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, 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. RWrappable
  7. PythonWrappable
  8. BaseWrappable
  9. LIMEBase
  10. ComplexParamsWritable
  11. MLWritable
  12. LIMEParams
  13. HasPredictionCol
  14. HasOutputCol
  15. HasInputCol
  16. Transformer
  17. PipelineStage
  18. Logging
  19. Params
  20. Serializable
  21. Serializable
  22. Identifiable
  23. AnyRef
  24. 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. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  21. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  22. def explainParams(): String
    Definition Classes
    Params
  23. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  24. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  25. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  26. val fitLassoUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  27. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  28. def getCellSize: Double
    Definition Classes
    HasCellSize
  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 getInputCol: String

    Definition Classes
    HasInputCol
  32. def getModel: Transformer
    Definition Classes
    LIMEParams
  33. def getModifier: Double
    Definition Classes
    HasModifier
  34. def getNSamples: Int
    Definition Classes
    LIMEParams
  35. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  36. def getOutputCol: String

    Definition Classes
    HasOutputCol
  37. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  38. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  39. def getRegularization: Double
    Definition Classes
    LIMEParams
  40. val getSampleUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  41. def getSamples(n: Int): Seq[Seq[Boolean]]
    Attributes
    protected
    Definition Classes
    LIMEBase
  42. def getSamplingFraction: Double
    Definition Classes
    LIMEParams
  43. def getSuperpixelCol: String
  44. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  45. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  46. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  47. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  48. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  49. val inputCol: Param[String]

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol
  50. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  51. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  52. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  53. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  54. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  55. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  56. def logClass(): Unit
    Definition Classes
    BasicLogging
  57. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  58. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  59. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  60. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  61. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  62. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  63. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  64. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  65. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  66. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  67. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  69. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  70. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  71. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  72. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  73. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  75. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  76. val model: TransformerParam
    Definition Classes
    LIMEParams
  77. val modifier: DoubleParam
    Definition Classes
    HasModifier
  78. val nSamples: IntParam
    Definition Classes
    LIMEParams
  79. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  80. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  81. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  82. val outputCol: Param[String]

    The name of the output column

    The name of the output column

    Definition Classes
    HasOutputCol
  83. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  84. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  85. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  86. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  87. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  88. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  89. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  90. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  91. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  92. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  93. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  94. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  95. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  96. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  105. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  106. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  107. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  108. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  109. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  110. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  111. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  112. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  113. val regularization: DoubleParam
    Definition Classes
    LIMEParams
  114. val samplingFraction: DoubleParam
    Definition Classes
    LIMEParams
  115. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  116. final def set(paramPair: ParamPair[_]): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  117. final def set(param: String, value: Any): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  118. final def set[T](param: Param[T], value: T): ImageLIME.this.type
    Definition Classes
    Params
  119. def setCellSize(v: Double): ImageLIME.this.type
    Definition Classes
    HasCellSize
  120. final def setDefault(paramPairs: ParamPair[_]*): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  121. final def setDefault[T](param: Param[T], value: T): ImageLIME.this.type
    Attributes
    protected
    Definition Classes
    Params
  122. def setInputCol(value: String): ImageLIME.this.type

    Definition Classes
    HasInputCol
  123. def setModel(v: Transformer): ImageLIME.this.type
    Definition Classes
    LIMEParams
  124. def setModifier(v: Double): ImageLIME.this.type
    Definition Classes
    HasModifier
  125. def setNSamples(v: Int): ImageLIME.this.type
    Definition Classes
    LIMEParams
  126. def setOutputCol(value: String): ImageLIME.this.type

    Definition Classes
    HasOutputCol
  127. def setPredictionCol(v: String): ImageLIME.this.type
    Definition Classes
    LIMEParams
  128. def setRegularization(v: Double): ImageLIME.this.type
    Definition Classes
    LIMEParams
  129. def setSamplingFraction(d: Double): ImageLIME.this.type
    Definition Classes
    LIMEParams
  130. def setSuperpixelCol(v: String): ImageLIME.this.type
  131. val superpixelCol: Param[String]
  132. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  133. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  134. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    ImageLIME → Transformer
  135. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  136. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  137. def transformSchema(schema: StructType): StructType
    Definition Classes
    ImageLIME → PipelineStage
  138. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  139. val uid: String
    Definition Classes
    ImageLIME → BasicLogging → Identifiable
  140. val ver: String
    Definition Classes
    BasicLogging
  141. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  142. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  143. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  144. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from HasCellSize

Inherited from HasModifier

Inherited from Wrappable

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