model-card-regulatory-check / tests /test_compliance_checks.py
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Computational requirements check
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import pytest
from unittest.mock import MagicMock
from compliance_checks import (
ComplianceSuite,
IntendedPurposeCheck,
GeneralLimitationsCheck,
ComputationalRequirementsCheck,
)
class TestComplianceSuite:
@pytest.fixture
def mock_compliance_check(self):
mockComplianceCheck = MagicMock()
mockComplianceCheck.run_check = MagicMock(return_value=True)
return mockComplianceCheck
@pytest.fixture
def empty_compliance_suite(self):
return ComplianceSuite(
checks=[]
)
@pytest.fixture
def compliance_suite(self, mock_compliance_check):
return ComplianceSuite(
checks=[mock_compliance_check]
)
@pytest.fixture
def empty_compliance_results(self):
return []
@pytest.fixture
def compliance_results(self):
return [True]
def test_create_empty_compliance_suite(self, empty_compliance_suite):
assert len(empty_compliance_suite.checks) == 0
def test_create_compliance_suite(self, compliance_suite):
assert len(compliance_suite.checks) == 1
@pytest.mark.parametrize("suite,results", [
("empty_compliance_suite", "empty_compliance_results"),
("compliance_suite", "compliance_results")
])
def test_run_compliance_suite(self, suite, results, request):
suite: ComplianceSuite = request.getfixturevalue(suite)
results: list = request.getfixturevalue(results)
assert suite.run("") == results
for check in suite.checks:
check.run_check.assert_called_once()
def test_end_to_end_compliance_suite(real_model_card, expected_check_results):
suite = ComplianceSuite(checks=[
IntendedPurposeCheck(),
GeneralLimitationsCheck(),
ComputationalRequirementsCheck()
])
results = suite.run(real_model_card)
assert all([r.status == e for r, e in zip(results, expected_check_results)])