org.apache.spark.ml.odkl

MLWrapper

class MLWrapper[M <: Model[M]] extends Estimator[MLWrapperModel[M]] with SummarizableEstimator[MLWrapperModel[M]]

Utility used to bridge default spark ML models into our advanced pipelines. TODO: Provide summary extractors

Linear Supertypes
SummarizableEstimator[MLWrapperModel[M]], Estimator[MLWrapperModel[M]], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. MLWrapper
  2. SummarizableEstimator
  3. Estimator
  4. PipelineStage
  5. Logging
  6. Params
  7. Serializable
  8. Serializable
  9. Identifiable
  10. AnyRef
  11. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new MLWrapper(nested: Estimator[M])

  2. new MLWrapper(nested: Estimator[M], summaryExtractor: (M) ⇒ Map[Block, DataFrame])

  3. new MLWrapper(nested: Estimator[M], summaryExtractor: (M) ⇒ Map[Block, DataFrame], uid: String)

Value Members

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

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  3. final def ##(): Int

    Definition Classes
    AnyRef → Any

  4. final def $[T](param: Param[T]): T

    Attributes
    protected
    Definition Classes
    Params

  5. final def ==(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  7. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  8. final def clear(param: Param[_]): MLWrapper.this.type

    Definition Classes
    Params

  9. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  10. def copy(extra: ParamMap): MLWrapper[M]

    Definition Classes
    MLWrapper → SummarizableEstimator → Estimator → PipelineStage → Params

  11. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Attributes
    protected
    Definition Classes
    Params

  12. final def defaultCopy[T <: Params](extra: ParamMap): T

    Attributes
    protected
    Definition Classes
    Params

  13. final def eq(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  14. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  15. def explainParam(param: Param[_]): String

    Definition Classes
    Params

  16. def explainParams(): String

    Definition Classes
    Params

  17. final def extractParamMap(): ParamMap

    Definition Classes
    Params

  18. final def extractParamMap(extra: ParamMap): ParamMap

    Definition Classes
    Params

  19. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  20. def fit(dataset: DataFrame): MLWrapperModel[M]

    Definition Classes
    MLWrapper → Estimator

  21. def fit(dataset: DataFrame, paramMaps: Array[ParamMap]): Seq[MLWrapperModel[M]]

    Definition Classes
    Estimator

  22. def fit(dataset: DataFrame, paramMap: ParamMap): MLWrapperModel[M]

    Definition Classes
    Estimator

  23. def fit(dataset: DataFrame, firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): MLWrapperModel[M]

    Definition Classes
    Estimator
    Annotations
    @varargs()

  24. final def get[T](param: Param[T]): Option[T]

    Definition Classes
    Params

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

    Definition Classes
    AnyRef → Any

  26. final def getDefault[T](param: Param[T]): Option[T]

    Definition Classes
    Params

  27. final def getOrDefault[T](param: Param[T]): T

    Definition Classes
    Params

  28. def getParam(paramName: String): Param[Any]

    Definition Classes
    Params

  29. final def hasDefault[T](param: Param[T]): Boolean

    Definition Classes
    Params

  30. def hasParam(paramName: String): Boolean

    Definition Classes
    Params

  31. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  32. final def isDefined(param: Param[_]): Boolean

    Definition Classes
    Params

  33. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  34. final def isSet(param: Param[_]): Boolean

    Definition Classes
    Params

  35. def isTraceEnabled(): Boolean

    Attributes
    protected
    Definition Classes
    Logging

  36. def log: Logger

    Attributes
    protected
    Definition Classes
    Logging

  37. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging

  38. def logDebug(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging

  39. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging

  40. def logError(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging

  41. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging

  42. def logInfo(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging

  43. def logName: String

    Attributes
    protected
    Definition Classes
    Logging

  44. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging

  45. def logTrace(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging

  46. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging

  47. def logWarning(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging

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

    Definition Classes
    AnyRef

  49. val nested: Estimator[M]

  50. final def notify(): Unit

    Definition Classes
    AnyRef

  51. final def notifyAll(): Unit

    Definition Classes
    AnyRef

  52. lazy val params: Array[Param[_]]

    Definition Classes
    Params

  53. final def set(paramPair: ParamPair[_]): MLWrapper.this.type

    Attributes
    protected
    Definition Classes
    Params

  54. final def set(param: String, value: Any): MLWrapper.this.type

    Attributes
    protected
    Definition Classes
    Params

  55. final def set[T](param: Param[T], value: T): MLWrapper.this.type

    Definition Classes
    Params

  56. final def setDefault(paramPairs: ParamPair[_]*): MLWrapper.this.type

    Attributes
    protected
    Definition Classes
    Params

  57. final def setDefault[T](param: Param[T], value: T): MLWrapper.this.type

    Attributes
    protected
    Definition Classes
    Params

  58. val summaryExtractor: (M) ⇒ Map[Block, DataFrame]

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

    Definition Classes
    AnyRef

  60. def toString(): String

    Definition Classes
    Identifiable → AnyRef → Any

  61. def transformSchema(schema: StructType): StructType

    Definition Classes
    MLWrapper → PipelineStage

  62. def transformSchema(schema: StructType, logging: Boolean): StructType

    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  63. val uid: String

    Definition Classes
    MLWrapper → Identifiable

  64. def validateParams(): Unit

    Definition Classes
    Params

  65. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from SummarizableEstimator[MLWrapperModel[M]]

Inherited from Estimator[MLWrapperModel[M]]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped