OpenCompass/opencompass/datasets/govrepcrs.py
2023-07-05 03:15:31 +00:00

38 lines
1.5 KiB
Python

from datasets import Dataset, DatasetDict
from opencompass.registry import LOAD_DATASET
from .base import BaseDataset
@LOAD_DATASET.register_module()
class GovRepcrsDataset(BaseDataset):
@staticmethod
def load(path: str):
import json
import os
dataset_dict = DatasetDict()
splits = ['train', 'valid', 'test']
dataset_lists = {x: [] for x in splits}
for split in splits:
split_fp = os.path.join(path, 'gov-report', 'split_ids',
'crs_' + split + '.ids')
with open(split_fp, 'r') as f:
for line in f.readlines():
xpath = os.path.join(path, 'gov-report', 'crs',
line.strip() + '.json')
with open(xpath, 'r') as df:
data = json.load(df)
content = data['title'] + '\n' + '\n'.join(
[(x['section_title'] if x['section_title'] else '')
+ '\n' + '\n'.join(x['paragraphs'])
for x in data['reports']['subsections']])
summary = '\n'.join(data['summary'])
dataset_lists[split].append({
'content': content,
'summary': summary,
})
dataset_dict[split] = Dataset.from_list(dataset_lists[split])
return dataset_dict