10. Regular Expression Matching-动态规划/递归回溯

正则表达式匹配实现
本文介绍了一种正则表达式匹配的实现方法,支持‘.’和‘*’两种特殊字符,并提供了递归和动态规划两种解决方案。通过具体示例说明了如何进行完整的字符串匹配。

mplement regular expression matching with support for '.' and '*'.

'.' Matches any single character.
'*' Matches zero or more of the preceding element.

The matching should cover the entire input string (not partial).

The function prototype should be:
bool isMatch(const char *s, const char *p)

Some examples:
isMatch("aa","a") → false
isMatch("aa","aa") → true
isMatch("aaa","aa") → false
isMatch("aa", "a*") → true
isMatch("aa", ".*") → true
isMatch("ab", ".*") → true
isMatch("aab", "c*a*b") → true
discuss中非常nice的代码:
递归、动态规划:
//递归
class Solution {
public:
    bool isMatch(string s, string p) {
        if (p.empty())    return s.empty();
        
        if ('*' == p[1])
            // x* matches empty string or at least one character: x* -> xx*
            // *s is to ensure s is non-empty
            return (isMatch(s, p.substr(2)) || !s.empty() && (s[0] == p[0] || '.' == p[0]) && isMatch(s.substr(1), p));
        else
            return !s.empty() && (s[0] == p[0] || '.' == p[0]) && isMatch(s.substr(1), p.substr(1));
    }
};
//动态规划
class Solution {
public:
    bool isMatch(string s, string p) {
        /**
         * f[i][j]: if s[0..i-1] matches p[0..j-1]
         * if p[j - 1] != '*'
         *      f[i][j] = f[i - 1][j - 1] && s[i - 1] == p[j - 1]
         * if p[j - 1] == '*', denote p[j - 2] with x
         *      f[i][j] is true iff any of the following is true
         *      1) "x*" repeats 0 time and matches empty: f[i][j - 2]
         *      2) "x*" repeats >= 1 times and matches "x*x": s[i - 1] == x && f[i - 1][j]
         * '.' matches any single character
         */
        int m = s.size(), n = p.size();
        vector<vector<bool>> f(m + 1, vector<bool>(n + 1, false));
        
        f[0][0] = true;
        for (int i = 1; i <= m; i++)
            f[i][0] = false;
        //p[0.., j - 3, j - 2, j - 1] matches empty iff p[j - 1] is '*' and p[0..j - 3] matches empty
        for (int j = 1; j <= n; j++)
            f[0][j] = j > 1 && '*' == p[j - 1] && f[0][j - 2];
        
        for (int i = 1; i <= m; i++)
            for (int j = 1; j <= n; j++)
                if (p[j - 1] != '*')
                    f[i][j] = f[i - 1][j - 1] && (s[i - 1] == p[j - 1] || '.' == p[j - 1]);
                else
                    //p[0] cannot be '*' so no need to check "j > 1" here
                    f[i][j] = f[i][j - 2] || (s[i - 1] == p[j - 2] || '.' == p[j - 2]) && f[i - 1][j];
        
        return f[m][n];
    }
};
/* * Secret Labs' Regular Expression Engine * * regular expression matching engine * * partial history: * 1999-10-24 fl created (based on existing template matcher code) * 2000-03-06 fl first alpha, sort of * 2000-08-01 fl fixes for 1.6b1 * 2000-08-07 fl use PyOS_CheckStack() if available * 2000-09-20 fl added expand method * 2001-03-20 fl lots of fixes for 2.1b2 * 2001-04-15 fl export copyright as Python attribute, not global * 2001-04-28 fl added __copy__ methods (work in progress) * 2001-05-14 fl fixes for 1.5.2 compatibility * 2001-07-01 fl added BIGCHARSET support (from Martin von Loewis) * 2001-10-18 fl fixed group reset issue (from Matthew Mueller) * 2001-10-20 fl added split primitive; re-enable unicode for 1.6/2.0/2.1 * 2001-10-21 fl added sub/subn primitive * 2001-10-24 fl added finditer primitive (for 2.2 only) * 2001-12-07 fl fixed memory leak in sub/subn (Guido van Rossum) * 2002-11-09 fl fixed empty sub/subn return type * 2003-04-18 mvl fully support 4-byte codes * 2003-10-17 gn implemented non recursive scheme * 2013-02-04 mrab added fullmatch primitive * * Copyright (c) 1997-2001 by Secret Labs AB. All rights reserved. * * This version of the SRE library can be redistributed under CNRI's * Python 1.6 license. For any other use, please contact Secret Labs * AB (info@pythonware.com). * * Portions of this engine have been developed in cooperation with * CNRI. Hewlett-Packard provided funding for 1.6 integration and * other compatibility work. */ static const char copyright[] = " SRE 2.2.2 Copyright (c) 1997-2002 by Secret Labs AB "; #include "Python.h" #include "pycore_critical_section.h" // Py_BEGIN_CRITICAL_SECTION #include "pycore_dict.h" // _PyDict_Next() #include "pycore_long.h" // _PyLong_GetZero() #include "pycore_moduleobject.h" // _PyModule_GetState() #include "pycore_unicodeobject.h" // _PyUnicode_Copy #include "pycore_weakref.h"
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09-27
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