List of usage examples for org.apache.hadoop.mapred JobConf setMapOutputKeyClass
public void setMapOutputKeyClass(Class<?> theClass)
From source file:edu.umd.cloud9.collection.wikipedia.graph.ExtractWikipediaAnchorText.java
License:Apache License
private void task1(String inputPath, String outputPath) throws IOException { LOG.info("Exracting anchor text (phase 1)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName(// ww w .j a v a2 s . c om String.format("ExtractWikipediaAnchorText:phase1[input: %s, output: %s]", inputPath, outputPath)); // 10 reducers is reasonable. conf.setNumReduceTasks(10); SequenceFileInputFormat.addInputPath(conf, new Path(inputPath)); TextOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(PairOfStringInt.class); conf.setMapOutputValueClass(PairOfStrings.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PairOfIntString.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:edu.umd.cloud9.collection.wikipedia.graph.ExtractWikipediaAnchorText.java
License:Apache License
private void task2(String inputPath, String outputPath) throws IOException { LOG.info("Exracting anchor text (phase 2)..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaAnchorText.class); conf.setJobName(//from ww w . ja va2s .c o m String.format("ExtractWikipediaAnchorText:phase2[input: %s, output: %s]", inputPath, outputPath)); // Gathers everything together for convenience; feasible for Wikipedia. conf.setNumReduceTasks(1); TextInputFormat.addInputPath(conf, new Path(inputPath)); TextOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(MapFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(Text.class); conf.setOutputKeyClass(IntWritable.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); }
From source file:edu.umd.cloud9.collection.wikipedia.graph.ExtractWikipediaLinkGraph.java
License:Apache License
private void task1(String inputPath, String outputPath, int partitions) throws IOException { LOG.info("Exracting edges..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaLinkGraph.class); conf.setJobName(String.format("ExtractWikipediaLinkGraph:Edges[input: %s, output: %s, num_partitions: %d]", inputPath, outputPath, partitions)); conf.setNumReduceTasks(partitions);//from w w w.j a v a2s .co m SequenceFileInputFormat.addInputPath(conf, new Path(inputPath)); TextOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(TextOutputFormat.class); conf.setMapOutputKeyClass(PairOfStringInt.class); conf.setMapOutputValueClass(Text.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(IntWritable.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:edu.umd.cloud9.collection.wikipedia.graph.ExtractWikipediaLinkGraph.java
License:Apache License
private void task2(String inputPath, String outputPath, int partitions) throws IOException { LOG.info("Building adjacency lists..."); LOG.info(" - input: " + inputPath); LOG.info(" - output: " + outputPath); JobConf conf = new JobConf(getConf(), ExtractWikipediaLinkGraph.class); conf.setJobName(//from ww w. j av a 2s.c o m String.format("ExtractWikipediaLinkGraph:AdjacencyList[input: %s, output: %s, num_partitions: %d]", inputPath, outputPath, partitions)); conf.setNumReduceTasks(partitions); TextInputFormat.addInputPath(conf, new Path(inputPath)); TextOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(TextInputFormat.class); conf.setOutputFormat(TextOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(IntWritable.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(Text.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); }
From source file:edu.umd.cloud9.pagerank.BuildPageRankRecords.java
License:Apache License
/** * Runs this tool./* w w w . j a v a 2s . co m*/ */ public int run(String[] args) throws Exception { if (args.length != 3) { printUsage(); return -1; } String inputPath = args[0]; String outputPath = args[1]; int n = Integer.parseInt(args[2]); sLogger.info("Tool name: BuildPageRankRecords"); sLogger.info(" - inputDir: " + inputPath); sLogger.info(" - outputDir: " + outputPath); sLogger.info(" - numNodes: " + n); JobConf conf = new JobConf(BuildPageRankRecords.class); conf.setJobName("PackageLinkGraph"); conf.setNumMapTasks(1); conf.setNumReduceTasks(0); conf.setInt("NodeCnt", n); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); TextInputFormat.addInputPath(conf, new Path(inputPath)); SequenceFileOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(TextInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(PageRankNode.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PageRankNode.class); conf.setMapperClass(MyMapper.class); conf.setReducerClass(IdentityReducer.class); // delete the output directory if it exists already FileSystem.get(conf).delete(new Path(outputPath), true); JobClient.runJob(conf); return 0; }
From source file:edu.umd.cloud9.pagerank.FindMaxPageRankNodes.java
License:Apache License
/** * Runs this tool.//from w ww . j av a2 s . c om */ public int run(String[] args) throws Exception { if (args.length != 3) { printUsage(); return -1; } String inputPath = args[0]; String outputPath = args[1]; int n = Integer.parseInt(args[2]); sLogger.info("Tool name: FindMaxPageRankNodes"); sLogger.info(" - input: " + inputPath); sLogger.info(" - output: " + outputPath); sLogger.info(" - n: " + n); JobConf conf = new JobConf(FindMaxPageRankNodes.class); conf.setJobName("FindMaxPageRankNodes"); conf.setNumMapTasks(1); conf.setNumReduceTasks(1); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); conf.setInt("n", n); FileInputFormat.addInputPath(conf, new Path(inputPath)); FileOutputFormat.setOutputPath(conf, new Path(outputPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(TextOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(FloatWritable.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(FloatWritable.class); conf.setMapperClass(MyMapper.class); conf.setReducerClass(MyReducer.class); // delete the output directory if it exists already FileSystem.get(conf).delete(new Path(outputPath), true); JobClient.runJob(conf); return 0; }
From source file:edu.umd.cloud9.pagerank.PartitionGraph.java
License:Apache License
public int run(String[] args) throws IOException { if (args.length != 5) { printUsage();/*from w w w. j a v a2 s .c o m*/ return -1; } String inPath = args[0]; String outPath = args[1]; int numParts = Integer.parseInt(args[2]); boolean useRange = Integer.parseInt(args[3]) != 0; int nodeCount = Integer.parseInt(args[4]); sLogger.info("Tool name: PartitionGraph"); sLogger.info(" - inputDir: " + inPath); sLogger.info(" - outputDir: " + outPath); sLogger.info(" - numPartitions: " + numParts); sLogger.info(" - useRange?: " + useRange); sLogger.info(" - nodeCnt: " + nodeCount); JobConf conf = new JobConf(PartitionGraph.class); conf.setJobName("Partition Graph " + numParts); conf.setNumReduceTasks(numParts); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); conf.set("mapred.child.java.opts", "-Xmx2048m"); conf.setInt("NodeCount", nodeCount); FileInputFormat.setInputPaths(conf, new Path(inPath)); FileOutputFormat.setOutputPath(conf, new Path(outPath)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(PageRankNode.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PageRankNode.class); conf.setMapperClass(MapClass.class); conf.setReducerClass(ReduceClass.class); conf.setSpeculativeExecution(false); if (useRange) { conf.setPartitionerClass(RangePartitioner.class); } FileSystem.get(conf).delete(new Path(outPath), true); JobClient.runJob(conf); return 0; }
From source file:edu.umd.cloud9.pagerank.RunPageRankBasic.java
License:Apache License
private float phase1(String path, int i, int j, int n, boolean useCombiner, boolean useInmapCombiner, boolean useRange) throws IOException { JobConf conf = new JobConf(RunPageRankBasic.class); String in = path + "/iter" + sFormat.format(i); String out = path + "/iter" + sFormat.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(conf).listStatus(new Path(in))) { if (s.getPath().getName().contains("part-")) numPartitions++;/*from w w w.ja v a 2 s . c o m*/ } sLogger.info("PageRank: iteration " + j + ": Phase1"); sLogger.info(" - input: " + in); sLogger.info(" - output: " + out); sLogger.info(" - nodeCnt: " + n); sLogger.info(" - useCombiner: " + useCombiner); sLogger.info(" - useInmapCombiner: " + useInmapCombiner); sLogger.info(" - useRange: " + useRange); sLogger.info("computed number of partitions: " + numPartitions); int numMapTasks = numPartitions; int numReduceTasks = numPartitions; conf.setJobName("PageRank:Basic:iteration" + j + ":Phase1"); conf.setInt("NodeCount", n); conf.setNumMapTasks(numMapTasks); conf.setNumReduceTasks(numReduceTasks); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); conf.set("mapred.child.java.opts", "-Xmx2048m"); conf.set("PageRankMassPath", outm); FileInputFormat.setInputPaths(conf, new Path(in)); FileOutputFormat.setOutputPath(conf, new Path(out)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(PageRankNode.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PageRankNode.class); if (useInmapCombiner) { conf.setMapperClass(MapWithInMapperCombiningClass.class); } else { conf.setMapperClass(MapClass.class); } if (useCombiner) { conf.setCombinerClass(CombineClass.class); } if (useRange) { conf.setPartitionerClass(RangePartitioner.class); } conf.setReducerClass(ReduceClass.class); conf.setSpeculativeExecution(false); FileSystem.get(conf).delete(new Path(out), true); FileSystem.get(conf).delete(new Path(outm), true); JobClient.runJob(conf); float mass = Float.NEGATIVE_INFINITY; FileSystem fs = FileSystem.get(conf); 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:edu.umd.cloud9.pagerank.RunPageRankBasic.java
License:Apache License
private void phase2(String path, int i, int j, int n, float missing) throws IOException { JobConf conf = new JobConf(RunPageRankBasic.class); sLogger.info("missing PageRank mass: " + missing); sLogger.info("number of nodes: " + n); String in = path + "/iter" + sFormat.format(j) + "t"; String out = path + "/iter" + sFormat.format(j); sLogger.info("PageRank: iteration " + j + ": Phase2"); sLogger.info(" - input: " + in); sLogger.info(" - output: " + out); int numMapTasks = FileSystem.get(conf).listStatus(new Path(in)).length; int numReduceTasks = 0; conf.setJobName("PageRank:Basic:iteration" + j + ":Phase2"); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); conf.setFloat("MissingMass", (float) missing); conf.setInt("NodeCount", n); conf.setNumMapTasks(numMapTasks);/*from ww w . j ava 2s . co m*/ conf.setNumReduceTasks(numReduceTasks); FileInputFormat.setInputPaths(conf, new Path(in)); FileOutputFormat.setOutputPath(conf, new Path(out)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(PageRankNode.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PageRankNode.class); conf.setMapperClass(MapPageRankMassDistributionClass.class); conf.setCombinerClass(IdentityReducer.class); conf.setReducerClass(IdentityReducer.class); FileSystem.get(conf).delete(new Path(out), true); JobClient.runJob(conf); }
From source file:edu.umd.cloud9.pagerank.RunPageRankSchimmy.java
License:Apache License
private float phase1(String path, int i, int j, int n, boolean useCombiner, boolean useInmapCombiner, boolean useRange) throws IOException { JobConf conf = new JobConf(RunPageRankBasic.class); String in = path + "/iter" + sFormat.format(i); String out = path + "/iter" + sFormat.format(j) + "t"; String outm = out + "-mass"; FileSystem fs = FileSystem.get(conf); // 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(conf).listStatus(new Path(in))) { if (s.getPath().getName().contains("part-")) numPartitions++;// www.j a v a 2s .co m } conf.setInt("NodeCount", n); Partitioner p = null; if (useRange) { p = new RangePartitioner<IntWritable, Writable>(); p.configure(conf); } else { p = new HashPartitioner<WritableComparable, Writable>(); } // this is really annoying: the mapping between the partition numbers on // disk (i.e., part-XXXX) and what partition the file contains (i.e., // key.hash % #reducer) is arbitrary... so this means that we need to // open up each partition, peek inside to find out. IntWritable key = new IntWritable(); PageRankNode value = new PageRankNode(); FileStatus[] status = fs.listStatus(new Path(in)); StringBuilder sb = new StringBuilder(); for (FileStatus f : status) { if (f.getPath().getName().contains("_logs")) continue; SequenceFile.Reader reader = new SequenceFile.Reader(fs, f.getPath(), conf); reader.next(key, value); int np = p.getPartition(key, value, numPartitions); reader.close(); sLogger.info(f.getPath() + "\t" + np); sb.append(np + "=" + f.getPath() + "\t"); } sLogger.info(sb.toString().trim()); sLogger.info("PageRankSchimmy: iteration " + j + ": Phase1"); sLogger.info(" - input: " + in); sLogger.info(" - output: " + out); sLogger.info(" - nodeCnt: " + n); sLogger.info(" - useCombiner: " + useCombiner); sLogger.info(" - useInmapCombiner: " + useInmapCombiner); sLogger.info(" - numPartitions: " + numPartitions); sLogger.info(" - useRange: " + useRange); sLogger.info("computed number of partitions: " + numPartitions); int numMapTasks = numPartitions; int numReduceTasks = numPartitions; conf.setJobName("PageRankSchimmy:iteration" + j + ":Phase1"); conf.setNumMapTasks(numMapTasks); conf.setNumReduceTasks(numReduceTasks); conf.setInt("mapred.min.split.size", 1024 * 1024 * 1024); conf.set("mapred.child.java.opts", "-Xmx2048m"); conf.set("PageRankMassPath", outm); conf.set("BasePath", in); conf.set("PartitionMapping", sb.toString().trim()); FileInputFormat.setInputPaths(conf, new Path(in)); FileOutputFormat.setOutputPath(conf, new Path(out)); conf.setInputFormat(SequenceFileInputFormat.class); conf.setOutputFormat(SequenceFileOutputFormat.class); conf.setMapOutputKeyClass(IntWritable.class); conf.setMapOutputValueClass(FloatWritable.class); conf.setOutputKeyClass(IntWritable.class); conf.setOutputValueClass(PageRankNode.class); if (useInmapCombiner) { conf.setMapperClass(MapWithInMapperCombiningClass.class); } else { conf.setMapperClass(MapClass.class); } if (useCombiner) { conf.setCombinerClass(CombineClass.class); } if (useRange) { conf.setPartitionerClass(RangePartitioner.class); } conf.setReducerClass(ReduceClass.class); conf.setSpeculativeExecution(false); FileSystem.get(conf).delete(new Path(out), true); FileSystem.get(conf).delete(new Path(outm), true); JobClient.runJob(conf); float mass = Float.NEGATIVE_INFINITY; for (FileStatus f : fs.listStatus(new Path(outm))) { FSDataInputStream fin = fs.open(f.getPath()); mass = sumLogProbs(mass, fin.readFloat()); fin.close(); } return mass; }