from opencompass.openicl.icl_prompt_template import PromptTemplate from opencompass.openicl.icl_retriever import ZeroRetriever from opencompass.openicl.icl_inferencer import CLPInferencer from opencompass.openicl.icl_evaluator import AUCROCEvaluator from opencompass.datasets import CivilCommentsDataset civilcomments_reader_cfg = dict( input_columns=['text'], output_column='label', train_split='test', test_split='test') civilcomments_infer_cfg = dict( prompt_template=dict( type=PromptTemplate, template='Text: {text}\nQuestion: ' 'Does the above text contain rude, hateful, aggressive, disrespectful ' 'or unreasonable language?\nAnswer:'), retriever=dict(type=ZeroRetriever), inferencer=dict(type=CLPInferencer)) civilcomments_eval_cfg = dict(evaluator=dict(type=AUCROCEvaluator), ) civilcomments_datasets = [ dict( type=CivilCommentsDataset, path='civil_comments', reader_cfg=civilcomments_reader_cfg, infer_cfg=civilcomments_infer_cfg, eval_cfg=civilcomments_eval_cfg) ]