abstract class LIMEBase extends Transformer with LocalExplainer with LIMEParams with Wrappable with SynapseMLLogging

Linear Supertypes
SynapseMLLogging, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, LIMEParams, HasMetricsCol, HasNumSamples, LocalExplainer, ComplexParamsWritable, MLWritable, HasModel, HasOutputCol, HasExplainTarget, CanValidateSchema, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
ImageLIME, TabularLIME, TextLIME, VectorLIME
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. LIMEBase
  2. SynapseMLLogging
  3. Wrappable
  4. DotnetWrappable
  5. RWrappable
  6. PythonWrappable
  7. BaseWrappable
  8. LIMEParams
  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
  1. Hide All
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new LIMEBase(uid: String)

Abstract Value Members

  1. abstract def createSamples(df: DataFrame, idCol: String, stateCol: String, distanceCol: 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[_]): LIMEBase.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  10. def copy(extra: ParamMap): Transformer
    Definition Classes
    LIMEBase → Transformer → PipelineStage → Params
  11. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  12. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  13. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. val distanceField: String
    Attributes
    protected
  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 getKernelWidth: Double
    Definition Classes
    LIMEParams
  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 getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  52. def getRegularization: Double
    Definition Classes
    LIMEParams
  53. def getSampleSchema(sampleType: DataType): DataType
    Attributes
    protected
  54. final def getTargetClasses: Array[Int]
    Definition Classes
    HasExplainTarget
  55. final def getTargetClassesCol: String
    Definition Classes
    HasExplainTarget
  56. final def getTargetCol: String
    Definition Classes
    HasExplainTarget
  57. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  58. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  59. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  60. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  61. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  62. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  63. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  64. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  65. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  66. val kernelWidth: DoubleParam
    Definition Classes
    LIMEParams
  67. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  68. def logBase(info: Map[String, String], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  69. def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  70. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  71. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  72. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  73. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  76. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  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 logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  83. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  84. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  85. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  86. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  87. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  88. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  89. final val metricsCol: Param[String]
    Definition Classes
    HasMetricsCol
  90. final val model: TransformerParam
    Definition Classes
    HasModel
  91. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  92. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  93. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  94. final val numSamples: IntParam
    Definition Classes
    HasNumSamples
  95. final val outputCol: Param[String]
    Definition Classes
    HasOutputCol
  96. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  97. def preprocess(df: DataFrame): DataFrame
    Attributes
    protected
    Definition Classes
    LocalExplainer
  98. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  99. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  105. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  118. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  119. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  120. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  121. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  122. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  123. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. val regularization: DoubleParam
    Definition Classes
    LIMEParams
  127. val sampleField: String
    Attributes
    protected
  128. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  129. final def set(paramPair: ParamPair[_]): LIMEBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  130. final def set(param: String, value: Any): LIMEBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  131. final def set[T](param: Param[T], value: T): LIMEBase.this.type
    Definition Classes
    Params
  132. final def setDefault(paramPairs: ParamPair[_]*): LIMEBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  133. final def setDefault[T](param: Param[T], value: T): LIMEBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  134. def setKernelWidth(v: Double): LIMEBase.this.type
    Definition Classes
    LIMEParams
  135. final def setMetricsCol(v: String): LIMEBase.this.type
    Definition Classes
    HasMetricsCol
  136. final def setModel(v: Transformer): LIMEBase.this.type
    Definition Classes
    HasModel
  137. final def setNumSamples(value: Int): LIMEBase.this.type
    Definition Classes
    HasNumSamples
  138. final def setOutputCol(value: String): LIMEBase.this.type
    Definition Classes
    LocalExplainer
  139. def setRegularization(v: Double): LIMEBase.this.type
    Definition Classes
    LIMEParams
  140. final def setTargetClasses(values: Array[Int]): LIMEBase.this.type
    Definition Classes
    HasExplainTarget
  141. final def setTargetClassesCol(value: String): LIMEBase.this.type
    Definition Classes
    HasExplainTarget
  142. final def setTargetCol(value: String): LIMEBase.this.type
    Definition Classes
    HasExplainTarget
  143. val stateField: String
    Attributes
    protected
  144. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  145. final val targetClasses: IntArrayParam
    Definition Classes
    HasExplainTarget
  146. final val targetClassesCol: Param[String]
    Definition Classes
    HasExplainTarget
  147. final val targetCol: Param[String]
    Definition Classes
    HasExplainTarget
  148. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  149. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  150. final def transform(instances: Dataset[_]): DataFrame
    Definition Classes
    LIMEBase → Transformer
  151. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  152. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  153. def transformSchema(schema: StructType): StructType
    Definition Classes
    LIMEBase → LocalExplainer → PipelineStage
  154. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  155. val uid: String
    Definition Classes
    LIMEBase → SynapseMLLogging → Identifiable
  156. def validateSchema(inputSchema: StructType): Unit
    Attributes
    protected
    Definition Classes
    HasMetricsCol → CanValidateSchema
  157. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  158. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  159. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  160. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from SynapseMLLogging

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from LIMEParams

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