logger.debug("using words %s" % words)
if not words:
raise ValueError("cannot select a word from an empty list")
vectors = vstack(self.syn0norm[self.vocab[word].index] for word in words).astype(REAL)
mean = matutils.unitvec(vectors.mean(axis=0)).astype(REAL)
dists = dot(vectors, mean)
return sorted(zip(dists, words))[0][1]
After Change
logger.warning("vectors for words %s are not present in the model, ignoring these words", ignored_words)
if not used_words:
raise ValueError("cannot select a word from an empty list")
vectors = vstack(self.word_vec(word, use_norm=True) for word in used_words).astype(REAL)
mean = matutils.unitvec(vectors.mean(axis=0)).astype(REAL)
dists = dot(vectors, mean)
return sorted(zip(dists, used_words))[0][1]
