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com.spotify.featran

FeatureSpec

Related Docs: object FeatureSpec | package featran

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class FeatureSpec[T] extends AnyRef

Encapsulate specification for feature extraction and transformation.

T

input record type to extract features from

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  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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  3. final def ==(arg0: Any): Boolean

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  4. final def asInstanceOf[T0]: T0

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  7. def equals(arg0: Any): Boolean

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  8. def extract[M[_]](input: M[T])(implicit arg0: CollectionType[M]): FeatureExtractor[M, T]

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    Extract features from a input collection.

    Extract features from a input collection.

    This is done in two steps, a reduce step over the collection to aggregate feature summary, and a map step to transform values using the summary.

    M

    input collection type, e.g. Array, List

    input

    input collection

  9. def extractWithSettings[M[_]](input: M[T], settings: M[String])(implicit arg0: CollectionType[M]): FeatureExtractor[M, T]

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    Extract features from a input collection using settings from a previous session.

    Extract features from a input collection using settings from a previous session.

    This bypasses the reduce step in extract and uses feature summary from settings exported in a previous session.

    M

    input collection type, e.g. Array, List

    input

    input collection

    settings

    JSON settings from a previous session

  10. def finalize(): Unit

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  11. final def getClass(): Class[_]

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  13. final def isInstanceOf[T0]: Boolean

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  14. final def ne(arg0: AnyRef): Boolean

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  15. final def notify(): Unit

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  16. final def notifyAll(): Unit

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  17. def optional[A](f: (T) ⇒ Option[A], default: Option[A] = None)(t: Transformer[A, _, _]): FeatureSpec[T]

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    Add an optional field specification.

    Add an optional field specification.

    A

    extracted feature type

    f

    function to extract feature Option[A] from record T

    default

    default for missing values

    t

    Transformer for extracted feature A

  18. def required[A](f: (T) ⇒ A)(t: Transformer[A, _, _]): FeatureSpec[T]

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    Add a required field specification.

    Add a required field specification.

    A

    extracted feature type

    f

    function to extract feature A from record T

    t

    Transformer for extracted feature A

  19. final def synchronized[T0](arg0: ⇒ T0): T0

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  20. def toString(): String

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  21. final def wait(): Unit

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  22. final def wait(arg0: Long, arg1: Int): Unit

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  23. final def wait(arg0: Long): Unit

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