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*EditDistance.java
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181 lines (155 loc) · 4.53 KB
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static class EditDistance {
// finds edit distance between two arrays a and b in O(k^2 * log(max(n, m))),
// where k is the maximum distance you need to check for and n and m
// are the lengths of the two arrays, or -1 if no distance <= k is found;
// assumes you can only make edits on the first array
// the build-back is included and makes edits from right to left;
// use the constructor once to setup the hashing stuff given the max length
long[] base = {999_999_001, 999_999_005}, mod = {999_999_929, 999_999_937};
long[] basei = {975_215_448, 129_828_318};
int max; // max string length
long[][] pow, powi;
EditDistance(int maxLen){
max = maxLen;
pow = new long[2][max + 1];
powi = new long[2][max + 1];
setup();
}
int n, m, k;
int[] a, b;
long[][] preA, preB;
int[][] dp, best;
int getEditDistance(char[] tempA, char[] tempB, int kk) {
// if using only arrays, replace parameters with a and b and remove this
a = new int[tempA.length];
for(int i = 0; i < tempA.length; ++i) a[i] = tempA[i] - 'a' + 1;
b = new int[tempB.length];
for(int i = 0; i < tempB.length; ++i) b[i] = tempB[i] - 'a' + 1;
n = a.length;
m = b.length;
k = kk;
preA = getPre(a);
preB = getPre(b);
// diff = bi - ai
dp = new int[k + 1][k + 1 + k];
for(int[] a : dp) Arrays.fill(a, -1);
best = new int[k + 1][k + 1 + k];
dp[0][idx(0)] = 0;
int outDist = k + 1, outDiff = -1, outInserts = -1, outDeletes = -1;
for(int dist = 0; dist <= k && dist < outDist; ++dist) {
for(int diff = -k; diff <= k; ++diff) {
int ai = dp[dist][idx(diff)];
int bi = ai + diff;
if(ai < 0 || bi < 0) continue;
if(ai < n && bi < m) {
ai = extendAi(ai, bi);
bi = ai + diff;
}
if(ai == n || bi == m) {
int currInserts = m - bi;
int currDeletes = n - ai;
int currDist = dist + currInserts + currDeletes;
if(currDist < outDist) {
outDist = currDist;
outInserts = currInserts;
outDeletes = currDeletes;
outDiff = diff;
}
continue;
}
if(dist == k) continue;
// try inserting
if(diff + 1 <= k && ai > dp[dist + 1][idx(diff + 1)]) {
dp[dist + 1][idx(diff + 1)] = ai;
best[dist + 1][idx(diff + 1)] = 0;
}
// try deleting
if(diff - 1 >= -k && ai + 1 > dp[dist + 1][idx(diff - 1)]) {
dp[dist + 1][idx(diff - 1)] = ai + 1;
best[dist + 1][idx(diff - 1)] = 1;
}
// try substituting
if(ai + 1 > dp[dist + 1][idx(diff)]) {
dp[dist + 1][idx(diff)] = ai + 1;
best[dist + 1][idx(diff)] = 2;
}
}
}
if(outDist > k) {
// the edit distance is more than k
return -1;
}
// if only in need of distance, return outDist here
// do insertions
for(int bi = m - 1; bi >= m - outInserts; --bi) {
// INSERT (n + 1) tempB[bi]
}
// do deletions
for(int ai = n - 1; ai >= n - outDeletes; --ai) {
// DELETE (ai + 1)
}
for(int dist = outDist - (outInserts + outDeletes), diff = outDiff; dist >= 1; --dist) {
int ai = dp[dist][idx(diff)];
int trans = best[dist][idx(diff)];
if(trans == 0) {
--diff;
// INSERT (ai + 1) tempB[ai + diff]
}
else if(trans == 1) {
++diff;
// DELETE (ai - 1 + 1)
}
else {
// REPLACE (ai - 1 + 1) tempB[ai - 1 + diff]
}
}
return outDist;
}
int idx(int diff) {
return k + diff;
}
int extendAi(int ai, int bi) {
int lo = -1, hi = min(n - 1 - ai, m - 1 - bi);
while(lo < hi) {
int g = (lo + hi + 1) / 2;
if(eq(sub(preA, ai, ai + g), sub(preB, bi, bi + g))) lo = g;
else hi = g - 1;
}
return ai + lo + 1;
}
int min(int a, int b) {
return a < b ? a : b;
}
// all hashing stuff
void setupM(int mi) {
pow[mi][0] = powi[mi][0] = 1;
for(int i = 1; i <= max; ++i) {
pow[mi][i] = (pow[mi][i - 1] * base[mi]) % mod[mi];
powi[mi][i] = (powi[mi][i - 1] * basei[mi]) % mod[mi];
}
}
void setup() {
setupM(0);
setupM(1);
}
long[] getPreM(int[] arr, int mi) {
long[] pre = new long[arr.length];
pre[0] = arr[0];
for(int i = 1; i < arr.length; ++i) pre[i] = (pre[i - 1] + arr[i] * pow[mi][i]) % mod[mi];
return pre;
}
long[][] getPre(int[] arr){
return new long[][]{getPreM(arr, 0), getPreM(arr, 1)};
}
long subM(long[][] pre, int l, int r, int mi) {
if(l > r) return 0;
long out = (pre[mi][r] - (l == 0 ? 0 : pre[mi][l - 1]) + mod[mi]) % mod[mi];
return (out * powi[mi][l]) % mod[mi];
}
long[] sub(long[][] pre, int l, int r) {
return new long[]{subM(pre, l, r, 0), subM(pre, l, r, 1)};
}
boolean eq(long[] a, long[] b) {
return a[0] == b[0] && a[1] == b[1];
}
}