This commit is contained in:
krahets
2023-08-30 15:28:46 +08:00
parent ca49da47f0
commit 5f4a7728b2
9 changed files with 877 additions and 58 deletions
@@ -199,13 +199,73 @@ $$
=== "JS"
```javascript title="edit_distance.js"
[class]{}-[func]{editDistanceDP}
/* 编辑距离:动态规划 */
function editDistanceDP(s, t) {
const n = s.length,
m = t.length;
const dp = Array.from({ length: n + 1 }, () => new Array(m + 1).fill(0));
// 状态转移:首行首列
for (let i = 1; i <= n; i++) {
dp[i][0] = i;
}
for (let j = 1; j <= m; j++) {
dp[0][j] = j;
}
// 状态转移:其余行列
for (let i = 1; i <= n; i++) {
for (let j = 1; j <= m; j++) {
if (s.charAt(i - 1) === t.charAt(j - 1)) {
// 若两字符相等,则直接跳过此两字符
dp[i][j] = dp[i - 1][j - 1];
} else {
// 最少编辑步数 = 插入、删除、替换这三种操作的最少编辑步数 + 1
dp[i][j] =
Math.min(
Math.min(dp[i][j - 1], dp[i - 1][j]),
dp[i - 1][j - 1]
) + 1;
}
}
}
return dp[n][m];
}
```
=== "TS"
```typescript title="edit_distance.ts"
[class]{}-[func]{editDistanceDP}
/* 编辑距离:动态规划 */
function editDistanceDP(s: string, t: string): number {
const n = s.length,
m = t.length;
const dp = Array.from({ length: n + 1 }, () =>
Array.from({ length: m + 1 }, () => 0)
);
// 状态转移:首行首列
for (let i = 1; i <= n; i++) {
dp[i][0] = i;
}
for (let j = 1; j <= m; j++) {
dp[0][j] = j;
}
// 状态转移:其余行列
for (let i = 1; i <= n; i++) {
for (let j = 1; j <= m; j++) {
if (s.charAt(i - 1) === t.charAt(j - 1)) {
// 若两字符相等,则直接跳过此两字符
dp[i][j] = dp[i - 1][j - 1];
} else {
// 最少编辑步数 = 插入、删除、替换这三种操作的最少编辑步数 + 1
dp[i][j] =
Math.min(
Math.min(dp[i][j - 1], dp[i - 1][j]),
dp[i - 1][j - 1]
) + 1;
}
}
}
return dp[n][m];
}
```
=== "C"
@@ -552,13 +612,69 @@ $$
=== "JS"
```javascript title="edit_distance.js"
[class]{}-[func]{editDistanceDPComp}
/* 编辑距离:状态压缩后的动态规划 */
function editDistanceDPComp(s, t) {
const n = s.length,
m = t.length;
const dp = new Array(m + 1).fill(0);
// 状态转移:首行
for (let j = 1; j <= m; j++) {
dp[j] = j;
}
// 状态转移:其余行
for (let i = 1; i <= n; i++) {
// 状态转移:首列
let leftup = dp[0]; // 暂存 dp[i-1, j-1]
dp[0] = i;
// 状态转移:其余列
for (let j = 1; j <= m; j++) {
const temp = dp[j];
if (s.charAt(i - 1) === t.charAt(j - 1)) {
// 若两字符相等,则直接跳过此两字符
dp[j] = leftup;
} else {
// 最少编辑步数 = 插入、删除、替换这三种操作的最少编辑步数 + 1
dp[j] = Math.min(Math.min(dp[j - 1], dp[j]), leftup) + 1;
}
leftup = temp; // 更新为下一轮的 dp[i-1, j-1]
}
}
return dp[m];
}
```
=== "TS"
```typescript title="edit_distance.ts"
[class]{}-[func]{editDistanceDPComp}
/* 编辑距离:状态压缩后的动态规划 */
function editDistanceDPComp(s: string, t: string): number {
const n = s.length,
m = t.length;
const dp = new Array(m + 1).fill(0);
// 状态转移:首行
for (let j = 1; j <= m; j++) {
dp[j] = j;
}
// 状态转移:其余行
for (let i = 1; i <= n; i++) {
// 状态转移:首列
let leftup = dp[0]; // 暂存 dp[i-1, j-1]
dp[0] = i;
// 状态转移:其余列
for (let j = 1; j <= m; j++) {
const temp = dp[j];
if (s.charAt(i - 1) === t.charAt(j - 1)) {
// 若两字符相等,则直接跳过此两字符
dp[j] = leftup;
} else {
// 最少编辑步数 = 插入、删除、替换这三种操作的最少编辑步数 + 1
dp[j] = Math.min(Math.min(dp[j - 1], dp[j]), leftup) + 1;
}
leftup = temp; // 更新为下一轮的 dp[i-1, j-1]
}
}
return dp[m];
}
```
=== "C"