Class/Object

com.databricks.labs.automl.pipeline

SyntheticFeatureGenTransformer

Related Docs: object SyntheticFeatureGenTransformer | package pipeline

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class SyntheticFeatureGenTransformer extends AbstractTransformer with HasLabelColumn with HasFeatureColumn with HasFieldsToIgnore with DefaultParamsWritable with IsTrainingStage

Linear Supertypes
IsTrainingStage, DefaultParamsWritable, MLWritable, HasFieldsToIgnore, HasFeatureColumn, HasLabelColumn, AbstractTransformer, HasPipelineId, HasDebug, HasAutoMlIdColumn, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SyntheticFeatureGenTransformer
  2. IsTrainingStage
  3. DefaultParamsWritable
  4. MLWritable
  5. HasFieldsToIgnore
  6. HasFeatureColumn
  7. HasLabelColumn
  8. AbstractTransformer
  9. HasPipelineId
  10. HasDebug
  11. HasAutoMlIdColumn
  12. Transformer
  13. PipelineStage
  14. Logging
  15. Params
  16. Serializable
  17. Serializable
  18. Identifiable
  19. AnyRef
  20. Any
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Visibility
  1. Public
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Instance Constructors

  1. new SyntheticFeatureGenTransformer()

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  2. new SyntheticFeatureGenTransformer(uid: String)

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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 val cardinalityThreshold: IntParam

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

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    Definition Classes
    Params
  9. def clone(): AnyRef

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

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

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

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

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

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

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    Definition Classes
    Params
  16. def explainParams(): String

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

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

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    Definition Classes
    Params
  19. final val featureCol: Param[String]

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    Definition Classes
    HasFeatureColumn
  20. final val fieldsToIgnore: StringArrayParam

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    Definition Classes
    HasFieldsToIgnore
  21. def finalize(): Unit

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

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    Definition Classes
    Params
  23. def getAutomlInternalId: String

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

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    Definition Classes
    AnyRef → Any
  25. def getDebugEnabled: Boolean

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

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    Definition Classes
    Params
  27. def getFeatureCol: String

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    Definition Classes
    HasFeatureColumn
  28. def getFieldsToIgnore: Array[String]

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    Definition Classes
    HasFieldsToIgnore
  29. def getLabelColumn: String

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    Definition Classes
    HasLabelColumn
  30. final def getOrDefault[T](param: Param[T]): T

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

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    Definition Classes
    Params
  32. def getPipelineId: String

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    Definition Classes
    HasPipelineId
  33. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  35. def hashCode(): Int

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

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

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

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

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

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

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    Definition Classes
    Params
  42. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  43. final val kGroups: IntParam

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  44. final val kMeansDistanceMeasurement: Param[String]

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  45. final val kMeansMaxIter: IntParam

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  46. final val kMeansPredictionCol: Param[String]

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  47. final val kMeansSeed: LongParam

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  48. final val kMeansTolerance: DoubleParam

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  49. final val labelBalanceMode: Param[String]

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  50. final val labelColumn: Param[String]

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    Definition Classes
    HasLabelColumn
  51. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  58. def logName: String

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  64. final val lshHashTables: IntParam

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  65. final val lshOutputCol: Param[String]

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  66. final val lshSeed: LongParam

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  67. final val minimumVectorCountToMutate: IntParam

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  68. final val mutationMode: Param[String]

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  69. final val mutationValue: DoubleParam

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

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

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

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    Definition Classes
    AnyRef
  73. final val numericRatio: DoubleParam

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  74. final val numericTarget: IntParam

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

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

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    Definition Classes
    HasPipelineId
  77. final val quorumCount: IntParam

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  78. def save(path: String): Unit

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

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    Attributes
    protected
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    Params
  80. final def set(param: String, value: Any): SyntheticFeatureGenTransformer.this.type

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

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    Definition Classes
    Params
  82. def setAutomlInternalId(value: String): SyntheticFeatureGenTransformer.this.type

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    Definition Classes
    HasAutoMlIdColumn
  83. def setCardinalityThreshold(value: Int): SyntheticFeatureGenTransformer.this.type

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  84. def setDebugEnabled(value: Boolean): SyntheticFeatureGenTransformer.this.type

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

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

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    Attributes
    protected
    Definition Classes
    Params
  87. def setFeatureCol(value: String): SyntheticFeatureGenTransformer.this.type

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    Definition Classes
    HasFeatureColumn
  88. def setFieldsToIgnore(value: Array[String]): SyntheticFeatureGenTransformer.this.type

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    Definition Classes
    HasFieldsToIgnore
  89. def setKGroups(value: Int): SyntheticFeatureGenTransformer.this.type

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  90. def setKMeansDistanceMeasurement(value: String): SyntheticFeatureGenTransformer.this.type

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  91. def setKMeansMaxIter(value: Int): SyntheticFeatureGenTransformer.this.type

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  92. def setKMeansPredictionCol(value: String): SyntheticFeatureGenTransformer.this.type

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  93. def setKMeansSeed(value: Long): SyntheticFeatureGenTransformer.this.type

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  94. def setKMeansTolerance(value: Double): SyntheticFeatureGenTransformer.this.type

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  95. def setLabelBalanceMode(value: String): SyntheticFeatureGenTransformer.this.type

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  96. def setLabelColumn(value: String): SyntheticFeatureGenTransformer.this.type

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    Definition Classes
    HasLabelColumn
  97. def setLshHashTables(value: Int): SyntheticFeatureGenTransformer.this.type

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  98. def setLshOutputCol(value: String): SyntheticFeatureGenTransformer.this.type

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  99. def setLshSeed(value: Long): SyntheticFeatureGenTransformer.this.type

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  100. def setMinimumVectorCountToMutate(value: Int): SyntheticFeatureGenTransformer.this.type

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  101. def setMutationMode(value: String): SyntheticFeatureGenTransformer.this.type

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  102. def setMutationValue(value: Double): SyntheticFeatureGenTransformer.this.type

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  103. def setNumericRatio(value: Double): SyntheticFeatureGenTransformer.this.type

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  104. def setNumericTarget(value: Int): SyntheticFeatureGenTransformer.this.type

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  105. def setPipelineId(value: String): SyntheticFeatureGenTransformer.this.type

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    Definition Classes
    HasPipelineId
  106. def setQuorumCount(value: Int): SyntheticFeatureGenTransformer.this.type

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  107. def setSyntheticCol(value: String): SyntheticFeatureGenTransformer.this.type

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  108. def setVectorMutationMethod(value: String): SyntheticFeatureGenTransformer.this.type

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

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    Definition Classes
    AnyRef
  110. final val syntheticCol: Param[String]

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  111. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  112. 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
  113. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  115. 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
    SyntheticFeatureGenTransformerAbstractTransformer
  116. 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
  117. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  118. 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
    SyntheticFeatureGenTransformerAbstractTransformer
  119. val uid: String

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    Definition Classes
    SyntheticFeatureGenTransformer → Identifiable
  120. final val vectorMutationMethod: Param[String]

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  121. final def wait(): Unit

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

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

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

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from IsTrainingStage

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from HasFieldsToIgnore

Inherited from HasFeatureColumn

Inherited from HasLabelColumn

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