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)