# 预先加载NLTK语料库以避免多线程环境中的竞争条件 import nltk load_flag = False def load_nltk(): global load_flag if not load_flag: nltk.download('punkt') nltk.download('averaged_perceptron_tagger') nltk.download('maxent_ne_chunker') nltk.download('words') load_flag = True