race_gen_9302a5.py 1.4 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 RaceDataset
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from opencompass.utils.text_postprocessors import first_capital_postprocess
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race_reader_cfg = dict(
    input_columns=['article', 'question', 'A', 'B', 'C', 'D'],
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    output_column='answer',
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    train_split='validation',
    test_split='test'
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)
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race_infer_cfg = dict(
    prompt_template=dict(
        type=PromptTemplate,
        template=
        'Read the article, and answer the question by replying A, B, C or D.\n\n{article}\n\nQ: {question}\n\nA. {A}\nB. {B}\nC. {C}\nD. {D}'),
    retriever=dict(type=ZeroRetriever),
    inferencer=dict(type=GenInferencer))

race_eval_cfg = dict(
    evaluator=dict(type=AccEvaluator),
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    pred_postprocessor=dict(type=first_capital_postprocess))
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race_datasets = [
    dict(
        abbr='race-middle',
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        type=RaceDataset,
        path='./data/race',
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        name='middle',
        reader_cfg=race_reader_cfg,
        infer_cfg=race_infer_cfg,
        eval_cfg=race_eval_cfg),
    dict(
        abbr='race-high',
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        type=RaceDataset,
        path='./data/race',
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        name='high',
        reader_cfg=race_reader_cfg,
        infer_cfg=race_infer_cfg,
        eval_cfg=race_eval_cfg)
]