Lcs
LeetCode Problem
# https://leetcode.com/problems/longest-common-subsequence/description/
class Solution:
def longestCommonSubsequence(self, text1: str, text2: str) -> int:
# 2d grid of len(text2+1) and (text1+1) with 0
dp = [[0 for j in range(len(text2) + 1)] for i in range(len(text1) + 1)]
# nested loop -> iterate through 2d grid in reverse order
for i in range(len(text1) - 1, -1, -1):
for j in range(len(text2) - 1, -1, -1):
# if the char match
if text1[i] == text2[j]:
# 1 + diag
dp[i][j] = 1 + dp[i + 1][j + 1]
else:
# 2 cases -> Max(go right or go down)
dp[i][j] = max(dp[i][j + 1], dp[i + 1][j])
# matrix is filled at the end -> ans is at dp[0][0] (first number) -> 3
return dp[0][0]
# Time and Space -> O(n * m) where n = len(text1) and m = len(text2) and O(n * m) for 2d matrix