-
Notifications
You must be signed in to change notification settings - Fork 16
/
Copy patharchiver.py
60 lines (50 loc) · 2.07 KB
/
archiver.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
58
59
60
import os
import zstandard
import json
import jsonlines
import io
import datetime
def json_serial(obj):
"""JSON serializer for objects not serializable by default json code"""
if isinstance(obj, (datetime.datetime,)):
return obj.isoformat()
raise TypeError ("Type %s not serializable" % type(obj))
# Modified version of lm_dataformat Archive for single file.
class Archive:
def __init__(self, file_path, compression_level=3):
self.file_path = file_path
dir_name = os.path.dirname(file_path)
if dir_name:
os.makedirs(dir_name, exist_ok=True)
self.fh = open(self.file_path, 'wb')
self.cctx = zstandard.ZstdCompressor(level=compression_level)
self.compressor = self.cctx.stream_writer(self.fh)
def add_data(self, data, meta={}):
self.compressor.write(json.dumps({'text': data, 'meta': meta}, default=json_serial).encode('UTF-8') + b'\n')
def commit(self):
self.compressor.flush(zstandard.FLUSH_FRAME)
self.fh.flush()
self.fh.close()
# Modified version of lm_dataformat Reader with self.fh set, allowing peeking for tqdm.
class Reader:
def __init__(self):
pass
def read_jsonl(self, file, get_meta=False, autojoin_paragraphs=True, para_joiner='\n\n'):
with open(file, 'rb') as fh:
self.fh = fh
cctx = zstandard.ZstdDecompressor()
reader = io.BufferedReader(cctx.stream_reader(fh))
rdr = jsonlines.Reader(reader)
for ob in rdr:
# naive jsonl where each object is just the string itself, with no meta. For legacy compatibility.
if isinstance(ob, str):
assert not get_meta
yield ob
continue
text = ob['text']
if autojoin_paragraphs and isinstance(text, list):
text = para_joiner.join(text)
if get_meta:
yield text, (ob['meta'] if 'meta' in ob else {})
else:
yield text