def make_smart_meta_click_pattern(attention_vector, embeddings, name=None):
assert attention_vector is not None
if name is None:
import random
name = 's-meta-na-' + str(random.random())
best_id = np.argmax(attention_vector)
confidence = attention_vector[best_id]
best_embedding_v = embeddings[best_id]
meta_pattern = FuzzyPattern(None, _name=name)
meta_pattern.embeddings = np.array([best_embedding_v])
return meta_pattern, confidence, best_id
def create_pattern(self, pattern_name, ppp): _ppp = (ppp[0].lower(), ppp[1].lower(), ppp[2].lower()) fp = FuzzyPattern(_ppp, pattern_name) self.patterns.append(fp) self.patterns_dict[pattern_name] = fp return fp