python实现cyk算法

布满荆棘的人生 2022-03-20 03:18 434阅读 0赞

class my_CYK(object):
        def __init__(self, non_ternimal, terminal, rules_prob, start_prob):
            self.non_terminal = non_ternimal
            self.terminal = terminal
            self.rules_prob = rules_prob
            self.start_symbol = start_prob
     
     
        def parse_sentence(self, sentence):
            sents = sentence.split()
            
            best_path = [[{ } for _ in range(len(sents))] for _ in range(len(sents))]
    
            for i in range(len(sents)):
                for x in self.non_terminal:
                    best_path[i][i][x] = { }
                    if (sents[i],) in self.rules_prob[x].keys():
                        best_path[i][i][x]['prob'] = self.rules_prob[x][(sents[i],)]
                        best_path[i][i][x]['path'] = { 'split':None, 'rule': sents[i]}
                    else:
                        best_path[i][i][x]['prob'] = 0
                        best_path[i][i][x]['path'] = { 'split':None, 'rule': None}
    
            for l in range(1, len(sents)):
                for i in range(len(sents)-l):
                    j = i + l
                    for x in self.non_terminal:
                        tmp_best_x = { 'prob':0, 'path':None}
                        for key, value in self.rules_prob[x].items():
                            if key[0] not in self.non_terminal: 
                                break
                            for s in range(i, j):
                                tmp_prob = value * best_path[i][s][key[0]]['prob'] * best_path[s+1][j][key[1]]['prob']
                                if tmp_prob > tmp_best_x['prob']:
                                    tmp_best_x['prob'] = tmp_prob
                                    tmp_best_x['path'] = { 'split': s, 'rule': key}
                        best_path[i][j][x] = tmp_best_x
            self.best_path = best_path
            self._parse_result(0, len(sents)-1, self.start_symbol)
            print("prob = ", self.best_path[0][len(sents)-1][self.start_symbol]['prob'])
     
     
        def _parse_result(self, left_idx, right_idx, root, ind=0):
            node = self.best_path[left_idx][right_idx][root]
            if node['path']['split'] is not None:
                print('\t'*ind, (root, self.rules_prob[root].get(node['path']['rule'])))
                self._parse_result(left_idx, node['path']['split'], node['path']['rule'][0], ind+1)
                self._parse_result(node['path']['split']+1, right_idx, node['path']['rule'][1], ind+1)
            else:
                print('\t'*ind, (root, self.rules_prob[root].get((node['path']['rule'],))), )
                print('--->', node['path']['rule'])
     
     
    def main(sentence):
        non_terminal = { 'S', 'NP', 'VP', 'PP', 'DT', 'Vi', 'Vt', 'NN', 'IN'}
        start_symbol = 'S'
        terminal = { 'sleeps', 'saw', 'boy', 'girl', 'dog', 'telescope', 'the', 'with', 'in'}
        rules_prob = { 'S': { ('NP', 'VP'): 1.0},
                      'VP': { ('Vt', 'NP'): 0.8, ('VP', 'PP'): 0.2},
                      'NP': { ('DT', 'NN'): 0.8, ('NP', 'PP'): 0.2},
                      'PP': { ('IN', 'NP'): 1.0},
                      'Vi': { ('sleeps',): 1.0},
                      'Vt': { ('saw',): 1.0},
                      'NN': { ('boy',): 0.1, ('girl',): 0.1,('telescope',): 0.3,('dog',): 0.5},
                      'DT': { ('the',): 1.0},
                      'IN': { ('with',): 0.6, ('in',): 0.4},
                    }
        cyk = my_CYK(non_terminal, terminal, rules_prob, start_symbol) 
        cyk.parse_sentence(sentence)
     
     
    if __name__ == "__main__":
        main("the boy saw the dog with the telescope")

打印结果如下：  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2x0MzI2MDMwNDM0_size_16_color_FFFFFF_t_70]

[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2x0MzI2MDMwNDM0_size_16_color_FFFFFF_t_70]: /images/20220320/38f90439c7454f39b05fd0fb3aacd16d.png