/** * 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.fuzzykmeans; import java.io.IOException; import java.util.Collection; import java.util.List; import com.google.common.collect.Lists; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.WritableComparable; import org.apache.hadoop.mapreduce.Mapper; import org.apache.mahout.clustering.WeightedVectorWritable; import org.apache.mahout.math.VectorWritable; public class FuzzyKMeansClusterMapper extends Mapper<WritableComparable<?>, VectorWritable, IntWritable, WeightedVectorWritable> { private final List<SoftCluster> clusters = Lists.newArrayList(); private FuzzyKMeansClusterer clusterer; @Override protected void map(WritableComparable<?> key, VectorWritable point, Context context) throws IOException, InterruptedException { clusterer.emitPointToClusters(point, clusters, context); } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); Configuration conf = context.getConfiguration(); clusterer = new FuzzyKMeansClusterer(conf); String clusterPath = conf.get(FuzzyKMeansConfigKeys.CLUSTER_PATH_KEY); if (clusterPath != null && !clusterPath.isEmpty()) { FuzzyKMeansUtil.configureWithClusterInfo(new Path(clusterPath), clusters); } if (clusters.isEmpty()) { throw new IllegalStateException("Cluster is empty!!!"); } } /** * Configure the mapper by providing its clusters. Used by unit tests. * * @param clusters * a List<Cluster> */ void setup(Collection<SoftCluster> clusters, Configuration conf) { this.clusters.clear(); this.clusters.addAll(clusters); this.clusterer = new FuzzyKMeansClusterer(conf); } }