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import pytest
import markdown
from bs4 import BeautifulSoup
from compliance_checks import (
GeneralLimitationsCheck, GeneralLimitationsResult,
)
@pytest.fixture
def general_limitations_model_card():
return """
# Model Card for Sample Model
## Some Random Header
## Bias, Risks, and Limitations
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
Hello world! These are some risks...
## More Things
"""
@pytest.fixture
def bad_general_limitations_model_card():
return """
# Model Card for Sample Model
## Some Random Header
## Bias, Risks, and Limitations
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
[More Information Needed]
## More Things
"""
@pytest.mark.parametrize("check,card,expected", [
(GeneralLimitationsCheck(), "general_limitations_model_card", GeneralLimitationsResult(
status=True,
limitations="Hello world! These are some risks..."
)),
(GeneralLimitationsCheck(), "bad_general_limitations_model_card", GeneralLimitationsResult()),
])
def test_run_checks(check, card, expected, request):
card = request.getfixturevalue(card)
model_card_html = markdown.markdown(card)
card_soup = BeautifulSoup(model_card_html, features="html.parser")
results = check.run_check(card_soup)
assert results == expected
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