abstract class KernelSHAPBase extends Transformer with LocalExplainer with KernelSHAPParams with Wrappable with BasicLogging

Linear Supertypes
BasicLogging, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, KernelSHAPParams, HasMetricsCol, HasNumSamples, LocalExplainer, ComplexParamsWritable, MLWritable, HasModel, HasOutputCol, HasExplainTarget, CanValidateSchema, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
ImageSHAP, TabularSHAP, TextSHAP, VectorSHAP
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. KernelSHAPBase
  2. BasicLogging
  3. Wrappable
  4. DotnetWrappable
  5. RWrappable
  6. PythonWrappable
  7. BaseWrappable
  8. KernelSHAPParams
  9. HasMetricsCol
  10. HasNumSamples
  11. LocalExplainer
  12. ComplexParamsWritable
  13. MLWritable
  14. HasModel
  15. HasOutputCol
  16. HasExplainTarget
  17. CanValidateSchema
  18. Transformer
  19. PipelineStage
  20. Logging
  21. Params
  22. Serializable
  23. Serializable
  24. Identifiable
  25. AnyRef
  26. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new KernelSHAPBase(uid: String)

Abstract Value Members

  1. abstract def createSamples(df: DataFrame, idCol: String, coalitionCol: String, weightCol: String, targetClassesCol: String): DataFrame
    Attributes
    protected

Concrete 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. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  7. final def clear(param: Param[_]): KernelSHAPBase.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. val coalitionField: String
    Attributes
    protected
  10. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  11. def copy(extra: ParamMap): Transformer
    Definition Classes
    KernelSHAPBase → Transformer → PipelineStage → Params
  12. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  13. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  14. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  15. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  16. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  17. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  33. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  34. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  35. def explainParams(): String
    Definition Classes
    Params
  36. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  37. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  38. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  39. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  40. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  41. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  42. def getInfWeight: Double
    Definition Classes
    KernelSHAPParams
  43. final def getMetricsCol: String
    Definition Classes
    HasMetricsCol
  44. final def getModel: Transformer
    Definition Classes
    HasModel
  45. final def getNumSamples: Int
    Definition Classes
    HasNumSamples
  46. final def getNumSamplesOpt: Option[Int]
    Definition Classes
    HasNumSamples
  47. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  48. final def getOutputCol: String
    Definition Classes
    HasOutputCol
  49. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  50. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  51. def getSampleSchema(sampleType: DataType): DataType
    Attributes
    protected
  52. final def getTargetClasses: Array[Int]
    Definition Classes
    HasExplainTarget
  53. final def getTargetClassesCol: String
    Definition Classes
    HasExplainTarget
  54. final def getTargetCol: String
    Definition Classes
    HasExplainTarget
  55. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  56. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  57. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  58. val infWeight: DoubleParam
    Definition Classes
    KernelSHAPParams
  59. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  60. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  61. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  62. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  63. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  64. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  65. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  66. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  67. def logClass(): Unit
    Definition Classes
    BasicLogging
  68. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  69. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  70. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  72. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  73. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  74. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  77. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  78. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  81. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  82. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  83. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  85. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  86. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  87. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  88. final val metricsCol: Param[String]
    Definition Classes
    HasMetricsCol
  89. final val model: TransformerParam
    Definition Classes
    HasModel
  90. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  91. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  92. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  93. final val numSamples: IntParam
    Definition Classes
    HasNumSamples
  94. final val outputCol: Param[String]
    Definition Classes
    HasOutputCol
  95. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  96. def preprocess(df: DataFrame): DataFrame
    Attributes
    protected
    Definition Classes
    LocalExplainer
  97. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  98. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  104. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  117. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  118. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  119. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  120. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  121. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  122. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  123. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. val sampleField: String
    Attributes
    protected
  126. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  127. final def set(paramPair: ParamPair[_]): KernelSHAPBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  128. final def set(param: String, value: Any): KernelSHAPBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  129. final def set[T](param: Param[T], value: T): KernelSHAPBase.this.type
    Definition Classes
    Params
  130. final def setDefault(paramPairs: ParamPair[_]*): KernelSHAPBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  131. final def setDefault[T](param: Param[T], value: T): KernelSHAPBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  132. def setInfWeight(value: Double): KernelSHAPBase.this.type
    Definition Classes
    KernelSHAPParams
  133. final def setMetricsCol(v: String): KernelSHAPBase.this.type
    Definition Classes
    HasMetricsCol
  134. final def setModel(v: Transformer): KernelSHAPBase.this.type
    Definition Classes
    HasModel
  135. final def setNumSamples(value: Int): KernelSHAPBase.this.type
    Definition Classes
    HasNumSamples
  136. final def setOutputCol(value: String): KernelSHAPBase.this.type
    Definition Classes
    LocalExplainer
  137. final def setTargetClasses(values: Array[Int]): KernelSHAPBase.this.type
    Definition Classes
    HasExplainTarget
  138. final def setTargetClassesCol(value: String): KernelSHAPBase.this.type
    Definition Classes
    HasExplainTarget
  139. final def setTargetCol(value: String): KernelSHAPBase.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(instances: Dataset[_]): DataFrame
    Definition Classes
    KernelSHAPBase → 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
    KernelSHAPBase → LocalExplainer → PipelineStage
  150. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  151. val uid: String
    Definition Classes
    KernelSHAPBase → BasicLogging → Identifiable
  152. def validateSchema(inputSchema: StructType): Unit
    Attributes
    protected
    Definition Classes
    HasMetricsCol → CanValidateSchema
  153. val ver: String
    Definition Classes
    BasicLogging
  154. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  155. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  156. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  157. val weightField: String
    Attributes
    protected
  158. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from KernelSHAPParams

Inherited from HasMetricsCol

Inherited from HasNumSamples

Inherited from LocalExplainer

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from HasModel

Inherited from HasOutputCol

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