OpenCompass/opencompass/datasets/triviaqarc.py
2023-07-05 02:22:40 +00:00

59 lines
1.9 KiB
Python

from datasets import Dataset, DatasetDict
from opencompass.registry import LOAD_DATASET
from .base import BaseDataset
@LOAD_DATASET.register_module()
class TriviaQArcDataset(BaseDataset):
@staticmethod
def load(path: str):
import json
import os
dataset_dict = DatasetDict()
split = 'dev'
dev_list = []
web_dev = os.path.join(path, 'qa', 'verified-web-dev.json')
with open(web_dev, 'r') as f:
web_dev_json = json.load(f)
for x in web_dev_json['Data']:
cand_answers = x['Answer']['Aliases'] + x['Answer']['HumanAnswers']
question = x['Question']
evidence = ''
if x['SearchResults']:
x_path = os.path.join(path, 'evidence', 'web',
x['SearchResults'][0]['Filename'])
with open(x_path, 'r') as f:
evidence = f.read(100000)
dev_list.append({
'answer': cand_answers,
'question': question,
'evidence': evidence,
})
wiki_dev = os.path.join(path, 'qa', 'verified-wikipedia-dev.json')
with open(wiki_dev, 'r') as f:
wiki_dev_json = json.load(f)
for x in wiki_dev_json['Data']:
cand_answers = x['Answer']['Aliases']
question = x['Question']
evidence = ''
if x['EntityPages']:
x_path = os.path.join(path, 'evidence', 'wikipedia',
x['EntityPages'][0]['Filename'])
with open(x_path, 'r') as f:
evidence = f.read(100000)
dev_list.append({
'answer': cand_answers,
'question': question,
'evidence': evidence,
})
dataset_dict[split] = Dataset.from_list(dev_list)
return dataset_dict