Datasets:
Tasks:
Text Generation
Modalities:
Text
Sub-tasks:
language-modeling
Languages:
English
Size:
100K - 1M
License:
File size: 9,539 Bytes
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import os
import sys
from pathlib import Path
import datetime
import tarfile
import xml.etree.ElementTree as ET
from tqdm import tqdm
import re
from itertools import chain, islice
import requests
import time
import shutil
import arxiv
import langdetect
from langdetect import detect
from utils import Loader as Loader
from utils import make_archive
def batch_loader(seq, size):
"""
Iterator that takes in a list `seq` and returns
chunks of size `size`
"""
return [seq[pos:pos + size] for pos in range(0, len(seq), size)]
def _delete_files_except_pattern(path, pattern, transform = lambda x: None, verbose=False):
"""
recursively
"""
for f in os.listdir(path):
f_path = os.path.join(path, f)
if verbose:
print(f_path)
if os.path.isfile(f_path):
if not re.search(pattern, f):
os.chmod(f_path, 0o755)
os.remove(f_path)
else:
transform(f_path)
elif os.path.isdir(f_path):
try:
print(f_path)
except UnicodeEncodeError:
new_path = f_path.encode("utf-8", 'replace').decode()
os.system(f"mv \"{f_path}\" \"{new_path}\"")
f_path = new_path
_delete_files_except_pattern(f_path, pattern, transform=transform, verbose=verbose)
def _download_with_progress_bar(url):
response = requests.get(url, stream=True)
total_size_in_bytes = int(response.headers.get("content-length", 0))
block_size = 1024 # 1 Kibibyte
progress_bar = tqdm(total=total_size_in_bytes, unit="iB", unit_scale=True)
to_return = bytearray()
for data in response.iter_content(block_size):
progress_bar.update(len(data))
to_return += data
progress_bar.close()
if total_size_in_bytes != 0 and progress_bar.n != total_size_in_bytes:
raise AssertionError("ERROR, something went wrong")
return to_return
def get_math_ids(resumption_token="init"):
with Loader(f"fetching metadata shard {resumption_token}..."):
if resumption_token=="init":
resp = requests.get("https://export.arxiv.org/oai2?verb=ListIdentifiers&set=math&metadataPrefix=oai_dc")
else:
time.sleep(5)
resp = requests.get(f"https://export.arxiv.org/oai2?verb=ListIdentifiers&resumptionToken={resumption_token}")
root = ET.fromstring(resp.content.decode("utf-8"))
articles = root[2]
math_ids = {}
for article in articles:
if article.tag == "{http://www.openarchives.org/OAI/2.0/}resumptionToken":
if article.text:
return math_ids | get_math_ids(resumption_token=article.text)
else:
return math_ids
db_id = article[0].text
eyed = db_id[db_id.rindex(":")+1:]
math_ids[eyed] = True
def clean_tex_file(path):
with open(path, encoding="utf-8") as f:
try:
src = f.read()
except (UnicodeDecodeError, UnicodeError):
print(f"Decoding error at {path} with utf-8. Trying latin-1")
try:
with open(path, encoding="latin-1") as fle:
src = fle.read()
#print("latin-1 successful\n")
except (UnicodeDecodeError, UnicodeError):
#print(f"Decoding error at {path} with latin-1. Trying utf-16")
try:
with open(path, encoding="utf-16") as fl:
src = fl.read()
#print("utf-16 successful\n")
except (UnicodeDecodeError, UnicodeError):
#print(f"Decoding error at {path} with utf-16. Trying utf-32")
try:
with open(path, encoding="utf-32") as f:
src = f.read()
except (UnicodeDecodeError, UnicodeError):
print(f"Decoding error at {path} with all of utf-8, 16, 32 and latin-1. Deleting this file")
print("This issue should only occur with a handful of quite old files. Continuing...\n")
return
end = re.search(r"\\end\{document\}", src)
if end:
src = src[:end.span()[1]]
bib = re.search(r"\\Refs|\\begin\{thebibliography\}", src)
if bib:
src = src[:bib.span()[0]]
os.chmod(path, 0o755)
with open(path, "w", encoding="utf-8") as f:
f.write(src)
def clean_tex_file_some_more(path):
with open(path) as f:
text = f.read()
text = re.sub(r"(?<!\\)%.*", "", text)
match_obj = re.search(r"\\begin\{document\}", text)
if match_obj:
text = text[match_obj.span()[0]:]
match_obj = re.search(r"\\begin\{references\}", text)
if match_obj:
text = text[:match_obj.span()[0]]
text = text.strip()
os.remove(path)
if len(text)>280:
try:
print(path)
except UnicodeEncodeError:
path = path.encode('utf-8', 'replace').decode()
try:
lang = detect(text)
except langdetect.lang_detect_exception.LangDetectException:
# no linguistic features to analyze, delete
return
if lang=="en":
with open(path, "w") as f:
f.write(text)
else:
print("HIT NONENGLISH ARTICLE")
def process_tarball_old_scheme(tarball_name, save_dir):
tarball_path = os.path.join(save_dir, tarball_name)
os.system("tar -xf " + tarball_path + " -C " + save_dir)
last_ = tarball_name.rfind("_")
second_last_ = tarball_name.rfind("_", 0, last_)
subdir = tarball_name[second_last_+1:last_]
subpath = os.path.join(save_dir, subdir)
zipped_names = os.listdir(subpath)
for zipped_name in zipped_names:
if zipped_name[-len(".gz"):]==".gz":
zipped_path = os.path.join(subpath, zipped_name)
if re.match(r"math", zipped_name):
eyed = zipped_name[:-len(".gz")]
if tarfile.is_tarfile(zipped_path):
article_dir = os.path.join(subpath, eyed)
Path(article_dir).mkdir()
os.system("tar -xzf " + zipped_path + " -C " + article_dir)
os.remove(zipped_path)
else:
os.system("gzip -d " + zipped_path)
unzipped_path = os.path.join(subpath, eyed)
os.rename(unzipped_path, unzipped_path + ".tex")
else:
os.remove(zipped_path)
_delete_files_except_pattern(subpath, r".*\.tex", transform=clean_tex_file)
os.remove(tarball_path)
def process_tarball(tarball_name, save_dir, math_ids):
tarball_path = os.path.join(save_dir, tarball_name)
untar_cmd = "tar -xf " + tarball_path + " -C " + save_dir
os.system(untar_cmd)
last_ = tarball_name.rfind("_")
second_last_ = tarball_name.rfind("_", 0, last_)
subdir = tarball_name[second_last_+1:last_]
subpath = os.path.join(save_dir, subdir)
listdir = os.listdir(subpath)
ids = [x[:-3] for x in listdir if x[-3:]==".gz"]
for eyed in ids:
if eyed in math_ids:
zipped_path = os.path.join(subpath, eyed + ".gz")
if tarfile.is_tarfile(zipped_path):
article_dir = os.path.join(subpath, eyed)
Path(article_dir).mkdir()
os.system("tar -xzf " + zipped_path + " -C " + article_dir)
os.remove(zipped_path)
else:
os.system("gzip -d " + zipped_path)
unzipped_path = os.path.join(subpath, eyed)
os.rename(unzipped_path, unzipped_path + ".tex")
_delete_files_except_pattern(subpath, r".*\.tex", transform=clean_tex_file)
os.remove(tarball_path)
def main():
"""
Warning: this code is *extremely* brittle
"""
math_ids = get_math_ids()
save_dir = "arxiv_1"
Path(save_dir).mkdir(exist_ok=True)
manifest_path = os.path.join(save_dir, "manifest.xml")
os.system(f"s3cmd get s3://arxiv/src/arXiv_src_manifest.xml --requester-pays {manifest_path}")
tree = ET.parse(manifest_path)
root = tree.getroot()
shards_and_dates = []
for child in root:
if child.tag == "file":
shard = child[1].text # the index of filename
yymm = child[9].text # the index of yymm
shards_and_dates.append((shard, yymm))
format_cutoff = datetime.datetime(2007, 3, 1) # arXiv switches from old to new format
for shard, yymm in tqdm(shards_and_dates):
print("SHARD: ", shard)
os.system(f"s3cmd get s3://arxiv/" + shard + \
" --requester-pays " + save_dir)
tarball_name=shard[shard.rindex("/")+1:]
# nb this code will stop working in 2051 ;)
year = int("19" + yymm[:2]) if int(yymm[:2])>50 else int("20"+yymm[:2])
if datetime.datetime(year, int(yymm[2:]), 1)<=format_cutoff:
process_tarball_old_scheme(tarball_name, save_dir)
else:
process_tarball(tarball_name, save_dir, math_ids)
os.remove(manifest_path)
if __name__=="__main__":
#main()
#_delete_files_except_pattern("arxiv_1", r".*\.tex$", transform=clean_tex_file_some_more)
for f in tqdm(os.listdir("arxiv")):
f_path = os.path.join("arxiv", f)
make_archive(f_path)
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