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[SIG] add GLUE_CoLA dataset (#406)
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* [Dataset] add GLUE_CoLA dataset

* [update] use HFDataset to load glue/cola dataset

* update

---------

Co-authored-by: gaotongxiao <[email protected]>
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KevinNuNu and gaotongxiao authored Sep 27, 2023
1 parent 0125466 commit d8354fe
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4 changes: 4 additions & 0 deletions configs/datasets/GLUE_CoLA/GULE_CoLA_ppl.py
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from mmengine.config import read_base

with read_base():
from .GULE_CoLA_ppl_77d0df import CoLA_datasets # noqa: F401, F403
50 changes: 50 additions & 0 deletions configs/datasets/GLUE_CoLA/GULE_CoLA_ppl_77d0df.py
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from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import FixKRetriever
from opencompass.openicl.icl_inferencer import PPLInferencer
from opencompass.openicl.icl_evaluator import AccEvaluator
from opencompass.datasets import HFDataset


_hint = "The following are text classification questions. \n" \
"Please determine whether the following sentence is linguistically acceptable: " \
"0 means unacceptable, 1 means acceptable.\n"

CoLA_infer_cfg = dict(
ice_template=dict(
type=PromptTemplate,
template="Sentence: {sentence}\nResult: {label}",
),
prompt_template=dict(
type=PromptTemplate,
template={
answer:
f"{_hint}</E>Sentence: {{sentence}}\nResult: {answer}"
for answer in [0, 1]
},
ice_token='</E>',
),
retriever=dict(type=FixKRetriever),
inferencer=dict(type=PPLInferencer, fix_id_list=[17, 18, 19, 20, 21]))

CoLA_eval_cfg = dict(evaluator=dict(type=AccEvaluator), )

CoLA_datasets = []
for _split in ["validation"]:

CoLA_reader_cfg = dict(
input_columns=['sentence'],
output_column='label',
test_split=_split
)

CoLA_datasets.append(
dict(
abbr=f'CoLA-{_split}',
type=HFDataset,
path='glue',
name='cola',
reader_cfg=CoLA_reader_cfg,
infer_cfg=CoLA_infer_cfg,
eval_cfg=CoLA_eval_cfg
)
)

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