FewCLUE_csl_gen_87f4a8.py 1.51 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 GenInferencer
from opencompass.openicl.icl_evaluator import AccEvaluator
from opencompass.datasets import CslDataset_V2
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from opencompass.utils.text_postprocessors import first_capital_postprocess
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csl_reader_cfg = dict(
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    input_columns=['abst', 'keywords'],
    output_column='label',
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)

csl_infer_cfg = dict(
    prompt_template=dict(
        type=PromptTemplate,
        template=dict(round=[
            dict(
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                role='HUMAN',
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                prompt=
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                '摘要:{abst}\n关键词:{keywords}\n上述关键词出现在学术期刊中是否恰当?\nA. 否\nB. 是\n请从”A“,”B“中进行选择。\n答:'
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            )
        ]),
    ),
    retriever=dict(type=ZeroRetriever),
    inferencer=dict(type=GenInferencer),
)

csl_eval_cfg = dict(
    evaluator=dict(type=AccEvaluator),
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    pred_role='BOT',
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    pred_postprocessor=dict(type=first_capital_postprocess),
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)

csl_datasets = [
    dict(
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        abbr='csl_dev',
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        type=CslDataset_V2,
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        path='./data/FewCLUE/csl/dev_few_all.json',
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        reader_cfg=csl_reader_cfg,
        infer_cfg=csl_infer_cfg,
        eval_cfg=csl_eval_cfg,
    ),
    dict(
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        abbr='csl_test',
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        type=CslDataset_V2,
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        path='./data/FewCLUE/csl/test_public.json',
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        reader_cfg=csl_reader_cfg,
        infer_cfg=csl_infer_cfg,
        eval_cfg=csl_eval_cfg,
    ),
]