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Authored by
graykode
2020-10-24 20:05:02 +0900
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Commit
28ef12380c0f5ae960c04aff0301bcd3cdb26850
28ef1238
1 parent
f9e5ae18
(add) git parser
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gitparser.py
gitparser.py
0 → 100644
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28ef123
# Copyright 2020-present Tae Hwan Jung
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import
os
import
json
import
jsonlines
import
argparse
from
tqdm
import
tqdm
from
functools
import
partial
from
collections
import
defaultdict
from
multiprocessing.pool
import
Pool
from
transformers
import
RobertaTokenizer
from
pydriller
import
GitRepository
,
RepositoryMining
def
jobs
(
repo_paths
,
args
):
repo
,
paths
=
repo_paths
repo_path
=
os
.
path
.
join
(
args
.
repos_dir
,
repo
)
if
os
.
path
.
exists
(
repo_path
):
gr
=
GitRepository
(
repo_path
)
for
path
in
paths
:
commits
=
gr
.
get_commits_modified_file
(
path
)
for
commit
in
RepositoryMining
(
repo_path
,
only_commits
=
commits
)
.
traverse_commits
():
message
=
(
commit
.
msg
)
.
split
(
"
\n
"
)[
0
]
added
,
deleted
=
[],
[]
for
mod
in
commit
.
modifications
:
if
mod
.
new_path
==
path
:
for
line
,
code
in
mod
.
diff_parsed
[
"added"
]:
added
+=
args
.
tokenizer
.
tokenize
(
code
)
assert
isinstance
(
added
,
list
)
for
line
,
code
in
mod
.
diff_parsed
[
"deleted"
]:
deleted
+=
args
.
tokenizer
.
tokenize
(
code
)
assert
isinstance
(
deleted
,
list
)
with
jsonlines
.
open
(
args
.
output_file
,
mode
=
"a"
)
as
writer
:
writer
.
write
(
{
"repo"
:
repo
,
"path"
:
path
,
"sha"
:
commit
.
hash
,
"msg"
:
args
.
tokenizer
.
tokenize
(
message
),
"added"
:
added
,
"deleted"
:
deleted
,
}
)
def
main
(
args
):
repos
=
defaultdict
(
list
)
with
open
(
args
.
jsonl_file
,
encoding
=
"utf-8"
)
as
f
:
for
idx
,
line
in
enumerate
(
f
):
line
=
line
.
strip
()
js
=
json
.
loads
(
line
)
repos
[
js
[
"repo"
]]
.
append
(
js
[
"path"
])
os
.
makedirs
(
args
.
output_dir
,
exist_ok
=
True
)
args
.
output_file
=
os
.
path
.
join
(
args
.
output_dir
,
os
.
path
.
basename
(
args
.
jsonl_file
))
func
=
partial
(
jobs
,
args
=
args
)
with
Pool
(
processes
=
args
.
num_workers
)
as
pool
:
with
tqdm
(
total
=
len
(
repos
))
as
pbar
:
for
i
,
_
in
tqdm
(
enumerate
(
pool
.
imap_unordered
(
func
,
repos
.
items
()))):
pbar
.
update
()
if
__name__
==
"__main__"
:
parser
=
argparse
.
ArgumentParser
(
description
=
""
)
parser
.
add_argument
(
"--jsonl_file"
,
type
=
str
,
required
=
True
,
help
=
"jsonl file path."
)
parser
.
add_argument
(
"--repos_dir"
,
type
=
str
,
required
=
True
,
help
=
"directory that all repositories will be downloaded."
,
)
parser
.
add_argument
(
"--output_dir"
,
type
=
str
,
required
=
True
,
help
=
"The output directory where the preprocessed data will be written."
,
)
parser
.
add_argument
(
"--tokenizer_name"
,
type
=
str
,
default
=
"microsoft/codebert-base"
,
help
=
"The name of tokenizer"
,
)
parser
.
add_argument
(
"--num_workers"
,
default
=
4
,
type
=
int
,
help
=
"number of process"
,
)
args
=
parser
.
parse_args
()
args
.
tokenizer
=
RobertaTokenizer
.
from_pretrained
(
args
.
tokenizer_name
)
main
(
args
)
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