Class

org.apache.spark.ml.odkl.CombinedModel

PerClassModelLearner

Related Doc: package CombinedModel

Permalink

abstract class PerClassModelLearner[N <: ModelWithSummary[N], M <: MultiClassCombinationModelBase[N, M]] extends ForkedEstimator[N, String, M] with HasClassesCol with HasClassesWeights with HasLabelCol with HasPredictionCol

Collects all classes in the dataset and trains a model for each class. Base class for multi-class and linear combination model.

Linear Supertypes
HasPredictionCol, HasLabelCol, HasClassesWeights, HasClassesCol, ForkedEstimator[N, String, M], ForkedModelParams, SummarizableEstimator[M], Estimator[M], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. PerClassModelLearner
  2. HasPredictionCol
  3. HasLabelCol
  4. HasClassesWeights
  5. HasClassesCol
  6. ForkedEstimator
  7. ForkedModelParams
  8. SummarizableEstimator
  9. Estimator
  10. PipelineStage
  11. Logging
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new PerClassModelLearner(nested: SummarizableEstimator[N], uid: String)

    Permalink

    nested

    Estimator for nested models.

Abstract Value Members

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

    Permalink
    Definition Classes
    SummarizableEstimator → Estimator → PipelineStage → Params
  2. abstract def mergeModels(models: Seq[(String, N)]): M

    Permalink

    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

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

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

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

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

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

    Permalink
    Definition Classes
    ForkedEstimator
  7. final val classesColumn: Param[String]

    Permalink
    Definition Classes
    HasClassesCol
  8. final val classesMap: JacksonParam[Map[String, String]]

    Permalink
  9. final val classesToIgnore: JacksonParam[Set[String]]

    Permalink
  10. final val classesWeights: JacksonParam[Map[String, Double]]

    Permalink
    Definition Classes
    HasClassesWeights
  11. final def clear(param: Param[_]): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    Params
  12. def clone(): AnyRef

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  14. def createForks(dataset: Dataset[_]): Seq[(String, DataFrame)]

    Permalink

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

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

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

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

    Permalink
    Definition Classes
    Params
  19. def explainParams(): String

    Permalink
    Definition Classes
    Params
  20. final def extractParamMap(): ParamMap

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

    Permalink
    Definition Classes
    Params
  22. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  23. def fit(dataset: Dataset[_]): M

    Permalink
    Definition Classes
    ForkedEstimator → Estimator
  24. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[M]

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  25. def fit(dataset: Dataset[_], paramMap: ParamMap): M

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  26. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): M

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  27. def fitFork(wholeData: Dataset[_], partialData: (String, DataFrame)): (String, N)

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

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

    Permalink
    Definition Classes
    AnyRef → Any
  30. def getClassesWeights: Map[String, Double]

    Permalink
    Definition Classes
    HasClassesWeights
  31. final def getDefault[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params
  32. final def getLabelCol: String

    Permalink
    Definition Classes
    HasLabelCol
  33. final def getOrDefault[T](param: Param[T]): T

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

    Permalink
    Definition Classes
    Params
  35. final def getPredictionCol: String

    Permalink
    Definition Classes
    HasPredictionCol
  36. final def hasDefault[T](param: Param[T]): Boolean

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

    Permalink
    Definition Classes
    Params
  38. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any
  39. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  40. final def isDefined(param: Param[_]): Boolean

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

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

    Permalink
    Definition Classes
    Params
  43. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  44. final val labelCol: Param[String]

    Permalink
    Definition Classes
    HasLabelCol
  45. def log: Logger

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

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  52. def logName: String

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

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

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

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

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

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

    Permalink
    Definition Classes
    AnyRef
  59. val nested: SummarizableEstimator[N]

    Permalink

    Nested estimator to call for each fork.

    Nested estimator to call for each fork.

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

    Permalink
    Definition Classes
    AnyRef
  61. final def notifyAll(): Unit

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

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

    Permalink
    Definition Classes
    ForkedEstimator
  64. final val predictionCol: Param[String]

    Permalink
    Definition Classes
    HasPredictionCol
  65. final val propagatedKeyColumn: Param[String]

    Permalink
    Definition Classes
    ForkedModelParams
  66. final def set(paramPair: ParamPair[_]): PerClassModelLearner.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  67. final def set(param: String, value: Any): PerClassModelLearner.this.type

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

    Permalink
    Definition Classes
    Params
  69. def setCacheForks(value: Boolean): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    ForkedEstimator
  70. def setClassesColumn(value: String): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    HasClassesCol
  71. def setClassesMap(values: (String, String)*): PerClassModelLearner.this.type

    Permalink
  72. def setClassesToIgnore(values: String*): PerClassModelLearner.this.type

    Permalink
  73. def setClassesWeights(weights: (String, Double)*): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    HasClassesWeights
  74. final def setDefault(paramPairs: ParamPair[_]*): PerClassModelLearner.this.type

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  76. def setPathForTempModels(value: String): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    ForkedEstimator
  77. def setPredictionCol(value: String): PerClassModelLearner.this.type

    Permalink
  78. def setPropagatedKeyColumn(value: String): PerClassModelLearner.this.type

    Permalink
    Definition Classes
    ForkedModelParams
  79. def setTrainParallel(value: Boolean): PerClassModelLearner.this.type

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

    Permalink
    Definition Classes
    AnyRef
  81. def toString(): String

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

    Permalink
    Definition Classes
    ForkedEstimator
  83. def transformSchema(schema: StructType): StructType

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

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

    Permalink
    Definition Classes
    PerClassModelLearnerForkedEstimator → Identifiable
  86. final def wait(): Unit

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

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from HasPredictionCol

Inherited from HasLabelCol

Inherited from HasClassesWeights

Inherited from HasClassesCol

Inherited from ForkedEstimator[N, String, M]

Inherited from ForkedModelParams

Inherited from SummarizableEstimator[M]

Inherited from Estimator[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