class RowBasedDerivation extends RowBasedDerivationStrategy with Serializable
This class executes custom derivation logic defined in an implementation of FeatureDerivationFunction.
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- RowBasedDerivationStrategy
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- new RowBasedDerivation(dependentFeatureTypeConfigs: Map[String, FeatureTypeConfig], mvelContext: Option[FeathrExpressionExecutionContext])
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def
apply(keyTags: Seq[Int], keyTagList: Seq[String], df: DataFrame, derivedFeature: DerivedFeature, derivationFunction: FeatureDerivationFunction, mvelContext: Option[FeathrExpressionExecutionContext]): DataFrame
Calculate a Row-based derived features such as Mvel based derivations or UDFs.
Calculate a Row-based derived features such as Mvel based derivations or UDFs. High-level approach: - DerivedFeature metadata is used to walkthrough the dependent features for a derived feature. - DataFrameColName utility is used to generate the column names for the dependent features. - CoercionUtils utility is used to convert the column values to FeatureValue. - DerivedFeatureEvaluator.evaluateFromFeatureValues utility method is used to apply the derivation function. - Use Spark Row library to build a DataFrame row and merge different rows.
- keyTags
key tags of the current join stage
- keyTagList
all key tags of the current feature join job
- df
input context dataframe
- derivedFeature
derived feature to calculate
- derivationFunction
derivation function to be applied
- returns
context dataframe with the derived feature column appended
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- RowBasedDerivation → DerivationStrategy
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