class ICETransformer extends Transformer with HasExplainTarget with HasModel with ICEFeatureParams with Wrappable with ComplexParamsWritable

ICETransformer displays the model dependence on specified features with the given dataframe as background dataset. It supports 2 types of plots: individual - dependence per instance and average - across all the samples in the dataset. Note: This transformer only supports one-way dependence plot.

Annotations
@Experimental()
Linear Supertypes
ComplexParamsWritable, MLWritable, Wrappable, RWrappable, PythonWrappable, BaseWrappable, ICEFeatureParams, HasNumSamples, HasModel, HasExplainTarget, CanValidateSchema, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. ICETransformer
  2. ComplexParamsWritable
  3. MLWritable
  4. Wrappable
  5. RWrappable
  6. PythonWrappable
  7. BaseWrappable
  8. ICEFeatureParams
  9. HasNumSamples
  10. HasModel
  11. HasExplainTarget
  12. CanValidateSchema
  13. Transformer
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new ICETransformer()
  2. new ICETransformer(uid: String)

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val averageKind: String
    Definition Classes
    ICEFeatureParams
  7. val categoricalFeatures: TypedArrayParam[ICECategoricalFeature]
    Definition Classes
    ICEFeatureParams
  8. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  9. final def clear(param: Param[_]): ICETransformer.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. def copy(extra: ParamMap): Transformer
    Definition Classes
    ICETransformer → Transformer → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  15. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  17. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  18. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  19. def explainParams(): String
    Definition Classes
    Params
  20. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  21. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  22. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  23. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  24. def getCategoricalFeatures: Seq[ICECategoricalFeature]
    Definition Classes
    ICEFeatureParams
  25. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  26. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  27. def getKind: String
    Definition Classes
    ICEFeatureParams
  28. final def getModel: Transformer
    Definition Classes
    HasModel
  29. final def getNumSamples: Int
    Definition Classes
    HasNumSamples
  30. final def getNumSamplesOpt: Option[Int]
    Definition Classes
    HasNumSamples
  31. def getNumericFeatures: Seq[ICENumericFeature]
    Definition Classes
    ICEFeatureParams
  32. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  33. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  34. final def getTargetClasses: Array[Int]
    Definition Classes
    HasExplainTarget
  35. final def getTargetClassesCol: String
    Definition Classes
    HasExplainTarget
  36. final def getTargetCol: String
    Definition Classes
    HasExplainTarget
  37. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  38. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  39. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  40. val individualKind: String
    Definition Classes
    ICEFeatureParams
  41. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  42. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  43. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  44. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  45. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  46. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  47. val kind: Param[String]
    Definition Classes
    ICEFeatureParams
  48. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  49. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  50. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  51. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  52. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  53. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  54. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  55. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  56. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  57. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  58. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  59. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  60. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  61. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  62. final val model: TransformerParam
    Definition Classes
    HasModel
  63. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  64. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  65. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  66. final val numSamples: IntParam
    Definition Classes
    HasNumSamples
  67. val numericFeatures: TypedArrayParam[ICENumericFeature]
    Definition Classes
    ICEFeatureParams
  68. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  69. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  70. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  71. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  72. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  73. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  74. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  75. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  76. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    ICETransformer → PythonWrappable
  77. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  78. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  79. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  80. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  81. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  82. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  83. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  84. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  85. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  86. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  87. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  88. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  89. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  90. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  91. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  92. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  93. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  94. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  95. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  96. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  97. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  98. final def set(paramPair: ParamPair[_]): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  99. final def set(param: String, value: Any): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  100. final def set[T](param: Param[T], value: T): ICETransformer.this.type
    Definition Classes
    Params
  101. def setCategoricalFeatures(values: Seq[ICECategoricalFeature]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  102. def setCategoricalFeaturesPy(values: List[HashMap[String, Any]]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  103. final def setDefault(paramPairs: ParamPair[_]*): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  104. final def setDefault[T](param: Param[T], value: T): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  105. def setKind(value: String): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  106. final def setModel(v: Transformer): ICETransformer.this.type
    Definition Classes
    HasModel
  107. final def setNumSamples(value: Int): ICETransformer.this.type
    Definition Classes
    HasNumSamples
  108. def setNumericFeatures(values: Seq[ICENumericFeature]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  109. def setNumericFeaturesPy(values: List[HashMap[String, Any]]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  110. final def setTargetClasses(values: Array[Int]): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  111. final def setTargetClassesCol(value: String): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  112. final def setTargetCol(value: String): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  113. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  114. final val targetClasses: IntArrayParam
    Definition Classes
    HasExplainTarget
  115. final val targetClassesCol: Param[String]
    Definition Classes
    HasExplainTarget
  116. final val targetCol: Param[String]
    Definition Classes
    HasExplainTarget
  117. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  118. def transform(ds: Dataset[_]): DataFrame
    Definition Classes
    ICETransformer → Transformer
  119. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  120. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  121. def transformSchema(schema: StructType): StructType
    Definition Classes
    ICETransformer → PipelineStage
  122. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  123. val uid: String
    Definition Classes
    ICETransformer → Identifiable
  124. def validateSchema(inputSchema: StructType): Unit
    Attributes
    protected
    Definition Classes
    HasExplainTarget → CanValidateSchema
  125. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  126. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  127. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  128. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from ICEFeatureParams

Inherited from HasNumSamples

Inherited from HasModel

Inherited from HasExplainTarget

Inherited from CanValidateSchema

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