Derived feature sets
A derived feature set is defined in terms of other feature sets and a transformation. To create one, see Create a derived schema and Register a feature set.
As mentioned in the beginning, a (derived) feature set can be defined in terms of other features sets and a transformation. There are several convenience methods that help you find out a lineage of a given feature set.
note
- In the Feature Store, lineage is preserved by tracking the ingest history. This allows users to identify the data source from which the ingest occurred.
- Users can create derived feature sets which are transformations of existing feature sets. This relationship is also preserved within the Feature Store.
Is the feature set a derived one or not?
- Python
fs.is_derived()
Which feature sets were used to define this derived feature set?
- Python
parent_feature_sets = fs.get_parent_feature_sets()
To get a list of derived feature set(s) that were build upon this feature set.
- Python
derived_feature_sets = fs.get_derived_feature_sets()
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