import dataclasses import datetime import operator import pathlib import pandas as pd import requests import tqdm.auto @dataclasses.dataclass(frozen=True) class PaperInfo: arxiv_id: str published_at: str github: str title: str paper_page: str upvotes: int def __post_init__(self): object.__setattr__(self, 'published_at', PaperInfo.convert_timestamp(self.published_at)) @staticmethod def convert_timestamp(timestamp: str) -> str: try: return datetime.datetime.strptime( timestamp, '%Y-%m-%dT%H:%M:%S.%fZ').strftime('%Y/%m/%d %H:%M:%S') except ValueError: return timestamp def get_df(path: pathlib.Path | str) -> pd.DataFrame: df = pd.read_csv(path, dtype=str).fillna('') paper_info = [] for _, row in tqdm.auto.tqdm(df.iterrows(), total=len(df)): res = requests.get( f'https://huggingface.co/api/papers/{row.arxiv_id}').json() info = PaperInfo( **row, title=res['title'], paper_page=f'https://huggingface.co/papers/{row.arxiv_id}', upvotes=res['upvotes']) paper_info.append(info) return pd.DataFrame([dataclasses.asdict(info) for info in paper_info]) class Prettifier: @staticmethod def get_paper_page_link(link: str) -> str: return Prettifier.create_link(link.split('/')[-1], link) @staticmethod def get_github_link(link: str) -> str: if not link: return '' return Prettifier.create_link('github', link) @staticmethod def create_link(text: str, url: str) -> str: return f'{text}' @staticmethod def to_div(text: str | None, category_name: str) -> str: if text is None: text = '' class_name = f'{category_name}-{text.lower()}' return f'