1 /*
2 * Licensed to the Apache Software Foundation (ASF) under one or more
3 * contributor license agreements. See the NOTICE file distributed with
4 * this work for additional information regarding copyright ownership.
5 * The ASF licenses this file to You under the Apache License, Version 2.0
6 * (the "License"); you may not use this file except in compliance with
7 * the License. You may obtain a copy of the License at
8 *
9 * http://www.apache.org/licenses/LICENSE-2.0
10 *
11 * Unless required by applicable law or agreed to in writing, software
12 * distributed under the License is distributed on an "AS IS" BASIS,
13 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 * See the License for the specific language governing permissions and
15 * limitations under the License.
16 */
17 package org.apache.commons.statistics.descriptive;
18
19 import java.math.BigInteger;
20
21 /**
22 * Returns the sum of the squares of the available values. Uses the following definition:
23 *
24 * <p>\[ \sum_{i=1}^n x_i^2 \]
25 *
26 * <p>where \( n \) is the number of samples.
27 *
28 * <ul>
29 * <li>The result is zero if no values are observed.
30 * </ul>
31 *
32 * <p>The implementation uses an exact integer sum to compute the sum of squared values.
33 * The exact sum is returned using {@link #getAsBigInteger()}. Methods that return {@code int} or
34 * {@code long} primitives will raise an exception if the result overflows.
35 *
36 * <p>Note that the implementation does not use {@code BigInteger} arithmetic; for
37 * performance the sum is computed using primitives to create an unsigned 192-bit integer.
38 * Support is provided for at least 2<sup>63</sup> observations.
39 *
40 * <p>This class is designed to work with (though does not require)
41 * {@linkplain java.util.stream streams}.
42 *
43 * <p><strong>This implementation is not thread safe.</strong>
44 * If multiple threads access an instance of this class concurrently,
45 * and at least one of the threads invokes the {@link java.util.function.IntConsumer#accept(int) accept} or
46 * {@link StatisticAccumulator#combine(StatisticResult) combine} method, it must be synchronized externally.
47 *
48 * <p>However, it is safe to use {@link java.util.function.IntConsumer#accept(int) accept}
49 * and {@link StatisticAccumulator#combine(StatisticResult) combine}
50 * as {@code accumulator} and {@code combiner} functions of
51 * {@link java.util.stream.Collector Collector} on a parallel stream,
52 * because the parallel implementation of {@link java.util.stream.Stream#collect Stream.collect()}
53 * provides the necessary partitioning, isolation, and merging of results for
54 * safe and efficient parallel execution.
55 *
56 * @since 1.1
57 */
58 public final class LongSumOfSquares implements LongStatistic, StatisticAccumulator<LongSumOfSquares> {
59
60 /** Sum of the squared values. */
61 private final UInt192 sumSq;
62
63 /**
64 * Create an instance.
65 */
66 private LongSumOfSquares() {
67 this(UInt192.create());
68 }
69
70 /**
71 * Create an instance.
72 *
73 * @param sumSq Sum of the squared values.
74 */
75 private LongSumOfSquares(UInt192 sumSq) {
76 this.sumSq = sumSq;
77 }
78
79 /**
80 * Creates an instance.
81 *
82 * <p>The initial result is zero.
83 *
84 * @return {@code LongSumOfSquares} instance.
85 */
86 public static LongSumOfSquares create() {
87 return new LongSumOfSquares();
88 }
89
90 /**
91 * Returns an instance populated using the input {@code values}.
92 *
93 * <p>When the input is an empty array, the result is zero.
94 *
95 * @param values Values.
96 * @return {@code LongSumOfSquares} instance.
97 */
98 public static LongSumOfSquares of(long... values) {
99 final UInt192 ss = UInt192.create();
100 for (final long x : values) {
101 ss.addSquare(x);
102 }
103 return new LongSumOfSquares(ss);
104 }
105
106 /**
107 * Returns an instance populated using the specified range of {@code values}.
108 *
109 * <p>When the range is empty, the result is zero.
110 *
111 * @param values Values.
112 * @param from Inclusive start of the range.
113 * @param to Exclusive end of the range.
114 * @return {@code LongSumOfSquares} instance.
115 * @throws IndexOutOfBoundsException if the sub-range is out of bounds
116 * @since 1.2
117 */
118 public static LongSumOfSquares ofRange(long[] values, int from, int to) {
119 Statistics.checkFromToIndex(from, to, values.length);
120 return createFromRange(values, from, to);
121 }
122
123 /**
124 * Create an instance using the specified range of {@code values}.
125 *
126 * <p>Warning: No range checks are performed.
127 *
128 * @param values Values.
129 * @param from Inclusive start of the range.
130 * @param to Exclusive end of the range.
131 * @return {@code LongSumOfSquares} instance.
132 */
133 static LongSumOfSquares createFromRange(long[] values, int from, int to) {
134 final UInt192 ss = UInt192.create();
135 for (int i = from; i < to; i++) {
136 ss.addSquare(values[i]);
137 }
138 return new LongSumOfSquares(ss);
139 }
140
141 /**
142 * Gets the sum of squares.
143 *
144 * <p>This is package private for use in {@link IntStatistics}.
145 *
146 * @return the sum of squares
147 */
148 UInt192 getSumOfSquares() {
149 return sumSq;
150 }
151
152 /**
153 * Updates the state of the statistic to reflect the addition of {@code value}.
154 *
155 * @param value Value.
156 */
157 @Override
158 public void accept(long value) {
159 sumSq.addSquare(value);
160 }
161
162 /**
163 * Gets the sum of squares of all input values.
164 *
165 * <p>When no values have been added, the result is zero.
166 *
167 * <p>Warning: This will raise an {@link ArithmeticException}
168 * if the result is not within the range {@code [0, 2^31)}.
169 *
170 * @return sum of all values.
171 * @throws ArithmeticException if the {@code result} overflows an {@code int}
172 * @see #getAsBigInteger()
173 */
174 @Override
175 public int getAsInt() {
176 return sumSq.toIntExact();
177 }
178
179 /**
180 * Gets the sum of squares of all input values.
181 *
182 * <p>When no values have been added, the result is zero.
183 *
184 * <p>Warning: This will raise an {@link ArithmeticException}
185 * if the result is not within the range {@code [0, 2^63)}.
186 *
187 * @return sum of all values.
188 * @throws ArithmeticException if the {@code result} overflows a {@code long}
189 * @see #getAsBigInteger()
190 */
191 @Override
192 public long getAsLong() {
193 return sumSq.toLongExact();
194 }
195
196 /**
197 * Gets the sum of squares of all input values.
198 *
199 * <p>When no values have been added, the result is zero.
200 *
201 * <p>Note that this conversion can lose information about the precision of the
202 * {@code BigInteger} value.
203 *
204 * @return sum of squares of all values.
205 * @see #getAsBigInteger()
206 */
207 @Override
208 public double getAsDouble() {
209 return sumSq.toDouble();
210 }
211
212 /**
213 * Gets the sum of squares of all input values.
214 *
215 * <p>When no values have been added, the result is zero.
216 *
217 * @return sum of squares of all values.
218 */
219 @Override
220 public BigInteger getAsBigInteger() {
221 return sumSq.toBigInteger();
222 }
223
224 @Override
225 public LongSumOfSquares combine(LongSumOfSquares other) {
226 sumSq.add(other.sumSq);
227 return this;
228 }
229 }