/** * 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.cf.taste.impl.common; import java.io.Serializable; import com.google.common.base.Preconditions; public class WeightedRunningAverage implements RunningAverage, Serializable { private double totalWeight; private double average; public WeightedRunningAverage() { totalWeight = 0.0; average = Double.NaN; } @Override public synchronized void addDatum(double datum) { addDatum(datum, 1.0); } public synchronized void addDatum(double datum, double weight) { double oldTotalWeight = totalWeight; totalWeight += weight; if (oldTotalWeight <= 0.0) { average = datum; } else { average = average * oldTotalWeight / totalWeight + datum * weight / totalWeight; } } @Override public synchronized void removeDatum(double datum) { removeDatum(datum, 1.0); } public synchronized void removeDatum(double datum, double weight) { double oldTotalWeight = totalWeight; totalWeight -= weight; if (totalWeight <= 0.0) { average = Double.NaN; totalWeight = 0.0; } else { average = average * oldTotalWeight / totalWeight - datum * weight / totalWeight; } } @Override public synchronized void changeDatum(double delta) { changeDatum(delta, 1.0); } public synchronized void changeDatum(double delta, double weight) { Preconditions.checkArgument(weight <= totalWeight); average += delta * weight / totalWeight; } public synchronized double getTotalWeight() { return totalWeight; } /** @return {@link #getTotalWeight()} */ @Override public synchronized int getCount() { return (int) totalWeight; } @Override public synchronized double getAverage() { return average; } @Override public RunningAverage inverse() { return new InvertedRunningAverage(this); } @Override public synchronized String toString() { return String.valueOf(average); } }