List of usage examples for org.apache.hadoop.mapred JobConf setOutputKeyClass
public void setOutputKeyClass(Class<?> theClass)
From source file:com.test.hadoop.JhhSort.java
License:Apache License
/** * The main driver for sort program. Invoke this method to submit the * map/reduce job./* w ww .j a va 2s . c om*/ * * @throws IOException * When there is communication problems with the job tracker. */ @SuppressWarnings({ "rawtypes" }) public int run(String[] args) throws Exception { JobConf jobConf = new JobConf(getConf(), JhhSort.class); jobConf.setJobName("sorter"); jobConf.set("mapred.job.tracker", "192.168.12.200:9001"); jobConf.set("fs.default.name", "hdfs://192.168.12.200:9000"); jobConf.setMapperClass(IdentityMapper.class); jobConf.setReducerClass(IdentityReducer.class); JobClient client = new JobClient(jobConf); ClusterStatus cluster = client.getClusterStatus(); int num_reduces = (int) (cluster.getMaxReduceTasks() * 0.5); 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 = TextInputFormat.class; Class<? extends OutputFormat> outputFormatClass = TextOutputFormat.class; Class<? extends WritableComparable> outputKeyClass = LongWritable.class; Class<? extends Writable> outputValueClass = LongWritable.class; List<String> otherArgs = new ArrayList<String>(); InputSampler.Sampler<K, V> sampler = null; for (int i = 0; i < args.length; ++i) { try { if ("-m".equals(args[i])) { jobConf.setNumMapTasks(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 ("-totalOrder".equals(args[i])) { double pcnt = Double.parseDouble(args[++i]); int numSamples = Integer.parseInt(args[++i]); int maxSplits = Integer.parseInt(args[++i]); if (0 >= maxSplits) maxSplits = Integer.MAX_VALUE; sampler = new InputSampler.RandomSampler<K, V>(pcnt, numSamples, maxSplits); } 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.setNumReduceTasks(num_reduces); jobConf.setInputFormat(inputFormatClass); jobConf.setOutputFormat(outputFormatClass); jobConf.setOutputKeyClass(outputKeyClass); jobConf.setOutputValueClass(outputValueClass); // Make sure there are exactly 2 parameters left. if (otherArgs.size() != 2) { System.out.println("ERROR: Wrong number of parameters: " + otherArgs.size() + " instead of 2."); return printUsage(); } FileInputFormat.setInputPaths(jobConf, otherArgs.get(0)); FileOutputFormat.setOutputPath(jobConf, new Path(otherArgs.get(1))); if (sampler != null) { System.out.println("Sampling input to effect total-order sort..."); jobConf.setPartitionerClass(TotalOrderPartitioner.class); Path inputDir = FileInputFormat.getInputPaths(jobConf)[0]; inputDir = inputDir.makeQualified(inputDir.getFileSystem(jobConf)); Path partitionFile = new Path(inputDir, "_sortPartitioning"); TotalOrderPartitioner.setPartitionFile(jobConf, partitionFile); InputSampler.<K, V>writePartitionFile(jobConf, sampler); URI partitionUri = new URI(partitionFile.toString() + "#" + "_sortPartitioning"); DistributedCache.addCacheFile(partitionUri, jobConf); DistributedCache.createSymlink(jobConf); } System.out.println("Running on " + cluster.getTaskTrackers() + " nodes to sort from " + FileInputFormat.getInputPaths(jobConf)[0] + " into " + FileOutputFormat.getOutputPath(jobConf) + " with " + num_reduces + " reduces."); Date startTime = new Date(); System.out.println("Job started: " + startTime); jobResult = 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; }
From source file:com.test.hadoop.JhhSum.java
License:Apache License
@SuppressWarnings({ "rawtypes" }) public int run(String[] args) throws Exception { JobConf jobConf = new JobConf(getConf(), JhhSum.class); jobConf.setJobName("sum"); jobConf.set("mapred.job.tracker", "192.168.12.200:9001"); jobConf.set("fs.default.name", "hdfs://192.168.12.200:9000"); jobConf.setMapperClass(IdentityMapper.class); jobConf.setReducerClass(LongSumReducer.class); JobClient client = new JobClient(jobConf); ClusterStatus cluster = client.getClusterStatus(); int num_reduces = (int) (cluster.getMaxReduceTasks() * 0.5); String sort_reduces = jobConf.get("test.sort.reduces_per_host"); if (sort_reduces != null) { num_reduces = cluster.getTaskTrackers() * Integer.parseInt(sort_reduces); }//www . j a v a2 s. c o m Class<? extends InputFormat> inputFormatClass = JhhInputFormat.class; Class<? extends OutputFormat> outputFormatClass = TextOutputFormat.class; Class<? extends WritableComparable> outputKeyClass = Text.class; Class<? extends Writable> outputValueClass = LongWritable.class; List<String> otherArgs = new ArrayList<String>(); for (int i = 0; i < args.length; ++i) { otherArgs.add(args[i]); } // Set user-supplied (possibly default) job configs jobConf.setNumReduceTasks(num_reduces); jobConf.setInputFormat(inputFormatClass); jobConf.setOutputFormat(outputFormatClass); jobConf.setOutputKeyClass(outputKeyClass); jobConf.setOutputValueClass(outputValueClass); if (otherArgs.size() != 2) { System.out.println("ERROR: Wrong number of parameters: " + otherArgs.size() + " instead of 2."); } FileInputFormat.setInputPaths(jobConf, otherArgs.get(0)); FileOutputFormat.setOutputPath(jobConf, new Path(otherArgs.get(1))); System.out.println("Running on " + cluster.getTaskTrackers() + " nodes to sort from " + FileInputFormat.getInputPaths(jobConf)[0] + " into " + FileOutputFormat.getOutputPath(jobConf) + " with " + num_reduces + " reduces."); Date startTime = new Date(); System.out.println("Job started: " + startTime); jobResult = 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; }
From source file:com.test.PiEstimatorKrb.java
License:Apache License
/** * Run a map/reduce job for estimating Pi. * * @return the estimated value of Pi//from w ww. ja v a 2s .co m */ public static BigDecimal estimate(int numMaps, long numPoints, JobConf jobConf) throws IOException { //setup job conf jobConf.setJobName(PiEstimatorKrb.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(); } sLogger.info("Wrote input for Map #" + i); } //start a map/reduce job sLogger.info("Starting Job"); final long startTime = System.currentTimeMillis(); if (System.getenv("HADOOP_TOKEN_FILE_LOCATION") != null) { jobConf.set("mapreduce.job.credentials.binary", System.getenv("HADOOP_TOKEN_FILE_LOCATION")); } JobClient.runJob(jobConf); final double duration = (System.currentTimeMillis() - startTime) / 1000.0; sLogger.info("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.trace.hadoop.examples.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; }/*w w w . j a v a 2 s . co m*/ 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.unstruct.demo.WordCount.java
License:Apache License
/** * The main driver for word count map/reduce program. * Invoke this method to submit the map/reduce job. * @throws IOException When there is communication problems with the * job tracker.//w ww. j av a 2s. co m */ public int run(String[] args) throws Exception { JobConf conf = new JobConf(getConf(), WordCount.class); conf.setJobName("wordcount"); // the keys are words (strings) conf.setOutputKeyClass(Text.class); // the values are counts (ints) conf.setOutputValueClass(IntWritable.class); conf.setMapperClass(MapClass.class); conf.setCombinerClass(Reduce.class); conf.setReducerClass(Reduce.class); conf.setInputFormat(TextInputFormat.class); conf.setOutputFormat(TextOutputFormat.class); List<String> other_args = new ArrayList<String>(); for (int i = 0; i < args.length; ++i) { try { if ("-m".equals(args[i])) { conf.setNumMapTasks(Integer.parseInt(args[++i])); } else if ("-r".equals(args[i])) { conf.setNumReduceTasks(Integer.parseInt(args[++i])); } else { other_args.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(); } } // Make sure there are exactly 2 parameters left. if (other_args.size() != 2) { System.out.println("ERROR: Wrong number of parameters: " + other_args.size() + " instead of 2."); return printUsage(); } FileInputFormat.setInputPaths(conf, other_args.get(0)); FileOutputFormat.setOutputPath(conf, new Path(other_args.get(1))); JobClient.runJob(conf); return 0; }
From source file:com.vsii.ttxvn.crawling.DeleteFailedDataJob.java
License:Apache License
public int run(String[] args) throws IOException { if (args.length < 1) { System.err.println("Usage: DeleteFailedDataJob <crawldb>"); return 1; }/*from ww w . j a v a2 s. c o m*/ String crawldb = args[0]; SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss"); long start = System.currentTimeMillis(); LOG.info("DeleteFailedDataJob: starting at " + sdf.format(start)); Path tempDir = new Path(getConf().get("mapred.temp.dir", ".") + "/dedup-temp-" + Integer.toString(new Random().nextInt(Integer.MAX_VALUE))); JobConf job = new NutchJob(getConf()); job.setJobName("DeleteFailedData on " + crawldb); FileInputFormat.addInputPath(job, new Path(crawldb, CrawlDb.CURRENT_NAME)); job.setInputFormat(SequenceFileInputFormat.class); FileOutputFormat.setOutputPath(job, tempDir); job.setOutputFormat(SequenceFileOutputFormat.class); job.setMapOutputKeyClass(BytesWritable.class); job.setMapOutputValueClass(CrawlDatum.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(CrawlDatum.class); job.setMapperClass(DBFilter.class); job.setReducerClass(DedupReducer.class); try { RunningJob rj = JobClient.runJob(job); Group g = rj.getCounters().getGroup("DeleteFailedDataJobStatus"); if (g != null) { long dups = g.getCounter("Documents marked as duplicate"); LOG.info("DeleteFailedData: " + (int) dups + " documents marked as duplicates"); } } catch (final Exception e) { LOG.error("DeleteFailedDataJob: " + StringUtils.stringifyException(e)); return -1; } // merge with existing crawl db if (LOG.isInfoEnabled()) { LOG.info("DeleteFailedData: Updating status of duplicate urls into crawl db."); } Path dbPath = new Path(crawldb); JobConf mergeJob = CrawlDb.createJob(getConf(), dbPath); FileInputFormat.addInputPath(mergeJob, tempDir); mergeJob.setReducerClass(StatusUpdateReducer.class); try { JobClient.runJob(mergeJob); } catch (final Exception e) { LOG.error("DeleteFailedDataMergeJob: " + StringUtils.stringifyException(e)); return -1; } CrawlDb.install(mergeJob, dbPath); // clean up FileSystem fs = FileSystem.get(getConf()); fs.delete(tempDir, true); long end = System.currentTimeMillis(); LOG.info("DeleteFailedData finished at " + sdf.format(end) + ", elapsed: " + TimingUtil.elapsedTime(start, end)); return 0; }
From source file:com.yahoo.semsearch.fastlinking.io.ExtractWikipediaAnchorText.java
License:Apache License
/** * Extracts redirects and the target for each. * * @param inputPath/*from w ww . j a v a2 s .com*/ * @param outputPath * @throws IOException */ private void task0(String inputPath, String outputPath) throws IOException { LOG.info("Extracting redirects (phase 0)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName( String.format("ExtractWikipediaAnchorText:phase0[input: %s, output: %s]", inputPath, outputPath)); conf.setNumReduceTasks(1); FileInputFormat.addInputPath(conf, new Path(inputPath)); FileOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(Text.class); conf.setMapOutputValueClass(Text.class); conf.setOutputKeyClass(Text.class); conf.setOutputValueClass(Text.class); conf.setMapperClass(MyMapper0.class); conf.setReducerClass(IdentityReducer.class); JobClient.runJob(conf); }
From source file:com.yahoo.semsearch.fastlinking.io.ExtractWikipediaAnchorText.java
License:Apache License
/** * Maps from Wikipedia article to (srcID, (targetID, anchor). * * @param inputPath/*from w ww .j av a 2s . c o m*/ * @param outputPath * @throws IOException */ private void task1(String inputPath, String outputPath) throws IOException { LOG.info("Extracting anchor text (phase 1)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName( String.format("ExtractWikipediaAnchorText:phase1[input: %s, output: %s]", inputPath, outputPath)); // 10 reducers is reasonable. conf.setNumReduceTasks(10); FileInputFormat.addInputPath(conf, new Path(inputPath)); FileOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(PairOfStringInt.class); conf.setMapOutputValueClass(PairOfStrings.class); conf.setOutputKeyClass(Text.class); conf.setOutputValueClass(PairOfStrings.class); conf.setMapperClass(MyMapper1.class); conf.setReducerClass(MyReducer1.class); conf.setPartitionerClass(MyPartitioner1.class); // Delete the output directory if it exists already. FileSystem.get(conf).delete(new Path(outputPath), true); JobClient.runJob(conf); }
From source file:com.yahoo.semsearch.fastlinking.io.ExtractWikipediaAnchorText.java
License:Apache License
/** * * Maps from (srcID, (targetID, anchor) to (targetID, (anchor, count)). * * @param inputPath/*w ww. j av a 2 s.com*/ * @param outputPath * @throws IOException */ private void task2(String inputPath, String outputPath, String redirPath) throws IOException { LOG.info("Extracting anchor text (phase 2)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); Random r = new Random(); //String tmpOutput = "tmp-" + this.getClass().getCanonicalName() + "-" + r.nextInt(10000); //LOG.info( "intermediate folder for merge " + tmpOutput ); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName( String.format("ExtractWikipediaAnchorText:phase2[input: %s, output: %s]", inputPath, outputPath)); // Gathers everything together for convenience; feasible for Wikipedia. conf.setNumReduceTasks(1); try { DistributedCache.addCacheFile(new URI(redirPath + "/part-00000" + "#" + "redirs.dat"), conf); DistributedCache.createSymlink(conf); } catch (URISyntaxException e) { e.printStackTrace(); } FileInputFormat.addInputPath(conf, new Path(inputPath)); FileOutputFormat.setOutputPath(conf, new Path(outputPath)); //FileOutputFormat.setOutputPath(conf, new Path(tmpOutput)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(MapFileOutputFormat.class); // conf.setOutputFormat(TextOutputFormat.class); conf.setMapOutputKeyClass(Text.class); conf.setMapOutputValueClass(Text.class); conf.setOutputKeyClass(Text.class); conf.setOutputValueClass(HMapSIW.class); conf.setMapperClass(MyMapper2.class); conf.setReducerClass(MyReducer2.class); // Delete the output directory if it exists already. FileSystem.get(conf).delete(new Path(outputPath), true); JobClient.runJob(conf); // Clean up intermediate data. FileSystem.get(conf).delete(new Path(inputPath), true); /* //merge String finalO = outputPath+"/part-00000/data"; FileSystem.get(conf).mkdirs( new Path( outputPath + "part-00000") ); getMergeInHdfs( tmpOutput, finalO, conf ); FileSystem.get(conf).delete(new Path(tmpOutput), true); */ }
From source file:com.yahoo.semsearch.fastlinking.io.ExtractWikipediaAnchorText.java
License:Apache License
/** * Extracts CF for each found anchor.//from w w w . ja v a 2 s . c o m * * @param inputPath * @param mapPath * @param outputPath * @throws IOException */ private void task3(String inputPath, String mapPath, String outputPath) throws IOException { LOG.info("Extracting anchor text (phase 3)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); LOG.info(" - mapping: " + mapPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName( String.format("ExtractWikipediaAnchorText:phase3[input: %s, output: %s]", inputPath, outputPath)); conf.setNumReduceTasks(1); String location = "map.dat"; try { DistributedCache.addCacheFile(new URI(mapPath + "/part-00000/data" + "#" + location), conf); //DistributedCache.addCacheFile(new URI(mapPath + "/singleentitymap.data" + "#" + location), conf); DistributedCache.createSymlink(conf); } catch (URISyntaxException e) { e.printStackTrace(); } FileInputFormat.addInputPath(conf, new Path(inputPath)); FileOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(MapFileOutputFormat.class); // conf.setOutputFormat(TextOutputFormat.class); conf.setMapOutputKeyClass(Text.class); conf.setMapOutputValueClass(IntWritable.class); conf.setOutputKeyClass(Text.class); conf.setOutputValueClass(IntWritable.class); conf.setMapperClass(MyMapper3.class); conf.setCombinerClass(MyReducer3.class); conf.setReducerClass(MyReducer3.class); JobClient.runJob(conf); }