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from abc import ABC, abstractmethod | |
import markdown | |
from bs4 import BeautifulSoup, Comment | |
class ComplianceCheck(ABC): | |
def run_check(self, card: BeautifulSoup) -> bool: | |
raise NotImplementedError | |
class ModelProviderIdentityCheck(ComplianceCheck): | |
def run_check(self, card: BeautifulSoup): | |
try: | |
model_description = card.find("h3", string="Model Description") | |
description_list = model_description.find_next_siblings()[0] | |
developer = description_list.find(string="Developed by:").parent.next_sibling.strip() | |
if developer == "[More Information Needed]": | |
return False, None | |
return True, developer | |
except AttributeError: | |
return False, None | |
class IntendedPurposeCheck(ComplianceCheck): | |
def run_check(self, card: BeautifulSoup): | |
try: | |
direct_use = card.find("h3", string="Direct Use") | |
direct_use_content = "" | |
sibling_gen = direct_use.nextSiblingGenerator() | |
sibling = next(sibling_gen) | |
while sibling.name != "h3": | |
if not isinstance(sibling, Comment): | |
direct_use_content = direct_use_content + sibling.text | |
sibling = next(sibling_gen) | |
if direct_use_content.strip() == "[More Information Needed]": | |
return False, None | |
return True, None | |
except AttributeError: | |
return False, None | |
class ComplianceSuite: | |
def __init__(self, checks): | |
self.checks = checks | |
def run(self, model_card): | |
model_card_html = markdown.markdown(model_card) | |
card_soup = BeautifulSoup(model_card_html, features="html.parser") | |
return [c.run_check(card_soup) for c in self.checks] | |