/** * 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.spectral; import java.io.IOException; import java.net.URI; import java.util.Arrays; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.filecache.DistributedCache; 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.Writable; import org.apache.mahout.common.HadoopUtil; import org.apache.mahout.common.iterator.sequencefile.SequenceFileValueIterator; import org.apache.mahout.math.Vector; import org.apache.mahout.math.VectorWritable; import org.slf4j.Logger; import org.slf4j.LoggerFactory; /** * This class handles reading and writing vectors to the Hadoop * distributed cache. Created as a result of Eigencuts' liberal use * of such functionality, but available to any algorithm requiring it. */ public final class VectorCache { private static final Logger log = LoggerFactory.getLogger(VectorCache.class); private VectorCache() { } /** * @param key SequenceFile key * @param vector Vector to save, to be wrapped as VectorWritable */ public static void save(Writable key, Vector vector, Path output, Configuration conf, boolean overwritePath, boolean deleteOnExit) throws IOException { FileSystem fs = FileSystem.get(output.toUri(), conf); output = fs.makeQualified(output); if (overwritePath) { HadoopUtil.delete(conf, output); } // set the cache DistributedCache.setCacheFiles(new URI[]{output.toUri()}, conf); // set up the writer try (SequenceFile.Writer writer = new SequenceFile.Writer(fs, conf, output, IntWritable.class, VectorWritable.class)){ writer.append(key, new VectorWritable(vector)); } if (deleteOnExit) { fs.deleteOnExit(output); } } /** * Calls the save() method, setting the cache to overwrite any previous * Path and to delete the path after exiting */ public static void save(Writable key, Vector vector, Path output, Configuration conf) throws IOException { save(key, vector, output, conf, true, true); } /** * Loads the vector from {@link DistributedCache}. Returns null if no vector exists. */ public static Vector load(Configuration conf) throws IOException { Path[] files = HadoopUtil.getCachedFiles(conf); if (files.length != 1) { throw new IOException("Cannot read Frequency list from Distributed Cache (" + files.length + ')'); } if (log.isInfoEnabled()) { log.info("Files are: {}", Arrays.toString(files)); } return load(conf, files[0]); } /** * Loads a Vector from the specified path. Returns null if no vector exists. */ public static Vector load(Configuration conf, Path input) throws IOException { log.info("Loading vector from: {}", input); try (SequenceFileValueIterator<VectorWritable> iterator = new SequenceFileValueIterator<>(input, true, conf)){ return iterator.next().get(); } } }