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import json
from tqdm import tqdm
import argparse
label2desc={"news_story": "故事",
"news_culture": "文化",
"news_entertainment": "娱乐",
"news_sports": "体育",
"news_finance": "财经",
"news_house": "房产",
"news_car": "汽车",
"news_edu": "教育",
"news_tech": "科技",
"news_military": "军事",
"news_travel": "旅游",
"news_world": "国际",
"news_stock": "股票",
"news_agriculture": "农业",
"news_game": "电竞"}
def load_data(file_path,is_training=False):
with open(file_path, 'r', encoding='utf8') as f:
lines = f.readlines()
result=[]
for line in tqdm(lines):
data = json.loads(line)
texta = data['sentence']
textb = ''
question = '下面新闻属于哪一个类别？'
choice = [v for k,v in label2desc.items()]
answer = label2desc[data['label_desc']] if 'label_desc' in data.keys() else ''
label = choice.index(answer) if 'label_desc' in data.keys() else 0
text_id = data['id'] if 'id' in data.keys() else 0
result.append({'texta':texta,
'textb':textb,
'question':question,
'choice':choice,
'answer':answer,
'label':label,
'id':text_id})
print(result[0])
return result
def save_data(data,file_path):
with open(file_path, 'w', encoding='utf8') as f:
for line in data:
json_data=json.dumps(line,ensure_ascii=False)
f.write(json_data+'\n')
import os
if __name__=="__main__":
parser = argparse.ArgumentParser(description="train")
parser.add_argument("--data_path", type=str,default="")
parser.add_argument("--save_path", type=str,default="")
args = parser.parse_args()
data_path = args.data_path
save_path = args.save_path
if not os.path.exists(save_path):
os.makedirs(save_path)
file_list = ['train','dev','test1.0','test1.1']
for file in file_list:
file_path = os.path.join(data_path,file+'.json')
output_path = os.path.join(save_path,file+'.json')
save_data(load_data(file_path),output_path) |