题目:
哦,不!你不小心把一个长篇文章中的空格、标点都删掉了,并且大写也弄成了小写。像句子"I reset the computer. It still didn’t boot!"已经变成了"iresetthecomputeritstilldidntboot"。在处理标点符号和大小写之前,你得先把它断成词语。当然了,你有一本厚厚的词典dictionary,不过,有些词没在词典里。假设文章用sentence表示,设计一个算法,把文章断开,要求未识别的字符最少,返回未识别的字符数。注意:本题相对原题稍作改动,只需返回未识别的字符数示例:输入:dictionary = ["looked","just","like","her","brother"]sentence = "jesslookedjustliketimherbrother"输出: 7解释: 断句后为"jess looked just like tim her brother",共7个未识别字符。来源:力扣(LeetCode)链接:https://leetcode-cn.com/problems/re-space-lcci著作权归领扣网络所有。商业转载请联系官方授权,非商业转载请注明出处。
答案:
时间:
30min
class Solution:def respace(self, dictionary: List[str], sentence: str) -> int:d=set(dictionary)n=len(sentence)dp=[0]*(n+1)for i in range(1,n+1):dp[i]=dp[i-1]+1for j in range(i+1):if sentence[j-1:i] in d:dp[i]= min(dp[j-1],dp[i])return dp[-1]
答案二:
class Solution:def respace(self, dictionary: List[str], sentence: str) -> int:n=len(sentence)d=set(dictionary)@functools.lru_cache(None)def dfs(i):if i==-1:return 0res=dfs(i-1)+1for j in range(i+1):if sentence[j:i+1] in d:res=min(res,dfs(j-1))return resreturn dfs(n-1)
答案三:Trie加速
后缀Trie
from collections import defaultdictfrom functools import reduceTrieNode = lambda: defaultdict(TrieNode)class Trie:def __init__(self):self.trie = TrieNode()def insert(self, word):reduce(dict.__getitem__, word, self.trie)['end'] = Truedef search(self, word):return reduce(lambda d,k: d[k] if k in d else TrieNode(), word, self.trie).get('end', False)def startsWith(self, word):return bool(reduce(lambda d,k: d[k] if k in d else TrieNode(), word, self.trie).keys())class Solution:def respace(self, dictionary: List[str], sentence: str) -> int:n=len(sentence)d=set(dictionary)tree=Trie()for word in d:tree.insert(word[::-1])dp=[0]*(n+1)for i in range(1,n+1):curNode = tree.triedp[i]=dp[i-1]+1for j in range(i,0,-1):c = sentence[j-1]if c not in curNode:breakif "end" in curNode[c]:dp[i]=min(dp[i],dp[j-1])curNode=curNode[c]return dp[-1]
要点:
1. dp 定义
第 i 个字符(从1开始)中没见过的数
遍历的时候,从起点向右与当前点连线,找到即可转移。
下标很乱。
同一个位置,dp的下标要比 sentence的下标 大1
