import asyncio import inspect import logging from lightrag import QueryParam from Util.LightRagUtil import configure_logging, print_stream, initialize_pg_rag # 详细地控制日志输出 logger = logging.getLogger('lightrag') logger.setLevel(logging.INFO) handler = logging.StreamHandler() handler.setFormatter(logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')) logger.addHandler(handler) WORKING_DIR = f"../dsWorking" logging.basicConfig(format="%(levelname)s:%(message)s", level=logging.INFO) async def main(): try: rag = await initialize_pg_rag(WORKING_DIR=WORKING_DIR, workspace='Math') resp = await rag.aquery( # "苏轼的家人都有谁?", #"苏轼与美食", "小学数学该怎么学习", param=QueryParam(mode="hybrid", stream=True), ) if inspect.isasyncgen(resp): await print_stream(resp) else: print(resp) except Exception as e: print(f"An error occurred: {e}") finally: if rag: await rag.finalize_storages() if __name__ == "__main__": configure_logging() asyncio.run(main())