Standardise Shape constructor validations.
Standardise the constructor assertions to functions. Ensure Shape catches NaN probability in the constructor. Previously NaN would result in a NaN computation for the number of bits. When cast to int it would be zero. This change improves the error message in the exception. Clean-up javadocs. Ensure Shape is final. If not final then the rest of the Bloom filter API cannot assume that a Shape is valid as it may be extended and the computations changed.
This commit is contained in:
parent
cb88c4ed01
commit
0964d5bf19
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@ -43,30 +43,30 @@ import java.util.Objects;
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* [Wikipedia]</a>
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* [Wikipedia]</a>
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* @since 4.5
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* @since 4.5
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*/
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*/
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public class Shape {
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public final class Shape {
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/**
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/**
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* The natural logarithm of 2. Used in several calculations. approx 0.693147180
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* The natural logarithm of 2. Used in several calculations. Approximately 0.693147180.
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*/
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*/
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private static final double LOG_OF_2 = Math.log(2.0);
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private static final double LOG_OF_2 = Math.log(2.0);
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/**
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/**
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* 1 / 2^log(2) approx -0.090619058. Used in calculating the number of bits.
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* 1 / 2^log(2). Used in calculating the number of bits. Approximately -0.090619058.
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*/
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*/
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private static final double DENOMINATOR = Math.log(1.0 / (Math.pow(2.0, LOG_OF_2)));
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private static final double DENOMINATOR = Math.log(1.0 / Math.pow(2.0, LOG_OF_2));
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/**
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/**
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* number of items in the filter. (AKA: {@code n})
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* Number of items in the filter. AKA: {@code n}.
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*/
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*/
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private final int numberOfItems;
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private final int numberOfItems;
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/**
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/**
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* number of bits in the filter. (AKA: {@code m})
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* Number of bits in the filter. AKA: {@code m}.
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*/
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*/
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private final int numberOfBits;
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private final int numberOfBits;
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/**
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/**
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* number of hash functions. (AKA: {@code k})
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* Number of hash functions. AKA: {@code k}.
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*/
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*/
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private final int numberOfHashFunctions;
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private final int numberOfHashFunctions;
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@ -81,34 +81,36 @@ public class Shape {
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private final HashFunctionIdentity hashFunctionIdentity;
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private final HashFunctionIdentity hashFunctionIdentity;
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/**
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/**
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* Constructs a filter configuration with the specified number of items and
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* Constructs a filter configuration with a desired false-positive probability ({@code p}) and the
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* probability.
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* specified number of bits ({@code m}) and hash functions ({@code k}).
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*
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*
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* @param hashFunctionIdentity The HashFunctionIdentity of the hash function this shape uses.
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* <p>The number of items ({@code n}) to be stored in the filter is computed.
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* @param probability The probability of duplicates. Must be in the range
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* <pre>n = ceil(m / (-k / log(1 - exp(log(p) / k))))</pre>
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* (0.0,1.0).
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*
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* @param numberOfBits The number of bits in the filter.
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* <p>The actual probability will be approximately equal to the
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* @param numberOfHashFunctions The number of hash functions in the filter.
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* desired probability but will be dependent upon the calculated Bloom filter capacity
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* (number of items). An exception is raised if this is greater than or equal to 1 (i.e. the
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* shape is invalid for use as a Bloom filter).
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*
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* @param hashFunctionIdentity The identity of the hash function this shape uses
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* @param probability The desired false-positive probability in the range {@code (0, 1)}
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* @param numberOfBits The number of bits in the filter
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* @param numberOfHashFunctions The number of hash functions in the filter
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* @throws NullPointerException if the hash function identity is null
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* @throws IllegalArgumentException if the desired probability is not in the range {@code (0, 1)}
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* @throws IllegalArgumentException if the number of bits is not above 8
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* @throws IllegalArgumentException if the number of hash functions is not strictly positive
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* @throws IllegalArgumentException if the calculated probability is not below 1
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* @see #getProbability()
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*/
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*/
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final double probability, final int numberOfBits,
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final double probability, final int numberOfBits,
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final int numberOfHashFunctions) {
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final int numberOfHashFunctions) {
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Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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this.hashFunctionIdentity = Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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if (probability <= 0.0) {
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checkProbability(probability);
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throw new IllegalArgumentException("Probability must be greater than 0.0");
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this.numberOfBits = checkNumberOfBits(numberOfBits);
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}
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this.numberOfHashFunctions = checkNumberOfHashFunctions(numberOfHashFunctions);
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if (probability >= 1.0) {
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throw new IllegalArgumentException("Probability must be less than 1.0");
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}
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if (numberOfBits < 8) {
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throw new IllegalArgumentException("Number of bits must be greater than or equal to 8");
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}
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if (numberOfHashFunctions < 1) {
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throw new IllegalArgumentException("Number of hash functions must be greater than or equal to 8");
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}
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this.hashFunctionIdentity = hashFunctionIdentity;
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this.numberOfBits = numberOfBits;
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this.numberOfHashFunctions = numberOfHashFunctions;
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// Number of items (n):
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// n = ceil(m / (-k / log(1 - exp(log(p) / k))))
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// n = ceil(m / (-k / log(1 - exp(log(p) / k))))
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final double n = Math.ceil(numberOfBits /
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final double n = Math.ceil(numberOfBits /
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(-numberOfHashFunctions / Math.log(1 - Math.exp(Math.log(probability) / numberOfHashFunctions))));
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(-numberOfHashFunctions / Math.log(1 - Math.exp(Math.log(probability) / numberOfHashFunctions))));
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@ -124,103 +126,188 @@ public class Shape {
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// similarly we can not produce a number greater than numberOfBits so we
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// similarly we can not produce a number greater than numberOfBits so we
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// do not have to check for Integer.MAX_VALUE either.
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// do not have to check for Integer.MAX_VALUE either.
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this.numberOfItems = (int) n;
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this.numberOfItems = (int) n;
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this.hashCode = generateHashCode();
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// check that probability is within range
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// check that probability is within range
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getProbability();
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checkCalculatedProbability(getProbability());
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this.hashCode = generateHashCode();
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}
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}
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/**
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/**
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* Constructs a filter configuration with the specified number of items and
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* Constructs a filter configuration with the specified number of items ({@code n}) and
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* probability. <p> The actual probability will be approximately equal to the
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* desired false-positive probability ({@code p}).
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* desired probability but will be dependent upon the calculated bloom filter size
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* and function count. </p>
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*
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*
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* @param hashFunctionIdentity The HashFunctionIdentity of the hash function this shape uses.
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* <p>The number of bits ({@code m}) for the filter is computed.
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* @param numberOfItems Number of items to be placed in the filter.
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* <pre>m = ceil(n * log(p) / log(1 / 2^log(2)))</pre>
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* @param probability The desired probability of duplicates. Must be in the range
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*
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* (0.0,1.0).
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* <p>The optimal number of hash functions ({@code k}) is computed.
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* <pre>k = round((m / n) * log(2))</pre>
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*
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* <p>The actual probability will be approximately equal to the
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* desired probability but will be dependent upon the calculated number of bits and hash
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* functions. An exception is raised if this is greater than or equal to 1 (i.e. the
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* shape is invalid for use as a Bloom filter).
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*
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* @param hashFunctionIdentity The identity of the hash function this shape uses
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* @param numberOfItems Number of items to be placed in the filter
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* @param probability The desired false-positive probability in the range {@code (0, 1)}
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* @throws NullPointerException if the hash function identity is null
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* @throws IllegalArgumentException if the number of items is not strictly positive
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* @throws IllegalArgumentException if the desired probability is not in the range {@code (0, 1)}
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* @throws IllegalArgumentException if the calculated probability is not below 1
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* @see #getProbability()
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*/
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*/
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final double probability) {
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final double probability) {
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Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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this.hashFunctionIdentity = Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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if (numberOfItems < 1) {
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this.numberOfItems = checkNumberOfItems(numberOfItems);
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throw new IllegalArgumentException("Number of Items must be greater than 0");
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checkProbability(probability);
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}
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if (probability <= 0.0) {
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// Number of bits (m)
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throw new IllegalArgumentException("Probability must be greater than 0.0");
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}
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if (probability >= 1.0) {
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throw new IllegalArgumentException("Probability must be less than 1.0");
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}
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this.hashFunctionIdentity = hashFunctionIdentity;
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this.numberOfItems = numberOfItems;
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/*
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* number of bits is called "m" in most mathematical statement describing
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* bloom filters so we use it here.
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*/
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final double m = Math.ceil(numberOfItems * Math.log(probability) / DENOMINATOR);
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final double m = Math.ceil(numberOfItems * Math.log(probability) / DENOMINATOR);
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if (m > Integer.MAX_VALUE) {
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if (m > Integer.MAX_VALUE) {
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throw new IllegalArgumentException("Resulting filter has more than " + Integer.MAX_VALUE + " bits");
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throw new IllegalArgumentException("Resulting filter has more than " + Integer.MAX_VALUE + " bits: " + m);
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}
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}
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this.numberOfBits = (int) m;
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this.numberOfBits = (int) m;
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this.numberOfHashFunctions = calculateNumberOfHashFunctions(numberOfItems, numberOfBits);
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this.numberOfHashFunctions = calculateNumberOfHashFunctions(numberOfItems, numberOfBits);
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this.hashCode = generateHashCode();
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// check that probability is within range
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// check that probability is within range
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getProbability();
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checkCalculatedProbability(getProbability());
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this.hashCode = generateHashCode();
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}
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}
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/**
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/**
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* Constructs a filter configuration with the specified number of items and
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* Constructs a filter configuration with the specified number of items ({@code n}) and
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* probability.
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* bits ({@code m}).
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*
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*
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* @param hashFunctionIdentity The HashFunctionIdentity of the hash function this shape uses.
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* <p>The optimal number of hash functions ({@code k}) is computed.
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* @param numberOfItems Number of items to be placed in the filter.
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* <pre>k = round((m / n) * log(2))</pre>
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* @param numberOfBits The number of bits in the filter.
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*
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* <p>The false-positive probability is computed using the number of items, bits and hash
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* functions. An exception is raised if this is greater than or equal to 1 (i.e. the
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* shape is invalid for use as a Bloom filter).
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*
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* @param hashFunctionIdentity The identity of the hash function this shape uses
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* @param numberOfItems Number of items to be placed in the filter
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* @param numberOfBits The number of bits in the filter
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* @throws NullPointerException if the hash function identity is null
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* @throws IllegalArgumentException if the number of items is not strictly positive
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* @throws IllegalArgumentException if the number of bits is not above 8
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* @throws IllegalArgumentException if the calculated number of hash function is below 1
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* @throws IllegalArgumentException if the calculated probability is not below 1
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* @see #getProbability()
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*/
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*/
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final int numberOfBits) {
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final int numberOfBits) {
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Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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this.hashFunctionIdentity = Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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if (numberOfItems < 1) {
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this.numberOfItems = checkNumberOfItems(numberOfItems);
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throw new IllegalArgumentException("Number of Items must be greater than 0");
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this.numberOfBits = checkNumberOfBits(numberOfBits);
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}
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if (numberOfBits < 8) {
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throw new IllegalArgumentException("Number of Bits must be greater than or equal to 8");
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}
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this.hashFunctionIdentity = hashFunctionIdentity;
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this.numberOfItems = numberOfItems;
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this.numberOfBits = numberOfBits;
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this.numberOfHashFunctions = calculateNumberOfHashFunctions(numberOfItems, numberOfBits);
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this.numberOfHashFunctions = calculateNumberOfHashFunctions(numberOfItems, numberOfBits);
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this.hashCode = generateHashCode();
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// check that probability is within range
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// check that probability is within range
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getProbability();
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checkCalculatedProbability(getProbability());
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this.hashCode = generateHashCode();
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}
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}
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/**
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/**
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* Constructs a filter configuration with the specified number of items and
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* Constructs a filter configuration with the specified number of items, bits
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* probability.
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* and hash functions.
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*
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*
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* @param hashFunctionIdentity The HashFunctionIdentity of the hash function this shape uses.
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* <p>The false-positive probability is computed using the number of items, bits and hash
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* @param numberOfItems Number of items to be placed in the filter.
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* functions. An exception is raised if this is greater than or equal to 1 (i.e. the
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* shape is invalid for use as a Bloom filter).
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*
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* @param hashFunctionIdentity The identity of the hash function this shape uses
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* @param numberOfItems Number of items to be placed in the filter
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* @param numberOfBits The number of bits in the filter.
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* @param numberOfBits The number of bits in the filter.
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* @param numberOfHashFunctions The number of hash functions in the filter.
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* @param numberOfHashFunctions The number of hash functions in the filter
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* @throws NullPointerException if the hash function identity is null
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* @throws IllegalArgumentException if the number of items is not strictly positive
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* @throws IllegalArgumentException if the number of bits is not above 8
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* @throws IllegalArgumentException if the number of hash functions is not strictly positive
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* @throws IllegalArgumentException if the calculated probability is not below 1
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* @see #getProbability()
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*/
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*/
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final int numberOfBits,
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public Shape(final HashFunctionIdentity hashFunctionIdentity, final int numberOfItems, final int numberOfBits,
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final int numberOfHashFunctions) {
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final int numberOfHashFunctions) {
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Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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this.hashFunctionIdentity = Objects.requireNonNull(hashFunctionIdentity, "hashFunctionIdentity");
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if (numberOfItems < 1) {
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this.numberOfItems = checkNumberOfItems(numberOfItems);
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throw new IllegalArgumentException("Number of Items must be greater than 0");
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this.numberOfBits = checkNumberOfBits(numberOfBits);
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}
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this.numberOfHashFunctions = checkNumberOfHashFunctions(numberOfHashFunctions);
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if (numberOfBits < 8) {
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throw new IllegalArgumentException("Number of Bits must be greater than or equal to 8");
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}
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if (numberOfHashFunctions < 1) {
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throw new IllegalArgumentException("Number of Hash Functions must be greater than or equal to 8");
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}
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this.hashFunctionIdentity = hashFunctionIdentity;
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this.numberOfItems = numberOfItems;
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this.numberOfBits = numberOfBits;
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this.numberOfHashFunctions = numberOfHashFunctions;
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this.hashCode = generateHashCode();
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// check that probability is within range
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// check that probability is within range
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getProbability();
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checkCalculatedProbability(getProbability());
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this.hashCode = generateHashCode();
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}
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/**
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* Check number of items is strictly positive.
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*
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* @param numberOfItems the number of items
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* @return the number of items
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* @throws IllegalArgumentException if the number of items is not strictly positive
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*/
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private static int checkNumberOfItems(final int numberOfItems) {
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if (numberOfItems < 1) {
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throw new IllegalArgumentException("Number of items must be greater than 0: " + numberOfItems);
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}
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return numberOfItems;
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}
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/**
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* Check number of bits is above 8.
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*
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* @param numberOfBits the number of bits
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* @return the number of bits
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* @throws IllegalArgumentException if the number of bits is not above 8
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*/
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private static int checkNumberOfBits(final int numberOfBits) {
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if (numberOfBits < 8) {
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throw new IllegalArgumentException("Number of bits must be greater than or equal to 8: " + numberOfBits);
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}
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return numberOfBits;
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}
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/**
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* Check number of hash functions is strictly positive
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*
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* @param numberOfHashFunctions the number of hash functions
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* @return the number of hash functions
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* @throws IllegalArgumentException if the number of hash functions is not strictly positive
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*/
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private static int checkNumberOfHashFunctions(final int numberOfHashFunctions) {
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if (numberOfHashFunctions < 1) {
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throw new IllegalArgumentException("Number of hash functions must be greater than 0: " + numberOfHashFunctions);
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}
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return numberOfHashFunctions;
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}
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/**
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* Check the probability is in the range 0.0, exclusive, to 1.0, exclusive.
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*
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* @param probability the probability
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* @throws IllegalArgumentException if the probability is not in the range {@code (0, 1)}
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*/
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private static void checkProbability(final double probability) {
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// Using the negation of within the desired range will catch NaN
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if (!(probability > 0.0 && probability < 1.0)) {
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throw new IllegalArgumentException("Probability must be greater than 0 and less than 1: " + probability);
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}
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}
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/**
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* Check the calculated probability is below 1.0.
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*
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* <p>This function is used to verify that the dynamically calculated probability for the
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* Shape is in the valid range 0 to 1 exclusive. This need only be performed once upon
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* construction.
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*
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* @param probability the probability
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* @throws IllegalArgumentException if the calculated probability is not below 1
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*/
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private static void checkCalculatedProbability(final double probability) {
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// We do not need to check for p < = since we only allow positive values for
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// parameters and the closest we can come to exp(-kn/m) == 1 is
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// exp(-1/Integer.MAX_INT) approx 0.9999999995343387 so Math.pow( x, y ) will
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// always be 0<x<1 and y>0
|
||||||
|
if (probability >= 1.0) {
|
||||||
|
throw new IllegalArgumentException(
|
||||||
|
String.format("Calculated probability is greater than or equal to 1: " + probability));
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
|
@ -230,23 +317,20 @@ public class Shape {
|
||||||
* @param numberOfItems the number of items in the filter.
|
* @param numberOfItems the number of items in the filter.
|
||||||
* @param numberOfBits the number of bits in the filter.
|
* @param numberOfBits the number of bits in the filter.
|
||||||
* @return the optimal number of hash functions.
|
* @return the optimal number of hash functions.
|
||||||
|
* @throws IllegalArgumentException if the calculated number of hash function is below 1
|
||||||
*/
|
*/
|
||||||
private static int calculateNumberOfHashFunctions(final int numberOfItems, final int numberOfBits) {
|
private static int calculateNumberOfHashFunctions(final int numberOfItems, final int numberOfBits) {
|
||||||
/*
|
// k = round((m / n) * log(2)) We change order so that we use real math rather
|
||||||
* k = round((m / n) * log(2)) We change order so that we use real math rather
|
// than integer math.
|
||||||
* than integer math.
|
|
||||||
*/
|
|
||||||
final long k = Math.round(LOG_OF_2 * numberOfBits / numberOfItems);
|
final long k = Math.round(LOG_OF_2 * numberOfBits / numberOfItems);
|
||||||
if (k < 1) {
|
if (k < 1) {
|
||||||
throw new IllegalArgumentException(
|
throw new IllegalArgumentException(
|
||||||
String.format("Filter to small: Calculated number of hash functions (%s) was less than 1", k));
|
String.format("Filter too small: Calculated number of hash functions (%s) was less than 1", k));
|
||||||
}
|
}
|
||||||
/*
|
// Normally we would check that numberofHashFunctions <= Integer.MAX_VALUE but
|
||||||
* normally we would check that numberofHashFunctions <= Integer.MAX_VALUE but
|
// since numberOfBits is at most Integer.MAX_VALUE the numerator of
|
||||||
* since numberOfBits is at most Integer.MAX_VALUE the numerator of
|
// numberofHashFunctions is log(2) * Integer.MAX_VALUE = 646456992.9449 the
|
||||||
* numberofHashFunctions is log(2) * Integer.MAX_VALUE = 646456992.9449 the
|
// value of k can not be above Integer.MAX_VALUE.
|
||||||
* value of k can not be above Integer.MAX_VALUE.
|
|
||||||
*/
|
|
||||||
return (int) k;
|
return (int) k;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
@ -255,8 +339,8 @@ public class Shape {
|
||||||
if (o instanceof Shape) {
|
if (o instanceof Shape) {
|
||||||
final Shape other = (Shape) o;
|
final Shape other = (Shape) o;
|
||||||
return
|
return
|
||||||
other.getNumberOfBits() == getNumberOfBits() &&
|
getNumberOfBits() == other.getNumberOfBits() &&
|
||||||
other.getNumberOfHashFunctions() == getNumberOfHashFunctions() &&
|
getNumberOfHashFunctions() == other.getNumberOfHashFunctions() &&
|
||||||
HashFunctionValidator.areEqual(getHashFunctionIdentity(),
|
HashFunctionValidator.areEqual(getHashFunctionIdentity(),
|
||||||
other.getHashFunctionIdentity());
|
other.getHashFunctionIdentity());
|
||||||
}
|
}
|
||||||
|
@ -276,7 +360,7 @@ public class Shape {
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Gets the number of bits in the Bloom filter. AKA: {@code m}
|
* Gets the number of bits in the Bloom filter. AKA: {@code m}.
|
||||||
*
|
*
|
||||||
* @return the number of bits in the Bloom filter.
|
* @return the number of bits in the Bloom filter.
|
||||||
*/
|
*/
|
||||||
|
@ -294,7 +378,7 @@ public class Shape {
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Gets the number of hash functions used to construct the filter. AKA: {@code k}
|
* Gets the number of hash functions used to construct the filter. AKA: {@code k}.
|
||||||
*
|
*
|
||||||
* @return the number of hash functions used to construct the filter.
|
* @return the number of hash functions used to construct the filter.
|
||||||
*/
|
*/
|
||||||
|
@ -303,7 +387,7 @@ public class Shape {
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Gets the number of items that are expected in the filter. AKA: {@code n}
|
* Gets the number of items that are expected in the filter. AKA: {@code n}.
|
||||||
*
|
*
|
||||||
* @return the number of items.
|
* @return the number of items.
|
||||||
*/
|
*/
|
||||||
|
@ -312,27 +396,18 @@ public class Shape {
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Calculates the probability of false positives (AKA: {@code p} given
|
* Calculates the probability of false positives ({@code p}) given
|
||||||
* numberOfItems, numberofBits and numberOfHashFunctions. This is a method so that
|
* numberOfItems ({@code n}), numberOfBits ({@code m}) and numberOfHashFunctions ({@code k}).
|
||||||
* the calculation is consistent across all constructors.
|
* <pre>p = (1 - exp(-kn/m))^k</pre>
|
||||||
|
*
|
||||||
|
* <p>This is the probability that a Bloom filter will return true for the presence of an item
|
||||||
|
* when it does not contain the item.
|
||||||
*
|
*
|
||||||
* @return the probability of collision.
|
* @return the probability of collision.
|
||||||
*/
|
*/
|
||||||
public final double getProbability() {
|
public double getProbability() {
|
||||||
// (1 - exp(-kn/m))^k
|
return Math.pow(1.0 - Math.exp(-1.0 * numberOfHashFunctions * numberOfItems / numberOfBits),
|
||||||
final double p = Math.pow(1.0 - Math.exp(-1.0 * numberOfHashFunctions * numberOfItems / numberOfBits),
|
|
||||||
numberOfHashFunctions);
|
numberOfHashFunctions);
|
||||||
/*
|
|
||||||
* We do not need to check for p < = since we only allow positive values for
|
|
||||||
* parameters and the closest we can come to exp(-kn/m) == 1 is
|
|
||||||
* exp(-1/Integer.MAX_INT) approx 0.9999999995343387 so Math.pow( x, y ) will
|
|
||||||
* always be 0<x<1 and y>0
|
|
||||||
*/
|
|
||||||
if (p >= 1.0) {
|
|
||||||
throw new IllegalArgumentException(
|
|
||||||
String.format("Calculated probability (%s) is greater than or equal to 1.0", p));
|
|
||||||
}
|
|
||||||
return p;
|
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
|
|
|
@ -227,6 +227,12 @@ public class ShapeTest {
|
||||||
} catch (final IllegalArgumentException expected) {
|
} catch (final IllegalArgumentException expected) {
|
||||||
// do nothing.
|
// do nothing.
|
||||||
}
|
}
|
||||||
|
try {
|
||||||
|
new Shape(testFunction, 10, Double.NaN);
|
||||||
|
fail("Should have thrown IllegalArgumentException");
|
||||||
|
} catch (final IllegalArgumentException expected) {
|
||||||
|
// do nothing.
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
|
|
Loading…
Reference in New Issue