/** * 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; import java.io.DataInput; import java.io.DataOutput; import java.io.IOException; import org.apache.hadoop.conf.Configuration; import org.apache.mahout.common.ClassUtils; import org.apache.mahout.common.distance.DistanceMeasure; import org.apache.mahout.math.Vector; import org.apache.mahout.math.VectorWritable; public class DistanceMeasureCluster extends AbstractCluster { private DistanceMeasure measure; public DistanceMeasureCluster(Vector point, int id, DistanceMeasure measure) { super(point, id); this.measure = measure; } public DistanceMeasureCluster() { } @Override public void configure(Configuration job) { if (measure != null) { measure.configure(job); } } @Override public void readFields(DataInput in) throws IOException { String dm = in.readUTF(); this.measure = ClassUtils.instantiateAs(dm, DistanceMeasure.class); super.readFields(in); } @Override public void write(DataOutput out) throws IOException { out.writeUTF(measure.getClass().getName()); super.write(out); } @Override public double pdf(VectorWritable vw) { return 1 / (1 + measure.distance(vw.get(), getCenter())); } @Override public Model<VectorWritable> sampleFromPosterior() { return new DistanceMeasureCluster(getCenter(), getId(), measure); } public DistanceMeasure getMeasure() { return measure; } /** * @param measure * the measure to set */ public void setMeasure(DistanceMeasure measure) { this.measure = measure; } @Override public String getIdentifier() { return "DMC:" + getId(); } }