-
Notifications
You must be signed in to change notification settings - Fork 3
/
preprocess_novel_data.py
57 lines (50 loc) · 2.24 KB
/
preprocess_novel_data.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
import json
import glob
import os
os.makedirs('./data/novel/preprocess', exist_ok=True)
os.makedirs('./data/novel/preprocessed_id/train_dev_test_text', exist_ok=True)
# 清洗数据
# symbol = ["。", "”", ":", "…", "?", "!", ")", "—", ".", "?", ",", "\"", ";", ".", ":", "", "、", "“", "’", "!", "】",
# ")", ",", ";", "》"]
# file = glob.glob("./data/novel/preprocess/*.txt")
# for i in file:
# with open(i, 'r', encoding='utf-8-sig') as f:
# text = f.readlines()
# # print(text)
# a = {i + 1: j.replace('\n', '')[-1] for i, j in enumerate(text) if
# j.replace('\n', '') != '' and j.replace('\n', '')[-1] not in symbol}
# print(i, '\n', a)
# 预处理为列表文本,preprocess格式为[["段落"], ["段落"], ["段落"]]
preprocess = []
files = glob.glob("./data/novel/preprocess/*.txt")
for file in files:
sub_text = ""
with open(file, 'r', encoding='utf-8-sig') as f:
text = f.readlines()
for i in text:
if i != '\n':
sub_text += i
elif sub_text != "":
preprocess.append(sub_text) # 将每个段落添加到列表里
sub_text = ""
preprocess.append(sub_text) # 将每个段落添加到列表里
preprocess = [[i.replace('\n', '')] for i in preprocess] # 去掉换行符
# print(preprocess)
print(len(preprocess))
# ---------------------------------train-dev-test---------------------------------------
# 输出为["段落"]\n["段落"]\n["段落"]
with open('./data/novel/preprocessed_id/train_dev_test_text/train.json', 'w', encoding='utf-8') as f:
for i in preprocess[0:-10]: # train
preprocess_text = i
a = json.dumps(preprocess_text, ensure_ascii=False)
f.write(a + '\n')
with open('./data/novel/preprocessed_id/train_dev_test_text/dev.json', 'w', encoding='utf-8') as f:
for i in preprocess[-10:-5]: # dev
preprocess_text = i
a = json.dumps(preprocess_text, ensure_ascii=False)
f.write(a + '\n')
with open('./data/novel/preprocessed_id/train_dev_test_text/test.json', 'w', encoding='utf-8') as f:
for i in preprocess[-5:]: # test
preprocess_text = i
a = json.dumps(preprocess_text, ensure_ascii=False)
f.write(a + '\n')