72. Edit Distance

2020/12/03 leetcode 共 1051 字,约 4 分钟

title

problem link

Given two strings word1 and word2, return the minimum number of operations required to convert word1 to word2.

You have the following three operations permitted on a word:

  • Insert a character
  • Delete a character
  • Replace a character

Example 1:

Input: word1 = "horse", word2 = "ros"
Output: 3
Explanation: 
horse -> rorse (replace 'h' with 'r')
rorse -> rose (remove 'r')
rose -> ros (remove 'e')

Example 2:

Input: word1 = "intention", word2 = "execution"
Output: 5
Explanation: 
intention -> inention (remove 't')
inention -> enention (replace 'i' with 'e')
enention -> exention (replace 'n' with 'x')
exention -> exection (replace 'n' with 'c')
exection -> execution (insert 'u')

Constraints:

  • 0 <= word1.length, word2.length <= 500
  • word1 and word2 consist of lowercase English letters.

solution

class Solution:
    def minDistance(self, word1: str, word2: str) -> int:
        n1, n2 = len(word1), len(word2)
        dp = [[0] * (n2 + 1) for _ in range(n1 + 1)]
        for i in range(1, n1 + 1):
            dp[i][0] = i

        for j in range(1, n2 + 1):
            dp[0][j] = j
        for i in range(1, n1 + 1):
            for j in range(1, n2 + 1):
                if word1[i - 1] == word2[j - 1]:
                    dp[i][j] = dp[i - 1][j - 1]
                else:
                    dp[i][j] = min(dp[i-1][j], dp[i][j-1], dp[i-1][j-1]) + 1
        return dp[n1][n2]

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