List of usage examples for org.apache.hadoop.mapred JobConf setMapperClass
public void setMapperClass(Class<? extends Mapper> theClass)
From source file:com.github.gaoyangthu.demo.mapred.dancing.DistributedPentomino.java
License:Apache License
public int run(String[] args) throws Exception { JobConf conf; int depth = 5; int width = 9; int height = 10; Class<? extends Pentomino> pentClass; if (args.length == 0) { System.out.println("Usage: pentomino <output> [-depth #] [-height #] [-width #]"); ToolRunner.printGenericCommandUsage(System.out); return -1; }/* w w w. j a va 2s .c o m*/ conf = new JobConf(getConf()); // Pick up the parameters, should the user set these width = conf.getInt("pent.width", width); height = conf.getInt("pent.height", height); depth = conf.getInt("pent.depth", depth); pentClass = conf.getClass("pent.class", OneSidedPentomino.class, Pentomino.class); for (int i = 0; i < args.length; i++) { if (args[i].equalsIgnoreCase("-depth")) { depth = Integer.parseInt(args[++i].trim()); } else if (args[i].equalsIgnoreCase("-height")) { height = Integer.parseInt(args[++i].trim()); } else if (args[i].equalsIgnoreCase("-width")) { width = Integer.parseInt(args[++i].trim()); } } // Set parameters for MR tasks to pick up either which way the user sets // them or not conf.setInt("pent.width", width); conf.setInt("pent.height", height); conf.setInt("pent.depth", depth); Path output = new Path(args[0]); Path input = new Path(output + "_input"); FileSystem fileSys = FileSystem.get(conf); try { FileInputFormat.setInputPaths(conf, input); FileOutputFormat.setOutputPath(conf, output); conf.setJarByClass(PentMap.class); conf.setJobName("dancingElephant"); Pentomino pent = ReflectionUtils.newInstance(pentClass, conf); pent.initialize(width, height); createInputDirectory(fileSys, input, pent, depth); // the keys are the prefix strings conf.setOutputKeyClass(Text.class); // the values are puzzle solutions conf.setOutputValueClass(Text.class); conf.setMapperClass(PentMap.class); conf.setReducerClass(IdentityReducer.class); conf.setNumMapTasks(2000); conf.setNumReduceTasks(1); JobClient.runJob(conf); } finally { fileSys.delete(input, true); } return 0; }
From source file:com.github.gaoyangthu.demo.mapred.DBCountPageView.java
License:Apache License
@Override //Usage DBCountPageView [driverClass dburl] public int run(String[] args) throws Exception { String driverClassName = DRIVER_CLASS; String url = DB_URL;/*from w w w . ja v a2s .c o m*/ if (args.length > 1) { driverClassName = args[0]; url = args[1]; } initialize(driverClassName, url); JobConf job = new JobConf(getConf(), DBCountPageView.class); job.setJobName("Count Pageviews of URLs"); job.setMapperClass(PageviewMapper.class); job.setCombinerClass(LongSumReducer.class); job.setReducerClass(PageviewReducer.class); DBConfiguration.configureDB(job, driverClassName, url); DBInputFormat.setInput(job, AccessRecord.class, "Access", null, "url", AccessFieldNames); DBOutputFormat.setOutput(job, "Pageview", PageviewFieldNames); job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(LongWritable.class); job.setOutputKeyClass(PageviewRecord.class); job.setOutputValueClass(NullWritable.class); try { JobClient.runJob(job); boolean correct = verify(); if (!correct) { throw new RuntimeException("Evaluation was not correct!"); } } finally { shutdown(); } return 0; }
From source file:com.github.gaoyangthu.demo.mapred.Grep.java
License:Apache License
public int run(String[] args) throws Exception { if (args.length < 3) { System.out.println("Grep <inDir> <outDir> <regex> [<group>]"); ToolRunner.printGenericCommandUsage(System.out); return -1; }/*from www . j a v a 2 s. com*/ Path tempDir = new Path("grep-temp-" + Integer.toString(new Random().nextInt(Integer.MAX_VALUE))); JobConf grepJob = new JobConf(getConf(), Grep.class); try { grepJob.setJobName("grep-search"); FileInputFormat.setInputPaths(grepJob, args[0]); grepJob.setMapperClass(RegexMapper.class); grepJob.set("mapred.mapper.regex", args[2]); if (args.length == 4) grepJob.set("mapred.mapper.regex.group", args[3]); grepJob.setCombinerClass(LongSumReducer.class); grepJob.setReducerClass(LongSumReducer.class); FileOutputFormat.setOutputPath(grepJob, tempDir); grepJob.setOutputFormat(SequenceFileOutputFormat.class); grepJob.setOutputKeyClass(Text.class); grepJob.setOutputValueClass(LongWritable.class); JobClient.runJob(grepJob); JobConf sortJob = new JobConf(Grep.class); sortJob.setJobName("grep-sort"); FileInputFormat.setInputPaths(sortJob, tempDir); sortJob.setInputFormat(SequenceFileInputFormat.class); sortJob.setMapperClass(InverseMapper.class); sortJob.setNumReduceTasks(1); // write a single file FileOutputFormat.setOutputPath(sortJob, new Path(args[1])); sortJob.setOutputKeyComparatorClass // sort by decreasing freq (LongWritable.DecreasingComparator.class); JobClient.runJob(sortJob); } finally { FileSystem.get(grepJob).delete(tempDir, true); } return 0; }
From source file:com.github.gaoyangthu.demo.mapred.PiEstimator.java
License:Apache License
/** * Run a map/reduce job for estimating Pi. * * @return the estimated value of Pi// w ww. j a v a 2s .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:com.github.gaoyangthu.demo.mapred.terasort.TeraGen.java
License:Apache License
/** * @param args the cli arguments//from w w w . j a v a 2 s . c o m */ public int run(String[] args) throws IOException { JobConf job = (JobConf) getConf(); setNumberOfRows(job, Long.parseLong(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); job.setJobName("TeraGen"); job.setJarByClass(TeraGen.class); job.setMapperClass(SortGenMapper.class); job.setNumReduceTasks(0); job.setOutputKeyClass(Text.class); job.setOutputValueClass(Text.class); job.setInputFormat(RangeInputFormat.class); job.setOutputFormat(TeraOutputFormat.class); JobClient.runJob(job); return 0; }
From source file:com.hadoop.examples.geolocation.GeoLocationJob.java
License:Apache License
/** * @param args/* www.j a va2 s. com*/ */ public static void main(String[] args) throws Exception { JobConf conf = new JobConf(GeoLocationJob.class); conf.setJobName("geolocationgroup"); conf.setOutputKeyClass(Text.class); conf.setOutputValueClass(Text.class); conf.setMapperClass(GeoLocationMapper.class); conf.setReducerClass(GeoLocationReducer.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); }
From source file:com.hadoop.secondarysort.SecondarySort_MapRed.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: secondarysrot <in> <out>"); System.exit(2);//w ww.j a va2 s . com } JobConf jobConf = new JobConf(conf); jobConf.setMapperClass(MapClass.class); jobConf.setReducerClass(Reduce.class); jobConf.setPartitionerClass(FirstPartitioner.class); jobConf.setOutputValueGroupingComparator(FirstGroupingComparator.class); jobConf.setMapOutputKeyClass(IntPair.class); jobConf.setMapOutputValueClass(IntWritable.class); jobConf.setOutputKeyClass(Text.class); jobConf.setOutputValueClass(IntWritable.class); // // Job job = new Job(conf, "secondary sort"); // job.setJarByClass(SecondarySort_MapRed.class); // job.setMapperClass(MapClass.class); // job.setReducerClass(Reduce.class); // // // group and partition by the first int in the pair // job.setPartitionerClass(FirstPartitioner.class); // job.setGroupingComparatorClass(FirstGroupingComparator.class); // conf.setClass("mapred.output.key.comparator.class", // KeyComparator.class, RawComparator.class); // // job.setSortComparatorClass(SecondGroupingComparator.class); // // the map output is IntPair, IntWritable // job.setMapOutputKeyClass(IntPair.class); // job.setMapOutputValueClass(IntWritable.class); // // // the reduce output is Text, IntWritable // job.setOutputKeyClass(Text.class); // job.setOutputValueClass(IntWritable.class); FileInputFormat.addInputPath(jobConf, new Path(otherArgs[0])); FileOutputFormat.setOutputPath(jobConf, new Path(otherArgs[1])); }
From source file:com.hadoopilluminated.examples.dancing.DistributedPentomino.java
License:Apache License
public int run(String[] args) throws Exception { JobConf conf; int depth = 5; int width = 9; int height = 10; Class<? extends Pentomino> pentClass; if (args.length == 0) { System.out.println("pentomino <output>"); ToolRunner.printGenericCommandUsage(System.out); return -1; }/*from w w w . j av a 2 s .com*/ conf = new JobConf(getConf()); width = conf.getInt("pent.width", width); height = conf.getInt("pent.height", height); depth = conf.getInt("pent.depth", depth); pentClass = conf.getClass("pent.class", OneSidedPentonimo.class, Pentomino.class); Path output = new Path(args[0]); Path input = new Path(output + "_input"); FileSystem fileSys = FileSystem.get(conf); try { FileInputFormat.setInputPaths(conf, input); FileOutputFormat.setOutputPath(conf, output); conf.setJarByClass(PentMap.class); conf.setJobName("dancingElephant"); Pentomino pent = ReflectionUtils.newInstance(pentClass, conf); pent.initialize(width, height); createInputDirectory(fileSys, input, pent, depth); // the keys are the prefix strings conf.setOutputKeyClass(Text.class); // the values are puzzle solutions conf.setOutputValueClass(Text.class); conf.setMapperClass(PentMap.class); conf.setReducerClass(IdentityReducer.class); conf.setNumMapTasks(2000); conf.setNumReduceTasks(1); JobClient.runJob(conf); } finally { fileSys.delete(input, true); } return 0; }
From source file:com.hadoopilluminated.examples.Grep.java
License:Apache License
@Override public int run(String[] args) throws Exception { if (args.length < 3) { System.out.println("Grep <inDir> <outDir> <regex> [<group>]"); ToolRunner.printGenericCommandUsage(System.out); return -1; }/* ww w . j a va2s. c om*/ Path tempDir = new Path("grep-temp-" + Integer.toString(new Random().nextInt(Integer.MAX_VALUE))); JobConf grepJob = new JobConf(getConf(), Grep.class); try { grepJob.setJobName("grep-search"); FileInputFormat.setInputPaths(grepJob, args[0]); grepJob.setMapperClass(RegexMapper.class); grepJob.set("mapred.mapper.regex", args[2]); if (args.length == 4) { grepJob.set("mapred.mapper.regex.group", args[3]); } grepJob.setCombinerClass(LongSumReducer.class); grepJob.setReducerClass(LongSumReducer.class); FileOutputFormat.setOutputPath(grepJob, tempDir); grepJob.setOutputFormat(SequenceFileOutputFormat.class); grepJob.setOutputKeyClass(Text.class); grepJob.setOutputValueClass(LongWritable.class); JobClient.runJob(grepJob); JobConf sortJob = new JobConf(getConf(), Grep.class); sortJob.setJobName("grep-sort"); FileInputFormat.setInputPaths(sortJob, tempDir); sortJob.setInputFormat(SequenceFileInputFormat.class); sortJob.setMapperClass(InverseMapper.class); sortJob.setNumReduceTasks(1); // write a single file FileOutputFormat.setOutputPath(sortJob, new Path(args[1])); sortJob.setOutputKeyComparatorClass // sort by decreasing freq (LongWritable.DecreasingComparator.class); JobClient.runJob(sortJob); } finally { FileSystem.get(grepJob).delete(tempDir, true); } return 0; }
From source file:com.hadoopilluminated.examples.Join.java
License:Apache License
/** * The main driver for sort program. Invoke this method to submit the * map/reduce job.//from w w w .j a v a2 s. c o m * * @throws IOException When there is communication problems with the job * tracker. */ @Override public int run(String[] args) throws Exception { JobConf jobConf = new JobConf(getConf(), Sort.class); jobConf.setJobName("join"); jobConf.setMapperClass(IdentityMapper.class); jobConf.setReducerClass(IdentityReducer.class); JobClient client = new JobClient(jobConf); ClusterStatus cluster = client.getClusterStatus(); int num_maps = cluster.getTaskTrackers() * jobConf.getInt("test.sort.maps_per_host", 10); int num_reduces = (int) (cluster.getMaxReduceTasks() * 0.9); String sort_reduces = jobConf.get("test.sort.reduces_per_host"); if (sort_reduces != null) { num_reduces = cluster.getTaskTrackers() * Integer.parseInt(sort_reduces); } Class<? extends InputFormat> inputFormatClass = SequenceFileInputFormat.class; Class<? extends OutputFormat> outputFormatClass = SequenceFileOutputFormat.class; Class<? extends WritableComparable> outputKeyClass = BytesWritable.class; Class<? extends Writable> outputValueClass = TupleWritable.class; String op = "inner"; List<String> otherArgs = new ArrayList<String>(); for (int i = 0; i < args.length; ++i) { try { if ("-m".equals(args[i])) { num_maps = Integer.parseInt(args[++i]); } else if ("-r".equals(args[i])) { num_reduces = Integer.parseInt(args[++i]); } else if ("-inFormat".equals(args[i])) { inputFormatClass = Class.forName(args[++i]).asSubclass(InputFormat.class); } else if ("-outFormat".equals(args[i])) { outputFormatClass = Class.forName(args[++i]).asSubclass(OutputFormat.class); } else if ("-outKey".equals(args[i])) { outputKeyClass = Class.forName(args[++i]).asSubclass(WritableComparable.class); } else if ("-outValue".equals(args[i])) { outputValueClass = Class.forName(args[++i]).asSubclass(Writable.class); } else if ("-joinOp".equals(args[i])) { op = args[++i]; } else { otherArgs.add(args[i]); } } catch (NumberFormatException except) { System.out.println("ERROR: Integer expected instead of " + args[i]); return printUsage(); } catch (ArrayIndexOutOfBoundsException except) { System.out.println("ERROR: Required parameter missing from " + args[i - 1]); return printUsage(); // exits } } // Set user-supplied (possibly default) job configs jobConf.setNumMapTasks(num_maps); jobConf.setNumReduceTasks(num_reduces); if (otherArgs.size() < 2) { System.out.println("ERROR: Wrong number of parameters: "); return printUsage(); } FileOutputFormat.setOutputPath(jobConf, new Path(otherArgs.remove(otherArgs.size() - 1))); List<Path> plist = new ArrayList<Path>(otherArgs.size()); for (String s : otherArgs) { plist.add(new Path(s)); } jobConf.setInputFormat(CompositeInputFormat.class); jobConf.set("mapred.join.expr", CompositeInputFormat.compose(op, inputFormatClass, plist.toArray(new Path[0]))); jobConf.setOutputFormat(outputFormatClass); jobConf.setOutputKeyClass(outputKeyClass); jobConf.setOutputValueClass(outputValueClass); 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."); return 0; }