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import pytest |
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import markdown |
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from bs4 import BeautifulSoup |
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from compliance_checks import ( |
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IntendedPurposeCheck, IntendedPurposeResult, |
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) |
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@pytest.fixture |
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def intended_purpose_model_card(): |
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return """ |
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# Model Card for Sample Model |
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Some random info... |
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## Uses |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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### Direct Use |
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Here is some info about direct uses... |
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### Downstream Use [optional] |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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[More Information Needed] |
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### Out-of-Scope Use |
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
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Here is some info about out-of-scope uses... |
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## Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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""" |
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@pytest.fixture |
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def bad_intended_purpose_model_card(): |
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return """ |
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# Model Card for Sample Model |
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Some random info... |
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## Uses |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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### Direct Use |
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
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[More Information Needed] |
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### Downstream Use [optional] |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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[More Information Needed] |
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### Out-of-Scope Use |
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
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[More Information Needed] |
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## Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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""" |
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@pytest.mark.parametrize("check,card,expected", [ |
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(IntendedPurposeCheck(), "intended_purpose_model_card", IntendedPurposeResult( |
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status=True, |
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direct_use="Here is some info about direct uses...", |
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downstream_use=None, |
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out_of_scope_use="Here is some info about out-of-scope uses...", |
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)), |
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(IntendedPurposeCheck(), "bad_intended_purpose_model_card", IntendedPurposeResult()), |
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]) |
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def test_run_checks(check, card, expected, request): |
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card = request.getfixturevalue(card) |
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model_card_html = markdown.markdown(card) |
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card_soup = BeautifulSoup(model_card_html, features="html.parser") |
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results = check.run_check(card_soup) |
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assert results == expected |
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