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class Solution {
/*
Rabin-Karp with polynomial rolling hash.
Search a substring of given length
that occurs at least 2 times.
Return start position if the substring exits and -1 otherwise.
*/
public int search(int L, int a, long modulus, int n, int[] nums) {
// compute the hash of string S[:L]
long h = 0;
for(int i = 0; i < L; ++i) h = (h * a + nums[i]) % modulus;

// already seen hashes of strings of length L
HashSet<Long> seen = new HashSet();
seen.add(h);
// const value to be used often : a**L % modulus
long aL = 1;
for (int i = 1; i <= L; ++i) aL = (aL * a) % modulus;

for(int start = 1; start < n - L + 1; ++start) {
// compute rolling hash in O(1) time
h = (h * a - nums[start - 1] * aL % modulus + modulus) % modulus;
h = (h + nums[start + L - 1]) % modulus;
if (seen.contains(h)) return start;
seen.add(h);
}
return -1;
}

public String longestDupSubstring(String S) {
int n = S.length();
// convert string to array of integers
// to implement constant time slice
int[] nums = new int[n];
for(int i = 0; i < n; ++i) nums[i] = (int)S.charAt(i) - (int)'a';
// base value for the rolling hash function
int a = 26;
// modulus value for the rolling hash function to avoid overflow
long modulus = (long)Math.pow(2, 32);

// binary search, L = repeating string length
int left = 1, right = n;
int L;
while (left <= right) {
L = left + (right - left) / 2;
if (search(L, a, modulus, n, nums) != -1) left = L + 1;
else right = L - 1;
}

int start = search(left - 1, a, modulus, n, nums);
return S.substring(start, start + left - 1);
}
}
     
 
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