //           System.exit(  1 );
}

---

From source file:BigramRelativeFrequency.java

License:Apache License

/**
 * Runs this tool./*from  ww  w. ja v  a2 s . c o m*/
 */
@SuppressWarnings({ "static-access" })
public int run(String[] args) throws Exception {
    Options options = new Options();

    options.addOption(OptionBuilder.withArgName("path").hasArg().withDescription("input path").create(INPUT));
    options.addOption(OptionBuilder.withArgName("path").hasArg().withDescription("output path").create(OUTPUT));
    options.addOption(OptionBuilder.withArgName("num").hasArg().withDescription("number of reducers")
            .create(NUM_REDUCERS));

    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) || !cmdline.hasOption(OUTPUT)) {
        System.out.println("args: " + Arrays.toString(args));
        HelpFormatter formatter = new HelpFormatter();
        formatter.setWidth(120);
        formatter.printHelp(this.getClass().getName(), options);
        ToolRunner.printGenericCommandUsage(System.out);
        return -1;
    }

    String inputPath = cmdline.getOptionValue(INPUT);
    String outputPath = cmdline.getOptionValue(OUTPUT);
    int reduceTasks = cmdline.hasOption(NUM_REDUCERS) ? Integer.parseInt(cmdline.getOptionValue(NUM_REDUCERS))
            : 1;

    LOG.info("Tool name: " + BigramRelativeFrequency.class.getSimpleName());
    LOG.info(" - input path: " + inputPath);
    LOG.info(" - output path: " + outputPath);
    LOG.info(" - num reducers: " + reduceTasks);

    Job job = Job.getInstance(getConf());
    job.setJobName(BigramRelativeFrequency.class.getSimpleName());
    job.setJarByClass(BigramRelativeFrequency.class);

    job.setNumReduceTasks(reduceTasks);

    FileInputFormat.setInputPaths(job, new Path(inputPath));
    FileOutputFormat.setOutputPath(job, new Path(outputPath));

    job.setMapOutputKeyClass(PairOfStrings.class);
    job.setMapOutputValueClass(FloatWritable.class);
    job.setOutputKeyClass(PairOfStrings.class);
    job.setOutputValueClass(FloatWritable.class);
    //job.setOutputFormatClass(SequenceFileOutputFormat.class);

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

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

    long startTime = System.currentTimeMillis();
    job.waitForCompletion(true);
    System.out.println("Job Finished in " + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");

    return 0;
}

---

From source file:CategoriesInvertedIndex.java

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    Job job = Job.getInstance(conf, "Inverted Index");
    job.setJarByClass(CategoriesInvertedIndex.class);
    job.setMapperClass(CategoriesMapper.class);
    job.setReducerClass(CategoriesReducer.class);
    job.setCombinerClass(CategoriesReducer.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(Text.class);
    FileInputFormat.addInputPath(job, new Path(args[0]));
    FileOutputFormat.setOutputPath(job, new Path(args[1]));

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

---

From source file:First.java

License:Apache License

public int run(String[] args) throws Exception {
    String outputReducerType = "filesystem";
    if (args != null && args[0].startsWith(OUTPUT_REDUCER_VAR)) {
        String[] s = args[0].split("=");
        if (s != null && s.length == 2)
            outputReducerType = s[1];//from w  ww. j  a v a  2  s . c  om
    }
    logger.info("output reducer type: " + outputReducerType);

    for (int i = 2000; i < 2012; i++) {
        String columnName = Integer.toString(i);
        getConf().set(CONF_COLUMN_NAME, columnName);

        Job job = new Job(getConf(), "app");
        job.setJarByClass(First.class);
        job.setMapperClass(TokenizerMapper.class);

        if (outputReducerType.equalsIgnoreCase("filesystem")) {
            job.setCombinerClass(ReducerToFilesystem.class);
            job.setReducerClass(ReducerToFilesystem.class);
            job.setOutputKeyClass(Text.class);
            job.setOutputValueClass(IntWritable.class);
            FileOutputFormat.setOutputPath(job, new Path(OUTPUT_PATH_PREFIX + i));
        } else {
            job.setReducerClass(ReducerToCassandra.class);

            job.setMapOutputKeyClass(Text.class);
            job.setMapOutputValueClass(IntWritable.class);
            job.setOutputKeyClass(ByteBuffer.class);
            job.setOutputValueClass(List.class);

            job.setOutputFormatClass(ColumnFamilyOutputFormat.class);

            ConfigHelper.setOutputColumnFamily(job.getConfiguration(), KEYSPACE, OUTPUT_COLUMN_FAMILY);
        }

        job.setInputFormatClass(ColumnFamilyInputFormat.class);

        ConfigHelper.setRpcPort(job.getConfiguration(), "9160");
        ConfigHelper.setInitialAddress(job.getConfiguration(), "localhost");
        ConfigHelper.setPartitioner(job.getConfiguration(), "org.apache.cassandra.dht.RandomPartitioner");
        ConfigHelper.setInputColumnFamily(job.getConfiguration(), KEYSPACE, COLUMN_FAMILY);
        SlicePredicate predicate = new SlicePredicate()
                .setColumn_names(Arrays.asList(ByteBuffer.wrap(columnName.getBytes())));
        ConfigHelper.setInputSlicePredicate(job.getConfiguration(), predicate);

        job.waitForCompletion(true);
    }
    return 0;
}

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From source file:DateExample_Month.java

License:Apache License

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
    if (otherArgs.length != 2) {
        System.err.println("Usage: wordcount <in> <out>");
        System.exit(2);//w w  w  . ja  v  a2  s  .  c om
    }
    Job job = new Job(conf, "word count fs");
    job.setJarByClass(DateExample_Month.class);
    job.setMapperClass(TokenizerMapper.class);
    job.setCombinerClass(IntSumReducer.class);
    job.setReducerClass(IntSumReducer.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(IntWritable.class);
    job.setInputFormatClass(IsValidKeyFormat.class);

    FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
    FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
    System.exit(job.waitForCompletion(true) ? 0 : 1);
}

---

From source file:HiddenMarkovModelBuilder.java

License:Apache License

@Override
public int run(String[] args) throws Exception {
    Job job = new Job(getConf());
    String jobName = "HMM model builder";
    job.setJobName(jobName);// w  ww  .  j  a v  a 2s . co  m

    job.setJarByClass(HiddenMarkovModelBuilder.class);

    FileInputFormat.addInputPath(job, new Path(args[0]));
    FileOutputFormat.setOutputPath(job, new Path(args[1]));

    Utility.setConfiguration(job.getConfiguration(), "avenir");
    job.setMapperClass(HiddenMarkovModelBuilder.StateTransitionMapper.class);
    job.setReducerClass(HiddenMarkovModelBuilder.StateTransitionReducer.class);
    job.setCombinerClass(MarkovStateTransitionModel.StateTransitionCombiner.class);

    job.setMapOutputKeyClass(Tuple.class);
    job.setMapOutputValueClass(IntWritable.class);

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

    job.setNumReduceTasks(job.getConfiguration().getInt("num.reducer", 1));

    int status = job.waitForCompletion(true) ? 0 : 1;
    return status;
}

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