Class

org.apache.spark.ml.odkl

ForkedEstimatorSameType

Related Doc: package odkl

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abstract class ForkedEstimatorSameType[ModelIn <: ModelWithSummary[ModelIn], ForeKeyType] extends ForkedEstimator[ModelIn, ForeKeyType, ModelIn]

Specific case of forked estimator which does not change the type of the underlying model.

Linear Supertypes
ForkedEstimator[ModelIn, ForeKeyType, ModelIn], ForkedModelParams, SummarizableEstimator[ModelIn], Estimator[ModelIn], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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Inherited
  1. ForkedEstimatorSameType
  2. ForkedEstimator
  3. ForkedModelParams
  4. SummarizableEstimator
  5. Estimator
  6. PipelineStage
  7. Logging
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new ForkedEstimatorSameType(nested: SummarizableEstimator[ModelIn], uid: String)

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Abstract Value Members

  1. abstract def copy(extra: ParamMap): SummarizableEstimator[ModelIn]

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    Definition Classes
    SummarizableEstimator → Estimator → PipelineStage → Params
  2. abstract def createForks(dataset: DataFrame): Seq[(ForeKeyType, DataFrame)]

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    Override this method and create forks to train from the data.

    Override this method and create forks to train from the data.

    Attributes
    protected
    Definition Classes
    ForkedEstimator
  3. abstract def mergeModels(sqlContext: SQLContext, models: Seq[(ForeKeyType, ModelIn)]): ModelIn

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    Given models trained for each fork create a combined model.

    Given models trained for each fork create a combined model. This model is the result of the estimator.

    Attributes
    protected
    Definition Classes
    ForkedEstimator

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  6. final val cacheForks: Param[Boolean]

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    Definition Classes
    ForkedEstimator
  7. final def clear(param: Param[_]): ForkedEstimatorSameType.this.type

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    Definition Classes
    Params
  8. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  9. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  10. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  11. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  12. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  13. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  14. def explainParams(): String

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    Definition Classes
    Params
  15. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  16. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  17. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  18. def fit(dataset: DataFrame): ModelIn

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    Definition Classes
    ForkedEstimator → Estimator
  19. def fit(dataset: DataFrame, paramMaps: Array[ParamMap]): Seq[ModelIn]

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    Definition Classes
    Estimator
  20. def fit(dataset: DataFrame, paramMap: ParamMap): ModelIn

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    Definition Classes
    Estimator
  21. def fit(dataset: DataFrame, firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): ModelIn

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    Definition Classes
    Estimator
    Annotations
    @varargs()
  22. def fitFork(estimator: SummarizableEstimator[ModelIn], wholeData: DataFrame, partialData: (ForeKeyType, DataFrame)): (ForeKeyType, ModelIn)

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    Definition Classes
    ForkedEstimator
  23. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  24. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  25. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  26. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  27. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  28. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  29. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  30. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  31. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  32. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  33. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  34. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  35. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  36. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  37. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  38. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  39. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  40. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  41. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  42. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging
  43. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  44. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  45. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  46. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  47. def mayBePropagateKey(data: DataFrame, key: Any): DataFrame

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    Attributes
    protected
    Definition Classes
    ForkedModelParams
  48. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  49. val nested: SummarizableEstimator[ModelIn]

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    Nested estimator to call for each fork.

    Nested estimator to call for each fork.

    Definition Classes
    ForkedEstimator
  50. final def notify(): Unit

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    Definition Classes
    AnyRef
  51. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  52. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  53. final val pathForTempModels: Param[String]

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    Definition Classes
    ForkedEstimator
  54. final val propagatedKeyColumn: Param[String]

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    Definition Classes
    ForkedModelParams
  55. final def set(paramPair: ParamPair[_]): ForkedEstimatorSameType.this.type

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    Attributes
    protected
    Definition Classes
    Params
  56. final def set(param: String, value: Any): ForkedEstimatorSameType.this.type

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    Attributes
    protected
    Definition Classes
    Params
  57. final def set[T](param: Param[T], value: T): ForkedEstimatorSameType.this.type

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    Definition Classes
    Params
  58. def setCacheForks(value: Boolean): ForkedEstimatorSameType.this.type

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    Definition Classes
    ForkedEstimator
  59. final def setDefault(paramPairs: ParamPair[_]*): ForkedEstimatorSameType.this.type

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    Attributes
    protected
    Definition Classes
    Params
  60. final def setDefault[T](param: Param[T], value: T): ForkedEstimatorSameType.this.type

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    Attributes
    protected
    Definition Classes
    Params
  61. def setPathForTempModels(value: String): ForkedEstimatorSameType.this.type

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    Definition Classes
    ForkedEstimator
  62. def setPropagatedKeyColumn(value: String): ForkedEstimatorSameType.this.type

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    Definition Classes
    ForkedModelParams
  63. def setTrainParallel(value: Boolean): ForkedEstimatorSameType.this.type

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    Definition Classes
    ForkedEstimator
  64. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  65. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  66. final val trainParallel: Param[Boolean]

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    Definition Classes
    ForkedEstimator
  67. def transformSchema(schema: StructType): StructType

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    Definition Classes
    ForkedEstimator → PipelineStage
    Annotations
    @DeveloperApi()
  68. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  69. val uid: String

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    Definition Classes
    ForkedEstimatorSameTypeForkedEstimator → Identifiable
  70. def validateParams(): Unit

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    Definition Classes
    Params
  71. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  72. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  73. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from ForkedEstimator[ModelIn, ForeKeyType, ModelIn]

Inherited from ForkedModelParams

Inherited from SummarizableEstimator[ModelIn]

Inherited from Estimator[ModelIn]

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