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0115-distinct-subsequences.js
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0115-distinct-subsequences.js
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/**
* DP - Top Down
* Matrix - Memoization
* Time O(N * M) | Space (N * M)
* https://leetcode.com/problems/distinct-subsequences/
* @param {string} s
* @param {string} t
* @return {number}
*/
var numDistinct = (s, t, i = 0, j = 0, memo = initMemo(s, t)) => {
const isBaseCase1 = (s.length < t.length);
if (isBaseCase1) return 0;
const isBaseCase2 = (j === t.length);
if (isBaseCase2) return 1;
const isBaseCase3 = (i === s.length);
if (isBaseCase3) return 0;
const hasSeen = (memo[i][j] !== null);
if (hasSeen) return memo[i][j];
return dfs(s, t, i, j, memo);/* Time O(N * M) | Space O((N * M) + HEIGHT) */
}
var initMemo = (s, t) => new Array(s.length).fill()
.map(() => new Array(t.length).fill(null));
var dfs = (s, t, i, j, memo) => {
const left = numDistinct(s, t, (i + 1), j, memo);/* Time O(N * M) | Space O(HEIGHT) */
const isEqual = (s[i] === t[j]);
const right = isEqual
? numDistinct(s, t, (i + 1), (j + 1), memo) /* Time O(N * M) | Space O(HEIGHT) */
: 0;
memo[i][j] = (left + right); /* | Space O(N * M) */
return memo[i][j];
}
/**
* DP - Bottom Up
* Matrix - Tabulation
* Time O(N * M) | Space (N * M)
* https://leetcode.com/problems/distinct-subsequences/
* @param {string} s
* @param {string} t
* @return {number}
*/
var numDistinct = (s, t) => {
const tabu = initTabu(s, t);/* Time O(N * M) | Space O(N * M) */
search(s, t, tabu); /* Time O(N * M) | Space O(N * M) */
return tabu[0][0];
}
var initTabu = (s, t) => {
const tabu = new Array(s.length + 1).fill()/* Time O(N) | Space O(N) */
.map(() => new Array(t.length + 1)); /* Time O(M) | Space O(M) */
tabu[s.length].fill(0); /* | Space O(N * M) */
for (let r = 0; r <= s.length; ++r) { /* Time O(N) */
tabu[r][t.length] = 1; /* | Space O(N * M) */
}
return tabu;
}
var search = (s, t, tabu) => {
for (let r = (s.length - 1); (0 <= r); r--) {/* Time O(N) */
for (let c = (t.length - 1); (0 <= c); c--) {/* Time O(M) */
const left = tabu[r + 1][c];
const isEqual = (s[r] === t[c]);
const right = isEqual
? tabu[r + 1][c + 1]
: 0
tabu[r][c] = left + right; /* Space O(N * M) */
}
}
}
/**
* DP - Bottom Up
* Matrix - Tabulation
* Time O(N * M) | Space O(M)
* https://leetcode.com/problems/distinct-subsequences/
* @param {string} s
* @param {string} t
* @return {number}
*/
var numDistinct = (s, t) => {
const tabu = initTabu(t);/* Time O(M) | Space O(M) */
search(s, t, tabu); /* Time O(N * M) | Space O(M) */
return tabu[0];
}
var initTabu = (t) => new Array(t.length).fill(0);/* Time O(M) | Space O(M) */
var search = (s, t, tabu) => {
for (let row = (s.length - 1); (0 <= row); row--) {/* Time O(N) */
let prev = 1;
for (let col = (t.length - 1); (0 <= col); col--) {/* Time O(M) */
const curr = tabu[col];
const isEqual = (s[row] === t[col]);
if (isEqual) tabu[col] += prev; /* Space O(M) */
prev = curr;
}
}
}