import time
import logging
logger = logging.getLogger(__name__)

from reggpt.chains.llmChain import get_general_qa_chain
from reggpt.output_parsers.output_parser import general_qa_chain_output_parser

from reggpt.configs.model import GENERAL_QA_MODEL_TYPE

general_qa_model_type=GENERAL_QA_MODEL_TYPE

general_qa_chain= get_general_qa_chain(general_qa_model_type)

def run_general_qa_chain(query):
    try:
        logger.info(f"run_general_qa_chain : Question: {query}")

        # Get the answer from the chain
        start = time.time()
        res = general_qa_chain.invoke(query)
        end = time.time()

        # log the result
       
        logger.info(f"Answer (took {round(end - start, 2)} s.) \n: {res}")

        return general_qa_chain_output_parser(res)

    except Exception as e:
        logger.exception(e)
        raise e