/* * 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.classifier.bayes; import java.io.File; import java.io.FileNotFoundException; import java.nio.charset.Charset; 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.lucene.analysis.Analyzer; import org.apache.mahout.classifier.BayesFileFormatter; import org.apache.mahout.common.ClassUtils; import org.apache.mahout.common.CommandLineUtil; import org.apache.mahout.common.commandline.DefaultOptionCreator; /** * Prepare the 20 Newsgroups files for training using the * {@link org.apache.mahout.classifier.BayesFileFormatter}. * * This class takes the directory containing the extracted newsgroups and collapses them into a single file * per category, with one document per line (first token on each line is the label) * */ public final class PrepareTwentyNewsgroups { private PrepareTwentyNewsgroups() { } public static void main(String[] args) throws Exception { DefaultOptionBuilder obuilder = new DefaultOptionBuilder(); ArgumentBuilder abuilder = new ArgumentBuilder(); GroupBuilder gbuilder = new GroupBuilder(); Option helpOpt = DefaultOptionCreator.helpOption(); Option parentOpt = obuilder.withLongName("parent").withRequired(true).withArgument( abuilder.withName("parent").withMinimum(1).withMaximum(1).create()).withDescription( "Parent dir containing the newsgroups").withShortName("p").create(); Option outputDirOpt = obuilder.withLongName("outputDir").withRequired(true).withArgument( abuilder.withName("outputDir").withMinimum(1).withMaximum(1).create()).withDescription( "The output directory").withShortName("o").create(); Option analyzerNameOpt = obuilder.withLongName("analyzerName").withRequired(true).withArgument( abuilder.withName("analyzerName").withMinimum(1).withMaximum(1).create()).withDescription( "The class name of the analyzer").withShortName("a").create(); Option charsetOpt = obuilder.withLongName("charset").withRequired(true).withArgument( abuilder.withName("charset").withMinimum(1).withMaximum(1).create()).withDescription( "The name of the character encoding of the input files").withShortName("c").create(); Group group = gbuilder.withName("Options").withOption(analyzerNameOpt).withOption(charsetOpt).withOption( outputDirOpt).withOption(parentOpt).withOption(helpOpt).create(); try { Parser parser = new Parser(); parser.setGroup(group); CommandLine cmdLine = parser.parse(args); if (cmdLine.hasOption(helpOpt)) { CommandLineUtil.printHelp(group); return; } File parentDir = new File((String) cmdLine.getValue(parentOpt)); File outputDir = new File((String) cmdLine.getValue(outputDirOpt)); String analyzerName = (String) cmdLine.getValue(analyzerNameOpt); Charset charset = Charset.forName((String) cmdLine.getValue(charsetOpt)); Analyzer analyzer = ClassUtils.instantiateAs(analyzerName, Analyzer.class); // parent dir contains dir by category if (!parentDir.exists()) { throw new FileNotFoundException("Can't find input directory " + parentDir); } File[] categoryDirs = parentDir.listFiles(); for (File dir : categoryDirs) { if (dir.isDirectory()) { if (!outputDir.exists() && !outputDir.mkdirs()) { throw new IllegalStateException("Can't create output directory"); } File outputFile = new File(outputDir, dir.getName() + ".txt"); BayesFileFormatter.collapse(dir.getName(), analyzer, dir, charset, outputFile); } } } catch (OptionException e) { CommandLineUtil.printHelp(group); } } }