corpus_vect_gensim = gensim.matutils.Sparse2Corpus(corpus_vect,
    documents_columns=False)
vocabulary_gensim = {}
for key, val in list(vect.vocabulary_.items()):
    pass
Using scikit-learn vectorizers and vocabularies with gensim