proof-pile / fetch_wiki.py
zhangir-azerbayev
added proofwiki
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from bs4 import BeautifulSoup as bs
import os
import wikipediaapi
import sys
import re
import pypandoc
import json
from pathlib import Path
from fetch_books_and_formal import _download_with_progress_bar
from fetch_mathoverflow import batch_loader
def page_titles_of_category(cat_page):
"""
recursively
"""
titles = []
for member in cat_page.categorymembers.values():
if member.ns == wikipediaapi.Namespace.MAIN:
titles.append(member.title)
elif member.ns == wikipediaapi.Namespace.CATEGORY:
titles += page_titles_of_category(member)
return titles
def wikipedia():
"""
this doesnt work dont run it
"""
init_categories = [
#"Category:Mathematical_theorems",
"Category:Mathematical_proofs",
#"Category:Mathematical_examples",
#"Category:Mathematical_problems",
#"Category:Mathematical_terminology",
]
title_set = set()
for cat_name in init_categories:
print(cat_name + "...")
title_set = title_set.union(page_titles_of_category(wiki.page(cat_name)))
PROOFWIKI_URL = (
"https://zenodo.org/record/4902289/files/naturalproofs_proofwiki.json?download=1"
)
def proofwiki(testing=False):
save_dir = "wiki/proofwiki"
Path(save_dir).mkdir(parents=True, exist_ok=True)
if testing:
with open("naturalproofs/proofwiki.json") as f:
struct = json.load(f)
else:
print("DOWNLOADING PROOFWIKI")
resp = _download_with_progress_bar(PROOFWIKI_URL)
struct = json.loads(resp.decode("utf-8"))
print("DONE DOWNLOADING PROOFWIKI")
batches = batch_loader(struct["dataset"]["theorems"], 500)
for i, batch in enumerate(batches):
thms_list = []
for thm in batch:
if thm["contents"]:
thm_string = "\\section{" + thm["label"] + "}\n"
thm_string += (
"Tags: " + ", ".join(thm["categories"]).replace("/", ": ") + "\n\n"
)
thm_string += (
"\\begin{theorem}\n"
+ "\n".join(thm["contents"])
+ "\n\\end{theorem}\n\n"
)
for proof in thm["proofs"]:
thm_string += (
"\\begin{proof}\n"
+ "\n".join(proof["contents"])
+ "\n\\end{proof}\n\n"
)
thms_list.append(thm_string.strip())
with open(os.path.join(save_dir, f"shard_{i}.txt"), "w") as f:
f.write("<|endoftext|>\n".join(thms_list))
defn_strings = []
for defn in struct["dataset"]["definitions"]:
if defn["contents"]:
defn_strings.append((
"\\begin{definition}["
+ defn["label"]
+ "]\n"
+ "\n".join(defn["contents"])
+ "\n\\end{definition}").strip()
)
with open(os.path.join(save_dir, "defs.txt"), "w") as f:
f.write("<|endoftext|>\n".join(defn_strings))
if __name__=="__main__":
#wikipedia()
proofwiki()