org.apache.spark.ml.odkl

LinearCombinationModel

class LinearCombinationModel[N <: ModelWithSummary[N]] extends MultiClassCombinationModelBase[N, LinearCombinationModel[N]]

Combination model which evaluates ALL nested model and combines results based on linear weights.

Linear Supertypes
MultiClassCombinationModelBase[N, LinearCombinationModel[N]], HasFeaturesCol, HasClassesCol, CombinedModel[N, LinearCombinationModel[N]], ForkedModelParams, HasPredictionCol, HasDirectTransformOption, HasDescriminantColumn, ModelWithSummary[LinearCombinationModel[N]], MLWritable, Model[LinearCombinationModel[N]], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. LinearCombinationModel
  2. MultiClassCombinationModelBase
  3. HasFeaturesCol
  4. HasClassesCol
  5. CombinedModel
  6. ForkedModelParams
  7. HasPredictionCol
  8. HasDirectTransformOption
  9. HasDescriminantColumn
  10. ModelWithSummary
  11. MLWritable
  12. Model
  13. Transformer
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Instance Constructors

  1. new LinearCombinationModel(nested: Map[String, N])

  2. new LinearCombinationModel(uid: String)

  3. new LinearCombinationModel(nestedModels: Map[String, N], 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 val classes: StringArrayParam

  9. final val classesColumn: Param[String]

    Definition Classes
    HasClassesCol
  10. val classesWeights: JacksonParam[Map[String, Double]]

  11. final def clear(param: Param[_]): LinearCombinationModel.this.type

    Definition Classes
    Params
  12. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  13. def copy(extra: ParamMap): LinearCombinationModel[N]

    Definition Classes
    LinearCombinationModelModelWithSummary → Model → Transformer → PipelineStage → Params
  14. def copy(summary: ModelSummary, params: ParamMap): LinearCombinationModel[N]

    Definition Classes
    ModelWithSummary
  15. def copy(blocks: Map[Block, DataFrame], params: ParamMap = ParamMap()): LinearCombinationModel[N]

    Definition Classes
    ModelWithSummary
  16. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Attributes
    protected
    Definition Classes
    Params
  17. def create(): LinearCombinationModel[N]

    Attributes
    protected
    Definition Classes
    CombinedModelModelWithSummary
  18. def createPredictionMetadata(): Metadata

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

    Attributes
    protected
    Definition Classes
    Params
  20. def descriminantColumn: Param[String]

  21. def directTransform(data: DataFrame): Option[Column]

    returns

    If possible, try to evaluate prediction directly, overwise revert to chain of transformations.

    Definition Classes
    LinearCombinationModelMultiClassCombinationModelBaseHasDirectTransformOption
  22. def disableSaveSummary(): ModelWithSummary[LinearCombinationModel[N]]

    Definition Classes
    ModelWithSummary
  23. final def eq(arg0: AnyRef): Boolean

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

    Definition Classes
    AnyRef → Any
  25. def escalateBlocks(): Unit

    Attributes
    protected
    Definition Classes
    CombinedModel
  26. def explainParam(param: Param[_]): String

    Definition Classes
    Params
  27. def explainParams(): String

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

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

    Definition Classes
    Params
  30. final val featuresCol: Param[String]

    Definition Classes
    HasFeaturesCol
  31. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  32. final def get[T](param: Param[T]): Option[T]

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

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

    Definition Classes
    Params
  35. def getDescriminantColumn: String

    Definition Classes
    HasDescriminantColumn
  36. final def getFeaturesCol: String

    Definition Classes
    HasFeaturesCol
  37. final def getOrDefault[T](param: Param[T]): T

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

    Definition Classes
    Params
  39. final def getPredictionCol: String

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

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

    Definition Classes
    Params
  42. def hasParent: Boolean

    Definition Classes
    Model
  43. def hashCode(): Int

    Definition Classes
    AnyRef → Any
  44. def indirectTransform(dataset: DataFrame): DataFrame

    In case if direct transformation is not possible, applies less efficientt indirect logic.

    In case if direct transformation is not possible, applies less efficientt indirect logic.

    Attributes
    protected
    Definition Classes
    LinearCombinationModelMultiClassCombinationModelBaseCombinedModel
  45. final def isDefined(param: Param[_]): Boolean

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

    Definition Classes
    Any
  47. def isSaveSummaryEnabled: Boolean

    Definition Classes
    ModelWithSummary
  48. final def isSet(param: Param[_]): Boolean

    Definition Classes
    Params
  49. def isTraceEnabled(): Boolean

    Attributes
    protected
    Definition Classes
    Logging
  50. def log: Logger

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

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

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

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

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

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

    Attributes
    protected
    Definition Classes
    Logging
  57. def logName: String

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

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

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

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

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

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

    Definition Classes
    AnyRef
  64. def nested: Map[String, N]

    Definition Classes
    CombinedModel
  65. final def notify(): Unit

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

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

    Definition Classes
    Params
  68. var parent: Estimator[LinearCombinationModel[N]]

    Definition Classes
    Model
  69. val predictCombinations: JacksonParam[Array[Map[String, Double]]]

  70. final val predictionCol: Param[String]

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

    Definition Classes
    ForkedModelParams
  72. def save(path: String): Unit

    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  73. final def set(paramPair: ParamPair[_]): LinearCombinationModel.this.type

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

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

    Definition Classes
    Params
  76. def setClassesColumn(value: String): LinearCombinationModel.this.type

    Definition Classes
    HasClassesCol
  77. final def setDefault(paramPairs: ParamPair[_]*): LinearCombinationModel.this.type

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

    Attributes
    protected
    Definition Classes
    Params
  79. def setParent(parent: Estimator[LinearCombinationModel[N]]): LinearCombinationModel[N]

    Definition Classes
    Model
  80. def setPredictVector(value: Map[String, Double]*): LinearCombinationModel.this.type

  81. def setPredictionCol(value: String): LinearCombinationModel.this.type

    Definition Classes
    CombinedModel
  82. def setPropagatedKeyColumn(value: String): LinearCombinationModel.this.type

    Definition Classes
    ForkedModelParams
  83. def summary: ModelSummary

    Definition Classes
    ModelWithSummary
  84. val summaryParam: Param[ModelSummary]

    Attributes
    protected
    Definition Classes
    ModelWithSummary
  85. final def synchronized[T0](arg0: ⇒ T0): T0

    Definition Classes
    AnyRef
  86. def toString(): String

    Definition Classes
    Identifiable → AnyRef → Any
  87. def transform(dataset: DataFrame): DataFrame

    Definition Classes
    CombinedModel → Transformer
  88. def transform(dataset: DataFrame, paramMap: ParamMap): DataFrame

    Definition Classes
    Transformer
  89. def transform(dataset: DataFrame, firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

    Definition Classes
    Transformer
    Annotations
    @varargs()
  90. def transformSchema(schema: StructType): StructType

    Definition Classes
    LinearCombinationModelMultiClassCombinationModelBase → PipelineStage
  91. def transformSchema(schema: StructType, logging: Boolean): StructType

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

    Definition Classes
    LinearCombinationModelMultiClassCombinationModelBase → Identifiable
  93. def validateParams(): Unit

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

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

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  97. def write: WithSummaryWriter[LinearCombinationModel[N]]

    Definition Classes
    CombinedModelModelWithSummary → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from HasFeaturesCol

Inherited from HasClassesCol

Inherited from CombinedModel[N, LinearCombinationModel[N]]

Inherited from ForkedModelParams

Inherited from HasPredictionCol

Inherited from HasDirectTransformOption

Inherited from HasDescriminantColumn

Inherited from MLWritable

Inherited from Model[LinearCombinationModel[N]]

Inherited from Transformer

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