if format == "prepared":

import io

import pickle

content = io.open(fn, 'rb')

u = pickle._Unpickler(content)

u.encoding = 'latin1'

state = u.load()

voc, vec = state

if len(voc) == 2:

words, counts = voc

word_count = dict(zip(words, counts))

vocab = web.embedding.CountedVocabulary(word_count=word_count)

else:

vocab = web.embedding.OrderedVocabulary(voc)

return web.embedding.Embedding(vocabulary=vocab, vectors=vec)

else:

return web.embeddings.load_embedding(fn, format=format, normalize=False,