001/* 002 * Java Genetic Algorithm Library (jenetics-8.1.0). 003 * Copyright (c) 2007-2024 Franz Wilhelmstötter 004 * 005 * Licensed under the Apache License, Version 2.0 (the "License"); 006 * you may not use this file except in compliance with the License. 007 * 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 * 017 * Author: 018 * Franz Wilhelmstötter (franz.wilhelmstoetter@gmail.com) 019 */ 020package io.jenetics.stat; 021 022import static java.util.Objects.requireNonNull; 023 024import java.util.function.IntConsumer; 025import java.util.function.ToIntFunction; 026import java.util.stream.Collector; 027 028/** 029 * A state object for collecting statistics such as count, min, max, sum, mean, 030 * variance, skewness and kurtosis. The design of this class is similar to the 031 * design of the {@link java.util.IntSummaryStatistics} class. 032 * <p> 033 * This class is designed to work with (though does not require) streams. For 034 * example, you can compute moments-statistics on a stream of ints with: 035 * {@snippet lang="java": 036 * final IntStream stream = null; // @replace substring='null' replacement="..." 037 * final IntMomentStatistics statistics = stream.collect( 038 * IntMomentStatistics::new, 039 * IntMomentStatistics::accept, 040 * IntMomentStatistics::combine 041 * ); 042 * } 043 * 044 * For a non-int stream, you can use a collector: 045 * {@snippet lang="java": 046 * final Stream<SomeObject> stream = null; // @replace substring='null' replacement="..." 047 * final IntMomentStatistics statistics = stream 048 * .collect(toIntMomentStatistics(v -> v.intValue())); 049 * } 050 * 051 * @implNote 052 * This implementation is not thread safe. However, it is safe to use 053 * {@link #toIntMomentStatistics(ToIntFunction)} on a parallel stream, because 054 * the parallel implementation of 055 * {@link java.util.stream.Stream#collect Stream.collect()} 056 * provides the necessary partitioning, isolation, and merging of results for 057 * safe and efficient parallel execution. 058 * 059 * @see java.util.IntSummaryStatistics 060 * @see io.jenetics.stat.IntMoments 061 * @see <a href="http://people.xiph.org/~tterribe/notes/homs.html"> 062 * Computing Higher-Order Moments Online</a> 063 * 064 * @author <a href="mailto:franz.wilhelmstoetter@gmail.com">Franz Wilhelmstötter</a> 065 * @since 3.0 066 * @version 6.0 067 */ 068public class IntMomentStatistics 069 extends MomentStatistics 070 implements IntConsumer 071{ 072 073 private int _min = Integer.MAX_VALUE; 074 private int _max = Integer.MIN_VALUE; 075 private long _sum = 0L; 076 077 /** 078 * Create an empty moments object. 079 */ 080 public IntMomentStatistics() { 081 } 082 083 /** 084 * Records a new value into the moment information 085 * 086 * @param value the input {@code value} 087 */ 088 @Override 089 public void accept(final int value) { 090 super.accept(value); 091 _min = Math.min(_min, value); 092 _max = Math.max(_max, value); 093 _sum += value; 094 } 095 096 /** 097 * Combine two {@code IntMoments} statistic objects. 098 * 099 * @param other the other {@code IntMoments} statistics to combine with 100 * {@code this} one. 101 * @return {@code this} statistics object 102 * @throws java.lang.NullPointerException if the other statistical summary 103 * is {@code null}. 104 */ 105 public IntMomentStatistics combine(final IntMomentStatistics other) { 106 super.combine(other); 107 _min = Math.min(_min, other._min); 108 _max = Math.max(_max, other._max); 109 _sum += other._sum; 110 111 return this; 112 } 113 114 /** 115 * Return the minimum value recorded, or {@code Integer.MAX_VALUE} if no 116 * values have been recorded. 117 * 118 * @return the minimum value, or {@code Integer.MAX_VALUE} if none 119 */ 120 public int min() { 121 return _min; 122 } 123 124 /** 125 * Return the maximum value recorded, or {@code Integer.MIN_VALUE} if no 126 * values have been recorded. 127 * 128 * @return the maximum value, or {@code Integer.MIN_VALUE} if none 129 */ 130 public int max() { 131 return _max; 132 } 133 134 /** 135 * Return the sum of values recorded, or zero if no values have been 136 * recorded. 137 * 138 * @return the sum of values, or zero if none 139 */ 140 public long sum() { 141 return _sum; 142 } 143 144 /** 145 * Compares the state of two {@code IntMomentStatistics} objects. This is 146 * a replacement for the {@link #equals(Object)} which is not advisable to 147 * implement for this mutable object. If two objects have the same state, it 148 * has still the same state when updated with the same value. 149 * {@snippet lang="java": 150 * final IntMomentStatistics ims1 = null; // @replace substring='null' replacement="..." 151 * final IntMomentStatistics ims2 = null; // @replace substring='null' replacement="..." 152 * 153 * if (ims1.sameState(ims2)) { 154 * final int value = random.nextInt(1_000_000); 155 * ims1.accept(value); 156 * ims2.accept(value); 157 * 158 * assert ims1.sameState(ims2); 159 * assert ims2.sameState(ims1); 160 * assert ims1.sameState(ims1); 161 * } 162 * } 163 * 164 * @since 3.7 165 * 166 * @param other the other object for the test 167 * @return {@code true} the {@code this} and the {@code other} objects have 168 * the same state, {@code false} otherwise 169 */ 170 public boolean sameState(final IntMomentStatistics other) { 171 return this == other || 172 _min == other._min && 173 _max == other._max && 174 _sum == other._sum && 175 super.sameState(other); 176 } 177 178 /** 179 * Return an {@code IntMoments} object from the current statistics, 180 * 181 * @since 3.9 182 * 183 * @return an {@code IntMoments} object from the current statistics 184 */ 185 public IntMoments toIntMoments() { 186 return IntMoments.of(this); 187 } 188 189 @Override 190 public String toString() { 191 return String.format( 192 "IntMomentStatistics[N=%d, ∧=%s, ∨=%s, Σ=%s, μ=%s, s²=%s, S=%s, K=%s]", 193 count(), min(), max(), sum(), 194 mean(), variance(), skewness(), kurtosis() 195 ); 196 } 197 198 /** 199 * Return a {@code Collector} which applies an int-producing mapping 200 * function to each input element, and returns moments-statistics for the 201 * resulting values. 202 * {@snippet lang="java": 203 * final Stream<SomeObject> stream = null; // @replace substring='null' replacement="..." 204 * final IntMomentStatistics statistics = stream 205 * .collect(toIntMomentStatistics(v -> v.intValue())); 206 * } 207 * 208 * @param mapper a mapping function to apply to each element 209 * @param <T> the type of the input elements 210 * @return a {@code Collector} implementing the moments-statistics reduction 211 * @throws java.lang.NullPointerException if the given {@code mapper} is 212 * {@code null} 213 */ 214 public static <T> Collector<T, ?, IntMomentStatistics> 215 toIntMomentStatistics(final ToIntFunction<? super T> mapper) { 216 requireNonNull(mapper); 217 return Collector.of( 218 IntMomentStatistics::new, 219 (r, t) -> r.accept(mapper.applyAsInt(t)), 220 IntMomentStatistics::combine 221 ); 222 } 223 224}