import?keras

from?.word_embeddings?import?Wordembeddings
from?.glove?import?GloVeembeddings

‘‘‘
????Source:?https://github.com/rgsachin/CoVe
‘‘‘


class?CoVeembeddings（Wordembeddings）:
????COVE_MODEL_KERAS_URL?=?‘https://github.com/rgsachin/CoVe/raw/master/Keras_CoVe.h5‘
????
????def?__init__（self?
?????????????????word_embeddings_dir?
?????????????????handle_oov=True?oov_vector_type=‘random‘?
?????????????????padding=True?pad_vector_type=‘random‘?
?????????????????max_sequence_length=50?tokenizer=None
?????????????????verbose=0）:
????????super（）.__init__（verbose=verbose）
????????
????????if?tokenizer?is?None:
????????????self.tokenizer?=?self._tokenizer_space
????????
????????self.word_embeddings_dir?=?word_embeddings_dir
????????self.handle_oov?=?handle_oov
????????self.oov_vector_type?=?oov_vector_type
????????self.padding?=?padding
????????self.pad_vector_type?=?pad_vector_type
????????self.max_sequence_length?=?max_sequence_length
????????
????def?load_model（self?dest_dir?src=None?trainable=True?verbose=0）:
????????if?src?is?None:
????????????src?=?self.COVE_MODEL_KERAS_URL
????????
????????file_path?=?self.download（
????????????src=src?dest_dir=dest_dir?dest_file=None?uncompress=False）
????
????????self.model?=?keras.models.load_model（file_path）
????????
????????self.word_embs_model?=?GloVeembeddings（
????????????handle_oov=self.handle_oov?oov_vector_type=self.oov_vector_type
????????????padding=self.padding?pad_vector_type=self.pad_vector_type?
????????????max_sequence_length=self.max_sequence_length）
????????self.word_embs_model.load_model（dest_dir=self.word_embeddings_dir?process=False?verbose=verbose）
????????
????def?encode（self?x?tokenize=True）:
????????if?tokenize:
????????????tokens?=?[self.tokenizer（sentence）?for?sentence?in?x]
????????else:
????????????tokens?=?x
????????
????????x_embs?=?self.word_embs_model.encode（tokens）
????????
????????return?self.model.predict（x_embs）
????
????????

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2019-07-30?04:44??nlp-master\
?????文件???????????5??2019-07-30?04:44??nlp-master\.gitignore
?????文件???????15499??2019-07-30?04:44??nlp-master\README.md
?????目錄???????????0??2019-07-30?04:44??nlp-master\aion\
?????目錄???????????0??2019-07-30?04:44??nlp-master\aion\embeddings\
?????文件????????1961??2019-07-30?04:44??nlp-master\aion\embeddings\cove.py
?????文件????????2877??2019-07-30?04:44??nlp-master\aion\embeddings\doc2vec.py
?????文件?????????838??2019-07-30?04:44??nlp-master\aion\embeddings\document_embeddings.py
?????文件????????4723??2019-07-30?04:44??nlp-master\aion\embeddings\elmo.py
?????文件????????3042??2019-07-30?04:44??nlp-master\aion\embeddings\embeddings.py
?????文件????????2797??2019-07-30?04:44??nlp-master\aion\embeddings\glove.py
?????文件????????2746??2019-07-30?04:44??nlp-master\aion\embeddings\infersent.py
?????目錄???????????0??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\
?????文件??????????83??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\.gitignore
?????文件???????19332??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\LICENSE
?????文件????????8103??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\README.md
?????文件????????3175??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\data.py
?????目錄???????????0??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\dataset\
?????文件????????1969??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\dataset\get_data.bash
?????文件????????2192??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\dataset\tokenizer.sed
?????目錄???????????0??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\encoder\
?????文件???????48444??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\encoder\demo.ipynb
?????文件????????2602??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\encoder\extract_features.py
?????文件??????????12??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\encoder\models.py
?????文件??????580976??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\encoder\samples.txt
?????文件???????32989??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\models.py
?????文件????????2517??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\mutils.py
?????文件???????11112??2019-07-30?04:44??nlp-master\aion\embeddings\infersent_lib\train_nli.py
?????文件?????????838??2019-07-30?04:44??nlp-master\aion\embeddings\sentence_embeddings.py
?????文件????????4872??2019-07-30?04:44??nlp-master\aion\embeddings\skip_thoughts.py
?????文件????????1682??2019-07-30?04:44??nlp-master\aion\embeddings\word_embeddings.py
............此處省略39個文件信息