001/* 002 * Licensed to the Apache Software Foundation (ASF) under one or more 003 * contributor license agreements. See the NOTICE file distributed with 004 * this work for additional information regarding copyright ownership. 005 * The ASF licenses this file to You under the Apache License, Version 2.0 006 * (the "License"); you may not use this file except in compliance with 007 * the License. You may obtain a copy of the License at 008 * 009 * http://www.apache.org/licenses/LICENSE-2.0 010 * 011 * Unless required by applicable law or agreed to in writing, software 012 * distributed under the License is distributed on an "AS IS" BASIS, 013 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 014 * See the License for the specific language governing permissions and 015 * limitations under the License. 016 */ 017package org.apache.commons.statistics.descriptive; 018 019/** 020 * Returns the sum of the squares of the available values. Uses the following definition: 021 * 022 * <p>\[ \sum_{i=1}^n x_i^2 \] 023 * 024 * <p>where \( n \) is the number of samples. 025 * 026 * <ul> 027 * <li>The result is zero if no values are observed. 028 * <li>The result is {@code NaN} if any of the values is {@code NaN}. 029 * <li>The result is {@code +infinity} if any of the values is {@code infinity}, 030 * or the sum overflows. 031 * </ul> 032 * 033 * <p>This class is designed to work with (though does not require) 034 * {@linkplain java.util.stream streams}. 035 * 036 * <p><strong>This instance is not thread safe.</strong> 037 * If multiple threads access an instance of this class concurrently, 038 * and at least one of the threads invokes the {@link java.util.function.DoubleConsumer#accept(double) accept} or 039 * {@link StatisticAccumulator#combine(StatisticResult) combine} method, it must be synchronized externally. 040 * 041 * <p>However, it is safe to use {@link java.util.function.DoubleConsumer#accept(double) accept} 042 * and {@link StatisticAccumulator#combine(StatisticResult) combine} 043 * as {@code accumulator} and {@code combiner} functions of 044 * {@link java.util.stream.Collector Collector} on a parallel stream, 045 * because the parallel instance of {@link java.util.stream.Stream#collect Stream.collect()} 046 * provides the necessary partitioning, isolation, and merging of results for 047 * safe and efficient parallel execution. 048 * 049 * @since 1.1 050 */ 051public final class SumOfSquares implements DoubleStatistic, StatisticAccumulator<SumOfSquares> { 052 053 /** Sum of squares of all values. */ 054 private double ss; 055 056 /** 057 * Create an instance. 058 */ 059 private SumOfSquares() { 060 // No-op 061 } 062 063 /** 064 * Creates an instance. 065 * 066 * <p>The initial result is zero. 067 * 068 * @return {@code SumOfSquares} instance. 069 */ 070 public static SumOfSquares create() { 071 return new SumOfSquares(); 072 } 073 074 /** 075 * Returns an instance populated using the input {@code values}. 076 * 077 * <p>The result is {@code NaN} if any of the values is {@code NaN} 078 * or the product at any point is a {@code NaN}. 079 * 080 * <p>When the input is an empty array, the result is zero. 081 * 082 * @param values Values. 083 * @return {@code SumOfSquares} instance. 084 */ 085 public static SumOfSquares of(double... values) { 086 return Statistics.add(new SumOfSquares(), values); 087 } 088 089 /** 090 * Updates the state of the statistic to reflect the addition of {@code value}. 091 * 092 * @param value Value. 093 */ 094 @Override 095 public void accept(double value) { 096 ss += value * value; 097 } 098 099 /** 100 * Gets the sum of squares of all input values. 101 * 102 * <p>When no values have been added, the result is zero. 103 * 104 * @return sum of squares of all values. 105 */ 106 @Override 107 public double getAsDouble() { 108 return ss; 109 } 110 111 @Override 112 public SumOfSquares combine(SumOfSquares other) { 113 ss += other.ss; 114 return this; 115 } 116}