/** * 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.kmeans; import java.util.Collection; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.Writable; import org.apache.mahout.clustering.Cluster; import org.apache.mahout.clustering.canopy.Canopy; import org.apache.mahout.clustering.iterator.ClusterWritable; import org.apache.mahout.common.iterator.sequencefile.PathFilters; import org.apache.mahout.common.iterator.sequencefile.PathType; import org.apache.mahout.common.iterator.sequencefile.SequenceFileDirValueIterable; import org.slf4j.Logger; import org.slf4j.LoggerFactory; final class KMeansUtil { private static final Logger log = LoggerFactory.getLogger(KMeansUtil.class); private KMeansUtil() {} /** * Create a list of Klusters from whatever Cluster type is passed in as the prior * * @param conf * the Configuration * @param clusterPath * the path to the prior Clusters * @param clusters * a List<Cluster> to put values into */ public static void configureWithClusterInfo(Configuration conf, Path clusterPath, Collection<Cluster> clusters) { for (Writable value : new SequenceFileDirValueIterable<>(clusterPath, PathType.LIST, PathFilters.partFilter(), conf)) { Class<? extends Writable> valueClass = value.getClass(); if (valueClass.equals(ClusterWritable.class)) { ClusterWritable clusterWritable = (ClusterWritable) value; value = clusterWritable.getValue(); valueClass = value.getClass(); } log.debug("Read 1 Cluster from {}", clusterPath); if (valueClass.equals(Kluster.class)) { // get the cluster info clusters.add((Kluster) value); } else if (valueClass.equals(Canopy.class)) { // get the cluster info Canopy canopy = (Canopy) value; clusters.add(new Kluster(canopy.getCenter(), canopy.getId(), canopy.getMeasure())); } else { throw new IllegalStateException("Bad value class: " + valueClass); } } } }