OpenCompass/configs/datasets/hellaswag/hellaswag_10shot_ppl_59c85e.py

46 lines
1.6 KiB
Python
Raw Normal View History

2024-03-04 14:42:36 +08:00
from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import FixKRetriever
from opencompass.openicl.icl_inferencer import PPLInferencer
2024-05-21 14:22:46 +08:00
from opencompass.openicl.icl_evaluator import AccwithDetailsEvaluator
2024-03-04 14:42:36 +08:00
from opencompass.datasets import hellaswagDatasetwithICE
from opencompass.utils.text_postprocessors import first_capital_postprocess
hellaswag_reader_cfg = dict(
2024-05-14 15:35:58 +08:00
input_columns=['ctx', 'A', 'B', 'C', 'D'],
output_column='label',
train_split='train',
test_split='val',
2024-03-04 14:42:36 +08:00
)
2024-05-14 15:35:58 +08:00
hint = 'Continue the following text without adding any additional information or formatting:'
question_and_options = '{ctx}\nA) {A}\nB) {B}\nC) {C}\nD) {D}\nWhat is the right option?'
2024-03-04 14:42:36 +08:00
hellaswag_infer_cfg = dict(
ice_template=dict(
type=PromptTemplate,
2024-05-14 15:35:58 +08:00
template={answer: f'{question_and_options}\n{answer}\n' for answer in ['A', 'B', 'C', 'D']},
2024-03-04 14:42:36 +08:00
),
prompt_template=dict(
type=PromptTemplate,
2024-05-14 15:35:58 +08:00
template={answer: f'{hint}\n</E>{question_and_options}\n{answer}' for answer in ['A', 'B', 'C', 'D']},
ice_token='</E>',
2024-03-04 14:42:36 +08:00
),
retriever=dict(type=FixKRetriever, fix_id_list=list(range(10))),
inferencer=dict(type=PPLInferencer),
)
hellaswag_eval_cfg = dict(
2024-05-21 14:22:46 +08:00
evaluator=dict(type=AccwithDetailsEvaluator),
2024-03-04 14:42:36 +08:00
pred_postprocessor=dict(type=first_capital_postprocess),
)
hellaswag_datasets = [
dict(
2024-05-14 15:35:58 +08:00
abbr='hellaswag',
2024-03-04 14:42:36 +08:00
type=hellaswagDatasetwithICE,
2024-05-14 15:35:58 +08:00
path='./data/hellaswag/',
2024-03-04 14:42:36 +08:00
reader_cfg=hellaswag_reader_cfg,
infer_cfg=hellaswag_infer_cfg,
eval_cfg=hellaswag_eval_cfg,
)
]