├── README.md ├── nncws.py ├── nncws_train.py ├── nncws_weights.npy └── word2id.json /README.md: -------------------------------------------------------------------------------- 1 | # NNCWS 2 | Neutral Network based Chinese Segment System 3 | 4 | http://spaces.ac.cn/archives/4114/ 5 | 6 | 轻便的深度学习分词系统：NNCWS v0.1 7 | -------------------------------------------------------------------------------- /nncws.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import json 3 | from collections import defaultdict 4 | 5 | class NNCWS: 6 | 7 | def __init__(self): 8 | self.nb_gram = 7 9 | self.nncws_weights = np.load('nncws_weights.npy') 10 | self.word2id = json.load(open('word2id.json')) 11 | self.word2id = defaultdict(lambda: len(self.word2id)+1, self.word2id) 12 | self.trans_proba = {'ss':1, 'sb':1, 'bm':1, 'be':1, 'mm':1, 'me':1, 'es':1, 'eb':1} 13 | self.trans_proba = {i:np.log(j) for i,j in self.trans_proba.iteritems()} 14 | 15 | def core_predict(self, text): 16 | text_vectors = np.array([[self.nncws_weights[0][j] for j in i] for i in text]) 17 | flatten = text_vectors.reshape((text_vectors.shape[0], text_vectors.shape[1]*text_vectors.shape[2])) 18 | dense = np.dot(flatten, self.nncws_weights[1]) + self.nncws_weights[2] 19 | relu = (dense > 0)*dense 20 | dense = np.dot(relu, self.nncws_weights[3]) 21 | softmax = np.exp(dense) 22 | softmax_sum = softmax.sum(axis=1) 23 | softmax_sum = np.repeat(softmax_sum, 4).reshape((softmax_sum.shape[0], 4)) 24 | softmax = softmax/softmax_sum 25 | return softmax 26 | 27 | def viterbi(self, nodes): 28 | paths = nodes[0] 29 | for l in range(1, len(nodes)): 30 | paths_ = paths.copy() 31 | paths = {} 32 | for i in nodes[l]: 33 | nows = {} 34 | for j in paths_: 35 | if j[-1]+i in self.trans_proba: 36 | nows[j+i] = paths_[j] + nodes[l][i] + self.trans_proba[j[-1]+i] 37 | k = np.argmax(nows.values()) 38 | paths[nows.keys()[k]] = nows.values()[k] 39 | return paths.keys()[np.argmax(paths.values())] 40 | 41 | def cut_words(self, s): 42 | if s: 43 | text_ids = [self.word2id[i] for i in s] 44 | text_ids = [0]*((self.nb_gram-1)/2) + text_ids + [0]*((self.nb_gram-1)/2) 45 | text = [text_ids[i:i+self.nb_gram] for i in range(len(text_ids) + 1 - self.nb_gram)] 46 | text = np.array(text) 47 | result = self.core_predict(text) 48 | nodes = [dict(zip(('s', 'b', 'm', 'e'), np.log(i))) for i in result] 49 | tags = self.viterbi(nodes) 50 | words = [] 51 | for i in range(len(s)): 52 | if tags[i] in ['s', 'b']: 53 | words.append(s[i]) 54 | else: 55 | words[-1] += s[i] 56 | return words 57 | else: 58 | return [] 59 | -------------------------------------------------------------------------------- /nncws_train.py: -------------------------------------------------------------------------------- 1 | import glob 2 | import re 3 | from tqdm import tqdm 4 | from collections import Counter, defaultdict 5 | import numpy as np 6 | import json 7 | 8 | txt_names = glob.glob('./*/*.txt') 9 | 10 | pure_texts = [] 11 | pure_tags = [] 12 | for name in tqdm(iter(txt_names)): 13 | txt = open(name).read().decode('utf-8', 'ignore').strip('\n') 14 | for text in txt.split('\n'): 15 | pure_texts.append(u'') 16 | pure_tags.append(u'') 17 | last_start = 0 18 | for i in re.finditer('/[a-z1-9]+ *', text): 19 | s = text[last_start:i.start()] 20 | pure_texts[-1] += s 21 | if len(s) > 1: 22 | pure_tags[-1] += 'b' + 'm'*(len(s)-2) + 'e' 23 | elif len(s) == 1: 24 | pure_tags[-1] += 's' 25 | last_start = i.end() 26 | 27 | min_count = 2 28 | word_count = Counter(''.join(pure_texts)) 29 | samples_per_epoch = sum(word_count.values()) 30 | word_count = Counter({i:j for i,j in word_count.iteritems() if j >= min_count}) 31 | word2id = defaultdict(lambda: len(word_count)+1) 32 | id_here = 0 33 | for i in word_count.most_common(): 34 | id_here += 1 35 | word2id[i[0]] = id_here 36 | 37 | json.dump(word2id, open('word2id.json', 'w')) 38 | tag2id = {'s':0, 'b':1, 'm':2, 'e':3} 39 | nb_word = len(word2id) + 2 40 | nb_gram = 7 #n-grams模型的n，需要是奇数 41 | word_size = 64 42 | 43 | 44 | from keras.layers import Input, Embedding, Flatten, Dense 45 | from keras.models import Model 46 | from keras.utils import np_utils 47 | 48 | def data_generator(batch_size): 49 | while True: 50 | x = [] 51 | y = [] 52 | for i in range(len(pure_texts)): 53 | text_ids = [word2id[j] for j in pure_texts[i]] 54 | tag_ids = [tag2id[j] for j in pure_tags[i]] 55 | text_ids = [0]*((nb_gram-1)/2) + text_ids + [0]*((nb_gram-1)/2) 56 | for j in range(len(tag_ids)): 57 | x.append(text_ids[j: j+nb_gram]) 58 | y.append([tag_ids[j]]) 59 | if len(x) == batch_size: 60 | yield np.array(x), np_utils.to_categorical(y, 4) 61 | x = [] 62 | y = [] 63 | if x: 64 | yield np.array(x), np_utils.to_categorical(y, 4) 65 | 66 | 67 | ngram = Input(shape=(nb_gram,), dtype='int32') 68 | embedded = Embedding(nb_word, word_size)(ngram) 69 | embedded = Flatten()(embedded) 70 | dense = Dense(64, activation='relu')(embedded) 71 | dense = Dense(4, activation='softmax')(dense) 72 | 73 | model = Model(input=ngram, output=dense) 74 | model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy']) 75 | model.summary() 76 | 77 | batch_size = 4096 78 | nb_epoch = 30 79 | model.fit_generator(data_generator(batch_size), samples_per_epoch=samples_per_epoch, nb_epoch=nb_epoch) 80 | np.save('nncws_weights', model.get_weights()) 81 | -------------------------------------------------------------------------------- /nncws_weights.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bojone/NNCWS/ebdd36fd0e7909a9e49ea0861f5faa6279af4d14/nncws_weights.npy -------------------------------------------------------------------------------- /word2id.json: -------------------------------------------------------------------------------- 1 | {"\u8000": 2142, "\u6d89": 731, "\u8c08": 803, "\u4f0a": 1158, "\u4e9f": 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