Datasets:
Tasks:
Text Generation
Modalities:
Text
Sub-tasks:
language-modeling
Languages:
English
Size:
100K - 1M
License:
Download fetch_arxiv.py from hoskinson-center/proof-pile: direct link, hf CLI and curl.
- Browser
- Download file 9.54 kB
-
https://huggingface.co/datasets/hoskinson-center/proof-pile/resolve/ab0d7f5108f2b1c9333881cd08fbcce7f277011e/fetch_arxiv.py
- Command line
-
hf download hf://datasets/hoskinson-center/proof-pile@ab0d7f5108f2b1c9333881cd08fbcce7f277011e/fetch_arxiv.py
-
curl -L -o fetch_arxiv.py https://huggingface.co/datasets/hoskinson-center/proof-pile/resolve/ab0d7f5108f2b1c9333881cd08fbcce7f277011e/fetch_arxiv.py
9.54 kB
| 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) | |