def __init__(self,
vector_cache=True,
rerank_model: PathLike = None,
emb_model_path: PathLike = None):
# model and training params
self.embeddings_len = 300
self.activation_1 = 'relu'
self.activation_2 = 'relu'
self.activation_3 = 'sigmoid'
self.loss = 'binary_crossentropy'
self.optimizer = 'rmsprop'
self.epochs_and_batch_size = [(10, 2)]
self.seeds = [3]
self.threshold = 0.5
self.sim_lexicon = TRAIN_LEXICONS / 'RerankSentSimLex.csv'
self.generic_lexicon = GENERIC_OP_LEX
self.vector_cache = vector_cache
self.word_vectors_dict = {}
self.vectors_sim_dict = {}
self.rerank_model_path = rerank_model
self.emb_model_path = emb_model_path
LEXICONS_OUT.mkdir(parents=True, exist_ok=True)
tensorflow.logging.set_verbosity(tensorflow.logging.ERROR)
def _write_candidate_opinion_lex(self):
"""
write generated lexicons to csv files
"""
LEXICONS_OUT.mkdir(parents=True, exist_ok=True)
_write_final_opinion_lex(self.opinion_candidates_list_final,
self.acquired_opinion_terms_path)