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, DotnetWrappable, 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. DotnetWrappable
  6. RWrappable
  7. PythonWrappable
  8. BaseWrappable
  9. ICEFeatureParams
  10. HasNumSamples
  11. HasModel
  12. HasExplainTarget
  13. CanValidateSchema
  14. Transformer
  15. PipelineStage
  16. Logging
  17. Params
  18. Serializable
  19. Serializable
  20. Identifiable
  21. AnyRef
  22. 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: ICECategoricalFeaturesParam
    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. val dependenceNameCol: Param[String]
    Definition Classes
    ICEFeatureParams
  17. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  18. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  34. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  35. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  39. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  40. val featureKind: String
    Definition Classes
    ICEFeatureParams
  41. val featureNameCol: Param[String]
    Definition Classes
    ICEFeatureParams
  42. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  43. implicit val formats: DefaultFormats.type
    Definition Classes
    ICEFeatureParams
  44. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  45. def getCategoricalFeatures: Seq[ICECategoricalFeature]
    Definition Classes
    ICEFeatureParams
  46. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  47. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  48. def getDependenceNameCol: String
    Definition Classes
    ICEFeatureParams
  49. def getFeatureNameCol: String
    Definition Classes
    ICEFeatureParams
  50. def getKind: String
    Definition Classes
    ICEFeatureParams
  51. final def getModel: Transformer
    Definition Classes
    HasModel
  52. final def getNumSamples: Int
    Definition Classes
    HasNumSamples
  53. final def getNumSamplesOpt: Option[Int]
    Definition Classes
    HasNumSamples
  54. def getNumericFeatures: Seq[ICENumericFeature]
    Definition Classes
    ICEFeatureParams
  55. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  56. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  57. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  58. final def getTargetClasses: Array[Int]
    Definition Classes
    HasExplainTarget
  59. final def getTargetClassesCol: String
    Definition Classes
    HasExplainTarget
  60. final def getTargetCol: String
    Definition Classes
    HasExplainTarget
  61. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  62. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  63. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  64. val individualKind: String
    Definition Classes
    ICEFeatureParams
  65. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  66. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  67. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  68. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  69. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  70. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  71. val kind: Param[String]
    Definition Classes
    ICEFeatureParams
  72. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  73. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  77. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  80. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  85. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  86. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  87. final val model: TransformerParam
    Definition Classes
    HasModel
  88. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  89. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  90. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  91. final val numSamples: IntParam
    Definition Classes
    HasNumSamples
  92. val numericFeatures: ICENumericFeaturesParam
    Definition Classes
    ICEFeatureParams
  93. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  94. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  95. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  96. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  101. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    ICETransformer → PythonWrappable
  102. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  114. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  115. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  116. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  117. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  118. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  119. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  120. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  121. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  122. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  123. final def set(paramPair: ParamPair[_]): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  124. final def set(param: String, value: Any): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  125. final def set[T](param: Param[T], value: T): ICETransformer.this.type
    Definition Classes
    Params
  126. def setCategoricalFeatures(values: Seq[ICECategoricalFeature]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  127. def setCategoricalFeaturesPy(values: List[HashMap[String, Any]]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  128. final def setDefault(paramPairs: ParamPair[_]*): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  129. final def setDefault[T](param: Param[T], value: T): ICETransformer.this.type
    Attributes
    protected
    Definition Classes
    Params
  130. def setDependenceNameCol(value: String): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  131. def setFeatureNameCol(value: String): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  132. def setKind(value: String): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  133. final def setModel(v: Transformer): ICETransformer.this.type
    Definition Classes
    HasModel
  134. final def setNumSamples(value: Int): ICETransformer.this.type
    Definition Classes
    HasNumSamples
  135. def setNumericFeatures(values: Seq[ICENumericFeature]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  136. def setNumericFeaturesPy(values: List[HashMap[String, Any]]): ICETransformer.this.type
    Definition Classes
    ICEFeatureParams
  137. final def setTargetClasses(values: Array[Int]): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  138. final def setTargetClassesCol(value: String): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  139. final def setTargetCol(value: String): ICETransformer.this.type
    Definition Classes
    HasExplainTarget
  140. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  141. final val targetClasses: IntArrayParam
    Definition Classes
    HasExplainTarget
  142. final val targetClassesCol: Param[String]
    Definition Classes
    HasExplainTarget
  143. final val targetCol: Param[String]
    Definition Classes
    HasExplainTarget
  144. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  145. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  146. def transform(ds: Dataset[_]): DataFrame
    Definition Classes
    ICETransformer → Transformer
  147. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  148. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  149. def transformSchema(schema: StructType): StructType
    Definition Classes
    ICETransformer → PipelineStage
  150. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  151. val uid: String
    Definition Classes
    ICETransformer → Identifiable
  152. def validateSchema(inputSchema: StructType): Unit
    Attributes
    protected
    Definition Classes
    HasExplainTarget → CanValidateSchema
  153. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  154. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  155. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  156. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

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