|
| 1 | +""" |
| 2 | +Regex matching check if a text matches pattern or not. |
| 3 | +Pattern: |
| 4 | + '.' Matches any single character. |
| 5 | + '*' Matches zero or more of the preceding element. |
| 6 | +More info: |
| 7 | + https://medium.com/trick-the-interviwer/regular-expression-matching-9972eb74c03 |
| 8 | +""" |
| 9 | + |
| 10 | + |
| 11 | +def recursive_match(text: str, pattern: str) -> bool: |
| 12 | + """ |
| 13 | + Recursive matching algorithm. |
| 14 | +
|
| 15 | + Time complexity: O(2 ^ (|text| + |pattern|)) |
| 16 | + Space complexity: Recursion depth is O(|text| + |pattern|). |
| 17 | +
|
| 18 | + :param text: Text to match. |
| 19 | + :param pattern: Pattern to match. |
| 20 | + :return: True if text matches pattern, False otherwise. |
| 21 | +
|
| 22 | + >>> recursive_match('abc', 'a.c') |
| 23 | + True |
| 24 | + >>> recursive_match('abc', 'af*.c') |
| 25 | + True |
| 26 | + >>> recursive_match('abc', 'a.c*') |
| 27 | + True |
| 28 | + >>> recursive_match('abc', 'a.c*d') |
| 29 | + False |
| 30 | + >>> recursive_match('aa', '.*') |
| 31 | + True |
| 32 | + """ |
| 33 | + if not pattern: |
| 34 | + return not text |
| 35 | + |
| 36 | + if not text: |
| 37 | + return pattern[-1] == "*" and recursive_match(text, pattern[:-2]) |
| 38 | + |
| 39 | + if text[-1] == pattern[-1] or pattern[-1] == ".": |
| 40 | + return recursive_match(text[:-1], pattern[:-1]) |
| 41 | + |
| 42 | + if pattern[-1] == "*": |
| 43 | + return recursive_match(text[:-1], pattern) or recursive_match( |
| 44 | + text, pattern[:-2] |
| 45 | + ) |
| 46 | + |
| 47 | + return False |
| 48 | + |
| 49 | + |
| 50 | +def dp_match(text: str, pattern: str) -> bool: |
| 51 | + """ |
| 52 | + Dynamic programming matching algorithm. |
| 53 | +
|
| 54 | + Time complexity: O(|text| * |pattern|) |
| 55 | + Space complexity: O(|text| * |pattern|) |
| 56 | +
|
| 57 | + :param text: Text to match. |
| 58 | + :param pattern: Pattern to match. |
| 59 | + :return: True if text matches pattern, False otherwise. |
| 60 | +
|
| 61 | + >>> dp_match('abc', 'a.c') |
| 62 | + True |
| 63 | + >>> dp_match('abc', 'af*.c') |
| 64 | + True |
| 65 | + >>> dp_match('abc', 'a.c*') |
| 66 | + True |
| 67 | + >>> dp_match('abc', 'a.c*d') |
| 68 | + False |
| 69 | + >>> dp_match('aa', '.*') |
| 70 | + True |
| 71 | + """ |
| 72 | + m = len(text) |
| 73 | + n = len(pattern) |
| 74 | + dp = [[False for _ in range(n + 1)] for _ in range(m + 1)] |
| 75 | + dp[0][0] = True |
| 76 | + |
| 77 | + for j in range(1, n + 1): |
| 78 | + dp[0][j] = pattern[j - 1] == "*" and dp[0][j - 2] |
| 79 | + |
| 80 | + for i in range(1, m + 1): |
| 81 | + for j in range(1, n + 1): |
| 82 | + if pattern[j - 1] in {".", text[i - 1]}: |
| 83 | + dp[i][j] = dp[i - 1][j - 1] |
| 84 | + elif pattern[j - 1] == "*": |
| 85 | + dp[i][j] = dp[i][j - 2] |
| 86 | + if pattern[j - 2] in {".", text[i - 1]}: |
| 87 | + dp[i][j] |= dp[i - 1][j] |
| 88 | + else: |
| 89 | + dp[i][j] = False |
| 90 | + |
| 91 | + return dp[m][n] |
| 92 | + |
| 93 | + |
| 94 | +if __name__ == "__main__": |
| 95 | + import doctest |
| 96 | + |
| 97 | + doctest.testmod() |
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