/** * 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.vectorizer; import java.io.IOException; 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.input.SequenceFileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat; import org.apache.lucene.analysis.Analyzer; import org.apache.mahout.common.HadoopUtil; import org.apache.mahout.common.StringTuple; import org.apache.mahout.vectorizer.document.SequenceFileTokenizerMapper; /** * This class converts a set of input documents in the sequence file format of {@link StringTuple}s.The * {@link org.apache.hadoop.io.SequenceFile} input should have a {@link Text} key * containing the unique document identifier and a * {@link Text} value containing the whole document. The document should be stored in UTF-8 encoding which is * recognizable by hadoop. It uses the given {@link Analyzer} to process the document into * {@link org.apache.lucene.analysis.Token}s. * */ public final class DocumentProcessor { public static final String TOKENIZED_DOCUMENT_OUTPUT_FOLDER = "tokenized-documents"; public static final String ANALYZER_CLASS = "analyzer.class"; /** * Cannot be initialized. Use the static functions */ private DocumentProcessor() { } /** * Convert the input documents into token array using the {@link StringTuple} The input documents has to be * in the {@link org.apache.hadoop.io.SequenceFile} format * * @param input * input directory of the documents in {@link org.apache.hadoop.io.SequenceFile} format * @param output * output directory were the {@link StringTuple} token array of each document has to be created * @param analyzerClass * The Lucene {@link Analyzer} for tokenizing the UTF-8 text */ public static void tokenizeDocuments(Path input, Class<? extends Analyzer> analyzerClass, Path output, Configuration baseConf) throws IOException, InterruptedException, ClassNotFoundException { Configuration conf = new Configuration(baseConf); // this conf parameter needs to be set enable serialisation of conf values conf.set("io.serializations", "org.apache.hadoop.io.serializer.JavaSerialization," + "org.apache.hadoop.io.serializer.WritableSerialization"); conf.set(ANALYZER_CLASS, analyzerClass.getName()); Job job = new Job(conf); job.setJobName("DocumentProcessor::DocumentTokenizer: input-folder: " + input); job.setJarByClass(DocumentProcessor.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(StringTuple.class); FileInputFormat.setInputPaths(job, input); FileOutputFormat.setOutputPath(job, output); job.setMapperClass(SequenceFileTokenizerMapper.class); job.setInputFormatClass(SequenceFileInputFormat.class); job.setNumReduceTasks(0); job.setOutputFormatClass(SequenceFileOutputFormat.class); HadoopUtil.delete(conf, output); job.waitForCompletion(true); } }