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

List of usage examples for org.apache.hadoop.mapreduce Job setReducerClass

Introduction

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

Prototype

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

Source Link

Document

Set the Reducer for the job.

Usage

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];//www  .j a v  a 2 s  . c  o m
    }
    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;
}

From source file:TorrentWeb.java

License:Apache License

@Override
public int run(String[] args) throws Exception {

    Configuration conf = this.getConf();

    Job job = Job.getInstance(conf, "Torrent Web");
    job.setJarByClass(TorrentWeb.class);

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

    job.setMapperClass(TorrentWebExtracter.class);
    job.setReducerClass(TorrentWebReducer.class);
    job.setInputFormatClass(WarcInputFormat.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(Text.class);

    // Execute job and return status
    return job.waitForCompletion(true) ? 0 : 1;

}

From source file:PerformanceEvaluation.java

License:Apache License

private void doMapReduce(final Class<? extends Test> cmd)
        throws IOException, InterruptedException, ClassNotFoundException {
    Path inputDir = writeInputFile(this.conf);
    this.conf.set(EvaluationMapTask.CMD_KEY, cmd.getName());
    this.conf.set(EvaluationMapTask.PE_KEY, getClass().getName());
    Job job = new Job(this.conf);
    job.setJarByClass(PerformanceEvaluation.class);
    job.setJobName("HBase Performance Evaluation");

    job.setInputFormatClass(PeInputFormat.class);
    PeInputFormat.setInputPaths(job, inputDir);

    job.setOutputKeyClass(LongWritable.class);
    job.setOutputValueClass(LongWritable.class);

    job.setMapperClass(EvaluationMapTask.class);
    job.setReducerClass(LongSumReducer.class);

    job.setNumReduceTasks(1);/*from ww  w .  ja  va  2s .com*/

    job.setOutputFormatClass(TextOutputFormat.class);
    TextOutputFormat.setOutputPath(job, new Path(inputDir, "outputs"));

    TableMapReduceUtil.addDependencyJars(job);
    job.waitForCompletion(true);
}

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);//from   w w  w. j av  a 2 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:WordCount.java

License:Apache License

public int run(String[] args) throws Exception {
    ///start/*from   www . j  a va  2 s.  c o  m*/
    final long startTime = System.currentTimeMillis();
    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];
    }
    logger.info("output reducer type: " + outputReducerType);

    // use a smaller page size that doesn't divide the row count evenly to exercise the paging logic better
    ConfigHelper.setRangeBatchSize(getConf(), 99);

    for (int i = 0; i < WordCountSetup.TEST_COUNT; i++) {
        String columnName = "userId";
        Job job = new Job(getConf(), "wordcount");
        job.setJarByClass(WordCount.class);
        job.setMapperClass(TokenizerMapper.class);
        if (outputReducerType.equalsIgnoreCase("filesystem")) {
            job.setReducerClass(ReducerToFilesystem.class);
            job.setOutputKeyClass(Text.class);
            job.setOutputValueClass(Text.class);
            FileOutputFormat.setOutputPath(job, new Path(OUTPUT_PATH_PREFIX + i));
        } else {
            job.setReducerClass(ReducerToCassandra.class);

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

            job.setOutputFormatClass(ColumnFamilyOutputFormat.class);

            ConfigHelper.setOutputColumnFamily(job.getConfiguration(), KEYSPACE, OUTPUT_COLUMN_FAMILY);
            job.getConfiguration().set(CONF_COLUMN_NAME, "sum");
        }
        job.setInputFormatClass(ColumnFamilyInputFormat.class);
        ConfigHelper.setInputRpcPort(job.getConfiguration(), "9160");
        ConfigHelper.setInputInitialAddress(job.getConfiguration(), "localhost");

        //Change partitioner here
        ConfigHelper.setInputPartitioner(job.getConfiguration(), "RandomPartitioner");
        ConfigHelper.setInputColumnFamily(job.getConfiguration(), KEYSPACE, COLUMN_FAMILY);

        SlicePredicate predicate = new SlicePredicate()
                .setColumn_names(Arrays.asList(ByteBufferUtil.bytes(columnName)));
        ConfigHelper.setInputSlicePredicate(job.getConfiguration(), predicate);

        // this will cause the predicate to be ignored in favor of scanning everything as a wide row
        //Son degisiklik Super Column Support ?
        // ConfigHelper.setInputColumnFamily(job.getConfiguration(), KEYSPACE, COLUMN_FAMILY, true);

        ConfigHelper.setOutputInitialAddress(job.getConfiguration(), "localhost");
        ConfigHelper.setOutputPartitioner(job.getConfiguration(), "RandomPartitioner");
        job.waitForCompletion(true);
    }

    final double duration = (System.currentTimeMillis() - startTime) / 1000.0;
    System.out.println();
    System.out.println("Job Finished in " + duration + " seconds");
    System.out.println();

    return 0;
}

From source file:removeDup.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: removeDup <in> [<in>...] <out>");
        System.exit(2);//from  www  . ja  v a 2 s.  c  o m
    }
    Job job = new Job(conf, "removeDup");
    job.setJarByClass(removeDup.class);
    job.setMapperClass(Map.class);
    //job.setCombinerClass(Reduce.class);
    job.setReducerClass(Reduce.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(Text.class);
    for (int i = 0; i < otherArgs.length - 1; ++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: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);/*from  w w w  .java 2 s . c o  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;
}

From source file:FindMaxPageRankNodes.java

License:Apache License

/**
 * Runs this tool./*from   ww w. j a v  a 2 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("top n").create(TOP));

    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) || !cmdline.hasOption(TOP)) {
        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 n = Integer.parseInt(cmdline.getOptionValue(TOP));

    LOG.info("Tool name: " + FindMaxPageRankNodes.class.getSimpleName());
    LOG.info(" - input: " + inputPath);
    LOG.info(" - output: " + outputPath);
    LOG.info(" - top: " + n);

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

    Job job = Job.getInstance(conf);
    job.setJobName(FindMaxPageRankNodes.class.getName() + ":" + inputPath);
    job.setJarByClass(FindMaxPageRankNodes.class);

    job.setNumReduceTasks(1);

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

    job.setInputFormatClass(SequenceFileInputFormat.class);
    job.setOutputFormatClass(TextOutputFormat.class);

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

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

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

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

    job.waitForCompletion(true);

    return 0;
}

From source file:GetUserInfoGivenMovieId.java

public static void main(String[] args) throws Exception {
    Configuration conf = new Configuration();
    conf.set("movieId", args[2]);
    Job job = new Job(conf, "GetUserInfoGivenMovieId");

    job.setInputFormatClass(TextInputFormat.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(Text.class);

    job.setJarByClass(GetUserInfoGivenMovieId.class);
    job.setMapperClass(Map.class);
    job.setCombinerClass(Reduce.class);
    job.setReducerClass(Reduce.class);

    FileInputFormat.addInputPath(job, new Path(args[0]));
    FileOutputFormat.setOutputPath(job, new Path(args[3]));

    boolean flag1 = job.waitForCompletion(true);

    if (flag1) {//from w  w w  .j  ava2 s.c om
        Configuration conf2 = new Configuration();
        //FileSystem fs = FileSystem.get(conf2);
        //Path Intermediate = new Path(args[1]);
        //DistributedCache.addCacheFile(Intermediate.toUri(), conf2);
        //DistributedCache.addCacheFile(new URI(args[1]),conf2);

        Job job2 = new Job(conf2, "UserInfo");
        /*Job job2 = new Job(new Configuration());
        Configuration conf2 = job.getConfiguration();
        job2.setJobName("Join with Cache");
        DistributedCache.addCacheFile(new URI(args[1]), conf2);*/
        job2.addCacheFile(new URI(args[1]));
        job2.setOutputKeyClass(Text.class);
        job2.setOutputValueClass(Text.class);
        job2.setJarByClass(GetUserInfoGivenMovieId.class);
        job2.setMapperClass(MapWithJoin.class);
        //job2.setCombinerClass(Reduce.class);
        job2.setReducerClass(ReduceFinal.class);

        job2.setInputFormatClass(TextInputFormat.class);
        job2.setOutputFormatClass(TextOutputFormat.class);

        FileInputFormat.addInputPath(job2, new Path(args[3]));
        FileOutputFormat.setOutputPath(job2, new Path(args[4]));
        job2.waitForCompletion(true);
    }
}