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import json
from tqdm import tqdm
import os
import argparse
label2desc={'true':'是','false':'不是'}
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)
target = data['target']
text=list(data['text'])
if target['span2_index']<target['span1_index']:
text.insert(target['span2_index'],'_')
text.insert(target['span2_index']+len(target['span2_text'])+1,'_')
text.insert(target['span1_index']+2,'[')
text.insert(target['span1_index']+2+len(target['span1_text'])+1,']')
else:
text.insert(target['span1_index'],'[')
text.insert(target['span1_index']+len(target['span1_text'])+1,']')
text.insert(target['span2_index']+2,'_')
text.insert(target['span2_index']+2+len(target['span2_text'])+1,'_')
texta = ''.join(text)
textb = ''
span2_text=target['span2_text']
span1_text=target['span1_text']
question = ''
choice = []
for k,v in label2desc.items():
choice .append(f'{span2_text}{v}{span1_text}')
# print(choice)
answer = label2desc[data['label']] if 'label' in data.keys() else ''
answer = f'{span2_text}{answer}{span1_text}'
label = choice.index(answer) if 'label' 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})
for i in range(5):
print(result[i])
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')
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) |