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import copy | |
import datetime | |
import os | |
import pathlib | |
import pandas as pd | |
import tqdm.auto | |
import yaml | |
from huggingface_hub import HfApi | |
repo_dir = pathlib.Path(__file__).parent | |
HF_TOKEN = os.getenv('HF_TOKEN') | |
class DemoList: | |
def __init__(self): | |
self.api = HfApi(token=HF_TOKEN) | |
self.data = self.load_data() | |
self.df = self.to_df() | |
def update_data(self) -> None: | |
self.data = self.load_data() | |
self.df = self.to_df() | |
def load_data(self) -> dict: | |
with open(repo_dir / 'list.yaml') as f: | |
data = yaml.safe_load(f) | |
for url in tqdm.auto.tqdm(list(data)): | |
space_id = self.get_space_id(url) | |
space_info = self.api.space_info(repo_id=space_id) | |
card = space_info.cardData | |
info = data[url] | |
info['title'] = card['title'] | |
info['sdk'] = card['sdk'] | |
info['sdk_version'] = card.get('sdk_version', '') | |
info['likes'] = space_info.likes | |
last_modified = datetime.datetime.strptime( | |
space_info.lastModified, '%Y-%m-%dT%H:%M:%S.000Z') | |
info['last_modified'] = last_modified.strftime('%Y/%m/%d %H:%M:%S') | |
created = datetime.datetime.strptime(info['created'], | |
'%Y-%m-%d-%H-%M-%S') | |
info['created'] = created.strftime('%Y/%m/%d %H:%M:%S') | |
info['status'] = space_info.runtime['stage'] | |
info['hardware'] = space_info.runtime['hardware']['current'] | |
return data | |
def get_space_id(url: str) -> str: | |
return '/'.join(url.split('/')[-2:]) | |
def create_link(text: str, url: str) -> str: | |
return f'<a href={url} target="_blank">{text}</a>' | |
def get_arxiv_link(self, url: str) -> str: | |
links = sorted(self.data[url].get('arxiv', [])) | |
links = [self.create_link(link.split('/')[-1], link) for link in links] | |
return '\n'.join(links) | |
def get_github_link(self, url: str) -> str: | |
links = sorted(self.data[url].get('github', [])) | |
links = [self.create_link('github', link) for link in links] | |
return '\n'.join(links) | |
def get_tag_list(self, url: str) -> str: | |
tags = sorted(self.data[url].get('tags', [])) | |
return ', '.join(tags) | |
def to_df(self) -> pd.DataFrame: | |
data = copy.deepcopy(self.data) | |
for url in list(data): | |
info = data[url] | |
info['title'] = self.create_link(info['title'], url) | |
info['arxiv'] = self.get_arxiv_link(url) | |
info['github'] = self.get_github_link(url) | |
info['tags'] = self.get_tag_list(url) | |
df = pd.DataFrame(data).T.loc[:, [ | |
'title', | |
'arxiv', | |
'github', | |
'likes', | |
'tags', | |
'last_modified', | |
'created', | |
'sdk', | |
'sdk_version', | |
'status', | |
'hardware', | |
]] | |
return df | |