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siqa_ppl_ced5f6.py 1.45 KB
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from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import ZeroRetriever
from opencompass.openicl.icl_inferencer import PPLInferencer
from opencompass.openicl.icl_evaluator import AccEvaluator
from opencompass.datasets import HFDataset

siqa_reader_cfg = dict(
    input_columns=['context', 'question', 'answerA', 'answerB', 'answerC'],
    output_column='label',
    test_split='validation')

siqa_infer_cfg = dict(
    prompt_template=dict(
        type=PromptTemplate,
        template={
            1:
            dict(round=[
                dict(role='HUMAN', prompt="{context}\nQuestion: {question}\nAnswer:"),
                dict(role='BOT', prompt="{answerA}")
            ]),
            2:
            dict(round=[
                dict(role='HUMAN', prompt="{context}\nQuestion: {question}\nAnswer:"),
                dict(role='BOT', prompt="{answerB}")
            ]),
            3:
            dict(round=[
                dict(role='HUMAN', prompt="{context}\nQuestion: {question}\nAnswer:"),
                dict(role='BOT', prompt="{answerC}")
            ]),
        }),
    retriever=dict(type=ZeroRetriever),
    inferencer=dict(type=PPLInferencer))

siqa_eval_cfg = dict(evaluator=dict(type=AccEvaluator))

siqa_datasets = [
    dict(
        abbr="siqa",
        type=HFDataset,
        path='social_i_qa',
        reader_cfg=siqa_reader_cfg,
        infer_cfg=siqa_infer_cfg,
        eval_cfg=siqa_eval_cfg)
]