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import json
from datasets import Dataset, load_dataset
from opencompass.registry import LOAD_DATASET
from .base import BaseDataset
@LOAD_DATASET.register_module()
class BoolQDataset(BaseDataset):
@staticmethod
def load(**kwargs):
dataset = load_dataset(**kwargs)
def preprocess(example):
if example['label'] == 'true':
example['answer'] = 1
else:
example['answer'] = 0
return example
dataset = dataset.map(preprocess)
return dataset
@LOAD_DATASET.register_module()
class BoolQDataset_V2(BaseDataset):
@staticmethod
def load(path):
dataset = []
with open(path, 'r') as f:
for line in f:
line = json.loads(line)
line['label'] = {'true': 'A', 'false': 'B'}[line['label']]
dataset.append(line)
return Dataset.from_list(dataset)
@LOAD_DATASET.register_module()
class BoolQDataset_V3(BaseDataset):
@staticmethod
def load(path):
dataset = []
with open(path, 'r') as f:
for line in f:
line = json.loads(line)
line['passage'] = ' -- '.join(
line['passage'].split(' -- ')[1:])
line['question'] = line['question'][0].upper(
) + line['question'][1:]
dataset.append(line)
return Dataset.from_list(dataset)
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