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 * 079 * <p>When the input is an empty array, the result is zero. 080 * 081 * @param values Values. 082 * @return {@code SumOfSquares} instance. 083 */ 084 public static SumOfSquares of(double... values) { 085 return Statistics.add(new SumOfSquares(), values); 086 } 087 088 /** 089 * Returns an instance populated using the specified range of {@code values}. 090 * 091 * <p>The result is {@code NaN} if any of the values is {@code NaN}. 092 * 093 * <p>When the range is empty, the result is zero. 094 * 095 * @param values Values. 096 * @param from Inclusive start of the range. 097 * @param to Exclusive end of the range. 098 * @return {@code SumOfSquares} instance. 099 * @throws IndexOutOfBoundsException if the sub-range is out of bounds 100 * @since 1.2 101 */ 102 public static SumOfSquares ofRange(double[] values, int from, int to) { 103 Statistics.checkFromToIndex(from, to, values.length); 104 return createFromRange(values, from, to); 105 } 106 107 /** 108 * Create an instance using the specified range of {@code values}. 109 * 110 * <p>Warning: No range checks are performed. 111 * 112 * @param values Values. 113 * @param from Inclusive start of the range. 114 * @param to Exclusive end of the range. 115 * @return {@code SumOfSquares} instance. 116 */ 117 static SumOfSquares createFromRange(double[] values, int from, int to) { 118 return Statistics.add(new SumOfSquares(), values, from, to); 119 } 120 121 /** 122 * Updates the state of the statistic to reflect the addition of {@code value}. 123 * 124 * @param value Value. 125 */ 126 @Override 127 public void accept(double value) { 128 ss += value * value; 129 } 130 131 /** 132 * Gets the sum of squares of all input values. 133 * 134 * <p>When no values have been added, the result is zero. 135 * 136 * @return sum of squares of all values. 137 */ 138 @Override 139 public double getAsDouble() { 140 return ss; 141 } 142 143 @Override 144 public SumOfSquares combine(SumOfSquares other) { 145 ss += other.ss; 146 return this; 147 } 148}