Created
January 2, 2017 13:02
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马尔科夫链生成乱数假文
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| import random | |
| class Markov(object): | |
| def __init__(self, open_file): | |
| self.cache = {} | |
| self.open_file = open_file | |
| self.words = self.file_to_words() | |
| self.word_size = len(self.words) | |
| self.database() | |
| def file_to_words(self): | |
| self.open_file.seek(0) | |
| data = self.open_file.read() | |
| words = data.split() | |
| return words | |
| def triples(self): | |
| """ Generates triples from the given data string. So if our string were | |
| "What a lovely day", we'd generate (What, a, lovely) and then | |
| (a, lovely, day). | |
| """ | |
| if len(self.words) < 3: | |
| return | |
| for i in range(len(self.words) - 2): | |
| yield (self.words[i], self.words[i+1], self.words[i+2]) | |
| def database(self): | |
| for w1, w2, w3 in self.triples(): | |
| key = (w1, w2) | |
| if key in self.cache: | |
| self.cache[key].append(w3) | |
| else: | |
| self.cache[key] = [w3] | |
| def generate_markov_text(self, size=25): | |
| seed = random.randint(0, self.word_size-3) | |
| seed_word, next_word = self.words[seed], self.words[seed+1] | |
| w1, w2 = seed_word, next_word | |
| gen_words = [] | |
| for i in xrange(size): | |
| gen_words.append(w1) | |
| w1, w2 = w2, random.choice(self.cache[(w1, w2)]) | |
| gen_words.append(w2) | |
| return ' '.join(gen_words) | |
| # In [1]: file_ = open('/home/shabda/jeeves.txt') | |
| # | |
| # In [2]: import markovgen | |
| # | |
| # In [3]: markov = markovgen.Markov(file_) | |
| # | |
| # In [4]: markov.generate_markov_text() | |
| # Out[4]: 'Can you put a few years of your twin-brother Alfred, | |
| # who was apt to rally round a bit. I should strongly advocate | |
| # the blue with milk' |
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