/** * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. * The ASF licenses this file to You under the Apache License, Version 2.0 * (the "License"); you may not use this file except in compliance with * the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.apache.mahout.clustering.conversion; import java.io.IOException; import org.apache.commons.cli2.CommandLine; import org.apache.commons.cli2.Group; import org.apache.commons.cli2.Option; import org.apache.commons.cli2.OptionException; import org.apache.commons.cli2.builder.ArgumentBuilder; import org.apache.commons.cli2.builder.DefaultOptionBuilder; import org.apache.commons.cli2.builder.GroupBuilder; import org.apache.commons.cli2.commandline.Parser; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat; import org.apache.mahout.common.CommandLineUtil; import org.apache.mahout.common.commandline.DefaultOptionCreator; import org.apache.mahout.math.VectorWritable; import org.slf4j.Logger; import org.slf4j.LoggerFactory; /** * This class converts text files containing space-delimited floating point numbers into * Mahout sequence files of VectorWritable suitable for input to the clustering jobs in * particular, and any Mahout job requiring this input in general. * */ public final class InputDriver { private static final Logger log = LoggerFactory.getLogger(InputDriver.class); private InputDriver() { } public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException { DefaultOptionBuilder obuilder = new DefaultOptionBuilder(); ArgumentBuilder abuilder = new ArgumentBuilder(); GroupBuilder gbuilder = new GroupBuilder(); Option inputOpt = DefaultOptionCreator.inputOption().withRequired(false).create(); Option outputOpt = DefaultOptionCreator.outputOption().withRequired(false).create(); Option vectorOpt = obuilder.withLongName("vector").withRequired(false).withArgument( abuilder.withName("v").withMinimum(1).withMaximum(1).create()).withDescription( "The vector implementation to use.").withShortName("v").create(); Option helpOpt = DefaultOptionCreator.helpOption(); Group group = gbuilder.withName("Options").withOption(inputOpt).withOption(outputOpt).withOption( vectorOpt).withOption(helpOpt).create(); try { Parser parser = new Parser(); parser.setGroup(group); CommandLine cmdLine = parser.parse(args); if (cmdLine.hasOption(helpOpt)) { CommandLineUtil.printHelp(group); return; } Path input = new Path(cmdLine.getValue(inputOpt, "testdata").toString()); Path output = new Path(cmdLine.getValue(outputOpt, "output").toString()); String vectorClassName = cmdLine.getValue(vectorOpt, "org.apache.mahout.math.RandomAccessSparseVector").toString(); runJob(input, output, vectorClassName); } catch (OptionException e) { log.error("Exception parsing command line: ", e); CommandLineUtil.printHelp(group); } } public static void runJob(Path input, Path output, String vectorClassName) throws IOException, InterruptedException, ClassNotFoundException { Configuration conf = new Configuration(); conf.set("vector.implementation.class.name", vectorClassName); Job job = new Job(conf, "Input Driver running over input: " + input); job.setOutputKeyClass(Text.class); job.setOutputValueClass(VectorWritable.class); job.setOutputFormatClass(SequenceFileOutputFormat.class); job.setMapperClass(InputMapper.class); job.setNumReduceTasks(0); job.setJarByClass(InputDriver.class); FileInputFormat.addInputPath(job, input); FileOutputFormat.setOutputPath(job, output); job.waitForCompletion(true); } }