Bases: QACategory
Definition of the Robustness QACategory.
Source code in mlte/qa_category/robustness/robustness.py
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23 | class Robustness(QACategory):
"""
Definition of the Robustness QACategory.
"""
def __init__(self, rationale: str):
"""Initialize a Robustness instance."""
super().__init__(
instance=self,
description="""
Robustness in general is the degree to which a system continues to function in the presence of
invalid inputs or stressful environmental conditions. For ML models, this means checking that
model performance does not deteriorate significantly in the presence of noise.
""",
rationale=rationale,
)
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__init__(rationale)
Initialize a Robustness instance.
Source code in mlte/qa_category/robustness/robustness.py
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23 | def __init__(self, rationale: str):
"""Initialize a Robustness instance."""
super().__init__(
instance=self,
description="""
Robustness in general is the degree to which a system continues to function in the presence of
invalid inputs or stressful environmental conditions. For ML models, this means checking that
model performance does not deteriorate significantly in the presence of noise.
""",
rationale=rationale,
)
|