obqa_gen_9069e4.py 1.84 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 OBQADataset
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from opencompass.utils.text_postprocessors import first_option_postprocess
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_input_columns = [
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    ['question_stem', 'A', 'B', 'C', 'D'],
    ['question_stem', 'A', 'B', 'C', 'D', 'fact1'],
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]
_template = [
    dict(
        round=[
            dict(
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                role='HUMAN',
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                prompt=
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                'Question: {question_stem}\nA. {A}\nB. {B}\nC. {C}\nD. {D}\nAnswer:'
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            ),
        ], ),
    dict(
        round=[
            dict(
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                role='HUMAN',
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                prompt=
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                'Given the fact: {fact1}\nQuestion: {question_stem}\nA. {A}\nB. {B}\nC. {C}\nD. {D}\nAnswer:',
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            ),
        ], ),
]

obqa_datasets = [
    dict(
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        abbr='openbookqa',
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        type=OBQADataset,
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        path='./data/openbookqa/Main/test.jsonl',
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    ),
    dict(
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        abbr='openbookqa_fact',
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        type=OBQADataset,
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        path='./data/openbookqa/Additional/test_complete.jsonl',
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    ),
]

for _i in range(2):
    obqa_reader_cfg = dict(
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        input_columns=_input_columns[_i], output_column='answerKey')
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    obqa_infer_cfg = dict(
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        prompt_template=dict(type=PromptTemplate, template=_template[_i]),
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        retriever=dict(type=ZeroRetriever),
        inferencer=dict(type=GenInferencer),
    )
    obqa_eval_cfg = dict(
        evaluator=dict(type=AccEvaluator),
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        pred_role='BOT',
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        pred_postprocessor=dict(type=first_option_postprocess, options='ABCD'),
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    )

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    obqa_datasets[_i]['reader_cfg'] = obqa_reader_cfg
    obqa_datasets[_i]['infer_cfg'] = obqa_infer_cfg
    obqa_datasets[_i]['eval_cfg'] = obqa_eval_cfg