Separate out framework def as dataclass#667
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PGijsbers
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Dec 8, 2024
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| def __post_init__(self): | ||
| if isinstance(self.image, dict): | ||
| self.image = Image(**self.image) |
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This helps where framework namespaces were initiated based on nested dicts (loaded from configuration files). E.g.
framework = Framework(**{"name": ..., "image": {"author": ...}})correctly initializes an Image instance.
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mfeurer
approved these changes
Dec 9, 2024
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This PR defines a Framework dataclass in favor of using a Namespace. The main advantages are type checks, IDE support, and validation. No real functional differences.
Because namespaces were used with "attribute access" (the
.notation), switching out a namespace for Framework instances doesn't require very invasive changes.Unfortunately, CI is a bit broken currently (AutoGluon used to be a reliable indicator until v1.2 broke that). But the unit tests pass, Random Forest passes, and AutoGluon-cholesterol passes, so I feel fairly confident about the change.
Part of #658 on a way to a better dev experience (#566).
@mfeurer It's been a long time since you agreed to do occasional PR reviews for AMLB. I understand if things changed and you are no longer available. If so, no hard feelings - just leave a message.