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[FSTORE-1285] Model Dependent Transformation Functions #1140

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@manu-sj manu-sj commented May 14, 2024

PR implements required tables for Model Dependent Transformations:

Changes Done

  • Create new Table feature_view_transformation_function that maps feature view to corresponding transformation functions. It also stores the features that are used for the transformation as a string separated by commas in the column features.

  • Modified table training_dataset_feature to remove column transformation_function_id. This is done because transformation functions are mapped using "feature view's" instead of "training data set features" to allow support for many to many transformations.

  • Modified table transformation_function to include column save_type. save_type denotes how the transformation functions are saved. It can currently have two value - "feature_view" or "feature_group". Transformation function that are implicitly register in the feature view would have the save_type as "feature_view" and the transformation function saved into the feature store using the existing API would have the save_type as "feature_store"

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