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The commit refactors the modelcreater module to use object-oriented programming principles, introducing the ModelCreator class and a BaseModel abstract class for model implementations. This improves code organization, maintainability, and extensibility while maintaining backward compatibility through function wrappers for existing code.
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This commit adds proper scikit-learn compatibility by implementing `__sklearn_tags__` in BaseModel and model subclasses. It also adds direct property accessors for model coefficients and improves model handling in SQL generation utilities.
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✅ Fix: Resolved model compatibility issues in tests This commit updates the model training functions and SQL generation scripts to seamlessly handle both direct scikit-learn models and our custom model wrappers. It also adds the necessary __sklearn_tags__ method and properties to the custom model classes for full compatibility with scikit-learn's estimator interface. Please review these changes! |
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agent_instance: kaspersgit_ml_2_sql_issue_51_2bfd1c88 Tries to fix: #51
🏗️ Refactoring: Enhanced code structure through object-oriented design
The codebase is now more maintainable, easier to extend with new model types, and follows OOP principles while maintaining full backward compatibility. Please review these structural improvements!