Packages

class ImageLIME extends Transformer with LIMEBase with Wrappable with HasModifier with HasCellSize with BasicLogging

Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)

https://arxiv.org/pdf/1602.04938v1.pdf

Annotations
@deprecated
Deprecated

(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.ImageLIME'.

Linear Supertypes
BasicLogging, HasCellSize, HasModifier, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, LIMEBase, ComplexParamsWritable, MLWritable, LIMEParams, HasPredictionCol, HasOutputCol, HasInputCol, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. ImageLIME
  2. BasicLogging
  3. HasCellSize
  4. HasModifier
  5. Wrappable
  6. DotnetWrappable
  7. RWrappable
  8. PythonWrappable
  9. BaseWrappable
  10. LIMEBase
  11. ComplexParamsWritable
  12. MLWritable
  13. LIMEParams
  14. HasPredictionCol
  15. HasOutputCol
  16. HasInputCol
  17. Transformer
  18. PipelineStage
  19. Logging
  20. Params
  21. Serializable
  22. Serializable
  23. Identifiable
  24. AnyRef
  25. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new ImageLIME()
  2. new ImageLIME(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. def arrToMat(dvs: Seq[DenseVector]): DenseMatrix
    Attributes
    protected
    Definition Classes
    LIMEBase
  6. val arrToMatUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  7. def arrToVect(ds: Seq[Double]): DenseVector
    Attributes
    protected
    Definition Classes
    LIMEBase
  8. val arrToVectUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  9. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  10. val cellSize: DoubleParam
    Definition Classes
    HasCellSize
  11. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. final def clear(param: Param[_]): ImageLIME.this.type
    Definition Classes
    Params
  13. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  14. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  15. def copy(extra: ParamMap): Transformer
    Definition Classes
    ImageLIME → Transformer → PipelineStage → Params
  16. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  17. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  18. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  19. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  20. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  34. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  35. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  36. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  37. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  38. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  39. def explainParams(): String
    Definition Classes
    Params
  40. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  41. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  42. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  43. val fitLassoUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  44. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  45. def getCellSize: Double
    Definition Classes
    HasCellSize
  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 getInputCol: String

    Definition Classes
    HasInputCol
  49. def getModel: Transformer
    Definition Classes
    LIMEParams
  50. def getModifier: Double
    Definition Classes
    HasModifier
  51. def getNSamples: Int
    Definition Classes
    LIMEParams
  52. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  53. def getOutputCol: String

    Definition Classes
    HasOutputCol
  54. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  55. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  56. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  57. def getRegularization: Double
    Definition Classes
    LIMEParams
  58. val getSampleUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  59. def getSamples(n: Int): Seq[Seq[Boolean]]
    Attributes
    protected
    Definition Classes
    LIMEBase
  60. def getSamplingFraction: Double
    Definition Classes
    LIMEParams
  61. def getSuperpixelCol: String
  62. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  63. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  64. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  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. val inputCol: Param[String]

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol
  68. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  69. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  70. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  71. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  72. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  73. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  74. def logClass(): Unit
    Definition Classes
    BasicLogging
  75. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  77. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  80. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  81. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  84. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  85. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  86. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  87. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  88. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  89. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  90. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  91. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  92. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  93. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  94. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  95. val model: TransformerParam
    Definition Classes
    LIMEParams
  96. val modifier: DoubleParam
    Definition Classes
    HasModifier
  97. val nSamples: IntParam
    Definition Classes
    LIMEParams
  98. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  99. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  100. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  101. val outputCol: Param[String]

    The name of the output column

    The name of the output column

    Definition Classes
    HasOutputCol
  102. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  103. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  104. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  105. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  111. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  118. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  119. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  120. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  121. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  122. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  123. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  127. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  128. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  129. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  130. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  131. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  132. val regularization: DoubleParam
    Definition Classes
    LIMEParams
  133. val samplingFraction: DoubleParam
    Definition Classes
    LIMEParams
  134. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  135. final def set(paramPair: ParamPair[_]): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  136. final def set(param: String, value: Any): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  137. final def set[T](param: Param[T], value: T): ImageLIME.this.type
    Definition Classes
    Params
  138. def setCellSize(v: Double): ImageLIME.this.type
    Definition Classes
    HasCellSize
  139. final def setDefault(paramPairs: ParamPair[_]*): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  140. final def setDefault[T](param: Param[T], value: T): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  141. def setInputCol(value: String): ImageLIME.this.type

    Definition Classes
    HasInputCol
  142. def setModel(v: Transformer): ImageLIME.this.type
    Definition Classes
    LIMEParams
  143. def setModifier(v: Double): ImageLIME.this.type
    Definition Classes
    HasModifier
  144. def setNSamples(v: Int): ImageLIME.this.type
    Definition Classes
    LIMEParams
  145. def setOutputCol(value: String): ImageLIME.this.type

    Definition Classes
    HasOutputCol
  146. def setPredictionCol(v: String): ImageLIME.this.type
    Definition Classes
    LIMEParams
  147. def setRegularization(v: Double): ImageLIME.this.type
    Definition Classes
    LIMEParams
  148. def setSamplingFraction(d: Double): ImageLIME.this.type
    Definition Classes
    LIMEParams
  149. def setSuperpixelCol(v: String): ImageLIME.this.type
  150. val superpixelCol: Param[String]
  151. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  152. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  153. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  154. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    ImageLIME → Transformer
  155. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  156. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  157. def transformSchema(schema: StructType): StructType
    Definition Classes
    ImageLIME → PipelineStage
  158. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  159. val uid: String
    Definition Classes
    ImageLIME → BasicLogging → Identifiable
  160. val ver: String
    Definition Classes
    BasicLogging
  161. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  162. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  163. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  164. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from HasCellSize

Inherited from HasModifier

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from LIMEBase

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from LIMEParams

Inherited from HasPredictionCol

Inherited from HasOutputCol

Inherited from HasInputCol

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

getParam

param

setParam

Ungrouped