/** * 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.evaluation; import java.io.IOException; import java.util.List; import java.util.Map; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.mapreduce.Reducer; import org.apache.mahout.clustering.WeightedVectorWritable; import org.apache.mahout.math.VectorWritable; public class RepresentativePointsReducer extends Reducer<IntWritable, WeightedVectorWritable, IntWritable, VectorWritable> { private Map<Integer, List<VectorWritable>> representativePoints; @Override protected void cleanup(Context context) throws IOException, InterruptedException { for (Map.Entry<Integer, List<VectorWritable>> entry : representativePoints.entrySet()) { IntWritable iw = new IntWritable(entry.getKey()); for (VectorWritable vw : entry.getValue()) { context.write(iw, vw); } } super.cleanup(context); } @Override protected void reduce(IntWritable key, Iterable<WeightedVectorWritable> values, Context context) throws IOException, InterruptedException { // find the most distant point WeightedVectorWritable mdp = null; for (WeightedVectorWritable dpw : values) { if (mdp == null || mdp.getWeight() < dpw.getWeight()) { mdp = new WeightedVectorWritable(dpw.getWeight(), dpw.getVector()); } } context.write(new IntWritable(key.get()), new VectorWritable(mdp.getVector())); } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); Configuration conf = context.getConfiguration(); representativePoints = RepresentativePointsMapper.getRepresentativePoints(conf); } public void configure(Map<Integer, List<VectorWritable>> representativePoints) { this.representativePoints = representativePoints; } }