/** * 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 * <p/> * http://www.apache.org/licenses/LICENSE-2.0 * <p/> * 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.utils.vectors; import java.util.List; import java.util.Map; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.SequenceFile; import org.apache.hadoop.io.Text; import org.apache.hadoop.util.ToolRunner; import org.apache.mahout.common.AbstractJob; import org.apache.mahout.common.Pair; import org.apache.mahout.common.iterator.sequencefile.PathFilters; import org.apache.mahout.common.iterator.sequencefile.PathType; import org.apache.mahout.common.iterator.sequencefile.SequenceFileDirIterable; import org.apache.mahout.math.VectorWritable; import org.slf4j.Logger; import org.slf4j.LoggerFactory; /** * Converts a vector representation of documents into a {@code document x terms} matrix. * The input data is in {@code SequenceFile<Text,VectorWritable>} format (as generated by * {@link org.apache.mahout.vectorizer.SparseVectorsFromSequenceFiles SparseVectorsFromSequenceFiles} * or by {@link org.apache.mahout.vectorizer.EncodedVectorsFromSequenceFiles EncodedVectorsFromSequenceFiles}) * and generates the following two files as output: * <ul><li>A file called "matrix" of format {@code SequenceFile<IntWritable,VectorWritable>}.</li> * <li>A file called "docIndex" of format {@code SequenceFile<IntWritable,Text>}.</li></ul> * The input file can be regenerated by joining the two output files on the generated int key. * In other words, {@code RowIdJob} replaces the document text ids by integers. * The original document text ids can still be retrieved from the "docIndex". */ public class RowIdJob extends AbstractJob { private static final Logger log = LoggerFactory.getLogger(RowIdJob.class); @Override public int run(String[] args) throws Exception { addInputOption(); addOutputOption(); Map<String, List<String>> parsedArgs = parseArguments(args); if (parsedArgs == null) { return -1; } Configuration conf = getConf(); FileSystem fs = FileSystem.get(conf); Path outputPath = getOutputPath(); Path indexPath = new Path(outputPath, "docIndex"); Path matrixPath = new Path(outputPath, "matrix"); try (SequenceFile.Writer indexWriter = SequenceFile.createWriter(fs, conf, indexPath, IntWritable.class, Text.class); SequenceFile.Writer matrixWriter = SequenceFile.createWriter(fs, conf, matrixPath, IntWritable.class, VectorWritable.class)) { IntWritable docId = new IntWritable(); int i = 0; int numCols = 0; for (Pair<Text, VectorWritable> record : new SequenceFileDirIterable<Text, VectorWritable>(getInputPath(), PathType.LIST, PathFilters.logsCRCFilter(), null, true, conf)) { VectorWritable value = record.getSecond(); docId.set(i); indexWriter.append(docId, record.getFirst()); matrixWriter.append(docId, value); i++; numCols = value.get().size(); } log.info("Wrote out matrix with {} rows and {} columns to {}", i, numCols, matrixPath); return 0; } } public static void main(String[] args) throws Exception { ToolRunner.run(new RowIdJob(), args); } }