from opencompass.openicl.icl_prompt_template import PromptTemplate from opencompass.openicl.icl_retriever import ZeroRetriever from opencompass.openicl.icl_inferencer import GenInferencer from opencompass.openicl.icl_evaluator import AccEvaluator from opencompass.datasets import BoolQDatasetV2 from opencompass.utils.text_postprocessors import ( first_option_postprocess, ) QUERY_TEMPLATE = """ Answer the following question. The last line of your response should be of the following format: 'ANSWER: $LETTER' (without quotes) where LETTER is one of AB. Think step by step before answering. Passage: {passage} Question: {question} A. Yes B. NO """.strip() BoolQ_reader_cfg = dict( input_columns=['question', 'passage'], output_column='label', ) BoolQ_infer_cfg = dict( prompt_template=dict( type=PromptTemplate, template=dict( round=[ dict(role='HUMAN', prompt=QUERY_TEMPLATE), ] ), ), retriever=dict(type=ZeroRetriever), inferencer=dict(type=GenInferencer), ) BoolQ_eval_cfg = dict( evaluator=dict(type=AccEvaluator), pred_role='BOT', pred_postprocessor=dict(type=first_option_postprocess, options='AB'), ) BoolQ_datasets = [ dict( abbr='BoolQ', type=BoolQDatasetV2, path='opencompass/boolq', reader_cfg=BoolQ_reader_cfg, infer_cfg=BoolQ_infer_cfg, eval_cfg=BoolQ_eval_cfg, ) ]