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

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

Inherited from SynapseMLLogging

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