/* * 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.math; import org.apache.mahout.math.function.Functions; /** * A centroid is a weighted vector. We have it delegate to the vector itself for lots of operations * to make it easy to use vector search classes and such. */ public class Centroid extends WeightedVector { public Centroid(WeightedVector original) { super(original.getVector().like().assign(original), original.getWeight(), original.getIndex()); } public Centroid(int key, Vector initialValue) { super(initialValue, 1, key); } public Centroid(int key, Vector initialValue, double weight) { super(initialValue, weight, key); } public static Centroid create(int key, Vector initialValue) { if (initialValue instanceof WeightedVector) { return new Centroid(key, new DenseVector(initialValue), ((WeightedVector) initialValue).getWeight()); } else { return new Centroid(key, new DenseVector(initialValue), 1); } } public void update(Vector v) { if (v instanceof Centroid) { Centroid c = (Centroid) v; update(c.delegate, c.getWeight()); } else { update(v, 1); } } public void update(Vector other, final double wy) { final double wx = getWeight(); delegate.assign(other, Functions.reweigh(wx, wy)); setWeight(wx + wy); } @Override public Centroid like() { return new Centroid(getIndex(), getVector().like(), getWeight()); } /** * Gets the index of this centroid. Use getIndex instead to maintain standard names. */ @Deprecated public int getKey() { return getIndex(); } public void addWeight(double newWeight) { setWeight(getWeight() + newWeight); } @Override public String toString() { return String.format("key = %d, weight = %.2f, vector = %s", getIndex(), getWeight(), delegate); } @SuppressWarnings("CloneDoesntCallSuperClone") @Override public Centroid clone() { return new Centroid(this); } }