Class/Object

com.databricks.labs.automl.pipeline

InteractionTransformer

Related Docs: object InteractionTransformer | package pipeline

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class InteractionTransformer extends AbstractTransformer with DefaultParamsWritable with HasInteractionColumns

Transformer for creating interacted feature fields based on FeatureInteraction module

Since

0.6.2

Linear Supertypes
HasInteractionColumns, DefaultParamsWritable, MLWritable, AbstractTransformer, HasPipelineId, HasDebug, HasAutoMlIdColumn, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. InteractionTransformer
  2. HasInteractionColumns
  3. DefaultParamsWritable
  4. MLWritable
  5. AbstractTransformer
  6. HasPipelineId
  7. HasDebug
  8. HasAutoMlIdColumn
  9. Transformer
  10. PipelineStage
  11. Logging
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new InteractionTransformer()

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  2. new InteractionTransformer(uid: String)

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    uid

    Stage Identifier

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 automlInternalId: Param[String]

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    Definition Classes
    HasAutoMlIdColumn
  7. final def clear(param: Param[_]): InteractionTransformer.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 copy(extra: ParamMap): InteractionTransformer

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    Definition Classes
    InteractionTransformer → Transformer → PipelineStage → Params
  10. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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

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

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

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    Definition Classes
    Params
  15. def explainParams(): String

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

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

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    Definition Classes
    Params
  18. def finalize(): Unit

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

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    Definition Classes
    Params
  20. def getAutomlInternalId: String

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    Definition Classes
    HasAutoMlIdColumn
  21. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  22. def getDebugEnabled: Boolean

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    Definition Classes
    HasDebug
  23. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  24. def getInteractionColumns: Array[(String, String)]

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    Definition Classes
    HasInteractionColumns
  25. def getLeftColumns: Array[String]

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    Definition Classes
    HasInteractionColumns
  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. def getPipelineId: String

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    Definition Classes
    HasPipelineId
  29. def getRightColumns: Array[String]

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    Definition Classes
    HasInteractionColumns
  30. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  32. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  33. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  34. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  35. final val isDebugEnabled: BooleanParam

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    Definition Classes
    HasDebug
  36. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  39. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  40. final val leftColumns: StringArrayParam

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    Definition Classes
    HasInteractionColumns
  41. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  48. def logName: String

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  51. def logTransformation(inputDataset: Dataset[_], outputDataset: Dataset[_], stageExecutionTime: Long): Unit

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    Definition Classes
    HasDebug
  52. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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

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    Attributes
    protected
    Definition Classes
    Logging
  54. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  55. final def notify(): Unit

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

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

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    Definition Classes
    Params
  58. final val pipelineId: Param[String]

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    Definition Classes
    HasPipelineId
  59. final val rightColumns: StringArrayParam

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    Definition Classes
    HasInteractionColumns
  60. def save(path: String): Unit

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

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

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

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    Definition Classes
    Params
  64. def setAutomlInternalId(value: String): InteractionTransformer.this.type

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    Definition Classes
    HasAutoMlIdColumn
  65. def setDebugEnabled(value: Boolean): InteractionTransformer.this.type

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    Definition Classes
    HasDebug
  66. final def setDefault(paramPairs: ParamPair[_]*): InteractionTransformer.this.type

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

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    Attributes
    protected
    Definition Classes
    Params
  68. def setLeftCols(value: Array[String]): InteractionTransformer.this.type

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  69. def setLeftColumns(value: Array[String]): InteractionTransformer.this.type

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    Definition Classes
    HasInteractionColumns
  70. def setPipelineId(value: String): InteractionTransformer.this.type

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    Definition Classes
    HasPipelineId
  71. def setRightCols(value: Array[String]): InteractionTransformer.this.type

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  72. def setRightColumns(value: Array[String]): InteractionTransformer.this.type

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    Definition Classes
    HasInteractionColumns
  73. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  74. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  75. final def transform(dataset: Dataset[_]): DataFrame

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    Final overridden method that cannot be modified by AutoML transformers

    Final overridden method that cannot be modified by AutoML transformers

    returns

    Transformed DataFrame DataFrame

    Definition Classes
    AbstractTransformer → Transformer
  76. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  77. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  78. def transformInternal(dataset: Dataset[_]): DataFrame

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    Abstract Method to be implemented by all AutoML transformers

    Abstract Method to be implemented by all AutoML transformers

    returns

    transformed output DataFrame

    Definition Classes
    InteractionTransformerAbstractTransformer
  79. final def transformSchema(schema: StructType): StructType

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    Final overridden method that cannot be modified by AutoML transformers

    Final overridden method that cannot be modified by AutoML transformers

    returns

    Transformed Schema StructType

    Definition Classes
    AbstractTransformer → PipelineStage
  80. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  81. def transformSchemaInternal(schema: StructType): StructType

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    Abstract Method to be implemented by all AutoML transformers

    Abstract Method to be implemented by all AutoML transformers

    returns

    schema of new output DataFrame StructType

    Definition Classes
    InteractionTransformerAbstractTransformer
  82. val uid: String

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    Stage Identifier

    Stage Identifier

    Definition Classes
    InteractionTransformer → Identifiable
  83. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  86. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from HasInteractionColumns

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from AbstractTransformer

Inherited from HasPipelineId

Inherited from HasDebug

Inherited from HasAutoMlIdColumn

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