/** * 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.common.distance; import java.util.Collection; import java.util.Collections; import org.apache.hadoop.conf.Configuration; import org.apache.mahout.common.parameters.Parameter; import org.apache.mahout.math.Vector; /** * Like {@link EuclideanDistanceMeasure} but it does not take the square root. * <p/> * Thus, it is not actually the Euclidean Distance, but it is saves on computation when you only need the * distance for comparison and don't care about the actual value as a distance. */ public class SquaredEuclideanDistanceMeasure implements DistanceMeasure { @Override public void configure(Configuration job) { // nothing to do } @Override public Collection<Parameter<?>> getParameters() { return Collections.emptyList(); } @Override public void createParameters(String prefix, Configuration jobConf) { // nothing to do } @Override public double distance(Vector v1, Vector v2) { return v2.getDistanceSquared(v1); } @Override public double distance(double centroidLengthSquare, Vector centroid, Vector v) { return centroidLengthSquare - 2 * v.dot(centroid) + v.getLengthSquared(); } }