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RabinKarp.java
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RabinKarp.java
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/**
* An implementation of the Rabin-Karp algorithm using rolling positional hashing.
*
* @author William Fiset, [email protected]
*/
package com.williamfiset.algorithms.strings;
import java.math.*;
import java.util.*;
public class RabinKarp {
// Our alphabet size is 95 because there are only 95 printable ASCII characters
// which are in the range between [32, 127). We also need to add +1 to our alphabet
// size because we're going to redefine the first ASCII character (the space character)
// to be 1 instead of 0 to avoid collisions where the string ' ' hashes to the
// same value as ' ' since 0*95^0 = 0*95^0 + 0*95^1 + 0*95^2
private static final long ALPHABET_BASE = 95 + 1;
private static final long[] ALPHABET = new long[127];
private static final BigInteger BIG_ALPHA = BigInteger.valueOf(ALPHABET_BASE);
// More primes: 1009, 1013, 1019, 10007, 10009, 10037, 100003, 100019, 100043, 1000003, 1000033,
// 1000037,
// 10000019, 10000079, 10000103, 100000007, 100000009, 100000023, 1000000007, 1000000009,
// 1000000021, 1000000033
private static final long[] MODS = {10_000_019, 10_000_079, 10_000_103};
private static final int N_HASHES = MODS.length;
private static final BigInteger[] BIG_MODS = new BigInteger[N_HASHES];
private static final long[] MOD_INVERSES = new long[N_HASHES];
static {
// Assign a mapping from the printable ASCII characters to the natural numbers
for (int i = 32, n = 1; i < ALPHABET.length; i++, n++) ALPHABET[i] = n;
// Compute modular inverses for chosen mod values
for (int i = 0; i < N_HASHES; i++) {
java.math.BigInteger mod = java.math.BigInteger.valueOf(MODS[i]);
MOD_INVERSES[i] = BIG_ALPHA.modInverse(mod).longValue();
BIG_MODS[i] = mod;
}
}
// Example usage of the Rabin-Karp string matching algorithm
public static void main(String[] args) {
String str = "P@TTerNabcdefP@TTerNP@TTerNabcdefabcdefabcdefabcdefP@TTerN";
String pat = "P@TTerN";
System.out.println(rabinKarp(str, pat)); // [0, 13, 20, 51]
// Pattern is a substring of the text multiple times
str = "ababababa";
pat = "a";
System.out.println(rabinKarp(str, pat)); // [0, 2, 4, 6, 8]
// String is smaller than pattern
str = "123";
pat = "123456";
System.out.println(rabinKarp(str, pat)); // []
// String and pattern are the same
str = "123456";
pat = "123456";
System.out.println(rabinKarp(str, pat)); // [0]
}
// Given a text and a pattern Rabin-Karp finds all occurrences
// of the pattern in the text in O(n+m) time.
public static List<Integer> rabinKarp(String text, String pattern) {
List<Integer> matches = new ArrayList<>();
if (text == null || pattern == null) return matches;
// Find pattern length (PL) and text length (TL)
final int PL = pattern.length(), TL = text.length();
if (PL > TL) return matches;
// Compute the initial hash values
long[] patternHash = computeHash(pattern);
long[] rollingHash = computeHash(text.substring(0, PL));
final BigInteger BIG_PL = BigInteger.valueOf(PL);
final long[] POWERS = new long[N_HASHES];
for (int i = 0; i < N_HASHES; i++)
POWERS[i] = BIG_ALPHA.modPow(BIG_PL, BIG_MODS[i]).longValue();
for (int i = PL - 1; ; ) {
if (Arrays.equals(patternHash, rollingHash)) {
matches.add(i - PL + 1);
}
if (++i == TL) return matches;
char firstValue = text.charAt(i - PL);
char lastValue = text.charAt(i);
// Update rolling hash
for (int j = 0; j < patternHash.length; j++) {
rollingHash[j] = addRight(rollingHash[j], lastValue, j);
rollingHash[j] = removeLeft(rollingHash[j], POWERS[j], firstValue, j);
}
}
}
// This method performs Rabin-Karp backwards by starting at the end and
// doing the rolling hashes in the other direction. This method has no true
// advantage over the other rabinKarp method, it is simply for proof of concept.
public static List<Integer> rabinKarpBackwards(String text, String pattern) {
List<Integer> matches = new ArrayList<>();
if (text == null || pattern == null) return matches;
// Find pattern length (PL) and text length (TL)
final int PL = pattern.length(), TL = text.length();
if (PL > TL) return matches;
long[] patternHash = computeHash(pattern);
long[] rollingHash = computeHash(text.substring(TL - PL, TL));
final BigInteger BIG_PL = BigInteger.valueOf(PL);
final long[] POWERS = new long[N_HASHES];
for (int i = 0; i < N_HASHES; i++)
POWERS[i] = BIG_ALPHA.modPow(BIG_PL, BIG_MODS[i]).longValue();
for (int i = TL - PL; ; ) {
if (Arrays.equals(patternHash, rollingHash)) {
matches.add(i);
}
if (--i < 0) return matches;
char firstValue = text.charAt(i);
char lastValue = text.charAt(i + PL);
// Update rolling hash
for (int j = 0; j < patternHash.length; j++) {
rollingHash[j] = addLeft(rollingHash[j], POWERS[j], firstValue, j);
rollingHash[j] = removeRight(rollingHash[j], lastValue, j);
}
}
}
// This function adds a character to the end of the rolling hash
private static long addRight(long rollingHash, char lastValue, int modIndex) {
rollingHash = (rollingHash * ALPHABET_BASE + ALPHABET[lastValue]) % MODS[modIndex];
return (rollingHash + MODS[modIndex]) % MODS[modIndex];
}
// Given a rolling hash x_n*A^n + x_n-1*A^(n-1) + ... + x_2*A^2 + x_1*A^1 + x_0*A^0
// where x_i is a character value and 'A' is the alphabet size this method removes
// the x_0*A^0 term and divides by A (multiplies by modular inverse)
private static long removeRight(long rollingHash, char lastValue, int modIndex) {
rollingHash =
(((rollingHash - ALPHABET[lastValue]) % MODS[modIndex]) + MODS[modIndex]) % MODS[modIndex];
return (rollingHash * MOD_INVERSES[modIndex]) % MODS[modIndex];
}
// Given a rolling hash x_n*A^n + x_n-1*A^(n-1) + ... + x_2*A^2 + x_1*A^1 + x_0*A^0
// where x_i is a character value and 'A' is the alphabet size this method adds
// an additional term 'x_n+1*A^(n+1)' to the rolling hash.
//
// firstValue - This is x_n+1, the first character of this string
// alphabetBasePower - A^(n+1)
private static long addLeft(
long rollingHash, long alphabetBasePower, char firstValue, int modIndex) {
rollingHash = (ALPHABET[firstValue] * alphabetBasePower + rollingHash) % MODS[modIndex];
return (rollingHash + MODS[modIndex]) % MODS[modIndex];
}
// Given a rolling hash x_n*A^n + x_n-1*A^(n-1) + ... + x_2*A^2 + x_1*A^1 + x_0*A^0
// where x_i is a character value and 'A' is the alphabet size this method removes
// the first term 'x_n*A^n' from the rolling hash.
//
// firstValue - This is x_n, the first character of this string
// alphabetBasePower - A^n
private static long removeLeft(
long rollingHash, long alphabetBasePower, char firstValue, int modIndex) {
rollingHash = (rollingHash - ALPHABET[firstValue] * alphabetBasePower) % MODS[modIndex];
return (rollingHash + MODS[modIndex]) % MODS[modIndex];
}
// Computes the hashes for a particular string
public static long[] computeHash(String str) {
long[] rollingHashes = new long[N_HASHES];
for (int k = 0; k < N_HASHES; k++)
for (int i = 0; i < str.length(); i++)
rollingHashes[k] = addRight(rollingHashes[k], str.charAt(i), k);
return rollingHashes;
}
}