02_tuning.py 文件源码

def create_ngram_model(params=None):
    tfidf_ngrams = TfidfVectorizer(ngram_range=(1, 3),
                                   analyzer="word", binary=False)
    clf = MultinomialNB()
    pipeline = Pipeline([('vect', tfidf_ngrams), ('clf', clf)])

    if params:
        pipeline.set_params(**params)

    return pipeline