Class/Object

com.microsoft.ml.spark.lime

ImageLIME

Related Docs: object ImageLIME | package lime

Permalink

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

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

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

Linear Supertypes
HasCellSize, HasModifier, Wrappable, HasAdditionalPythonMethods, 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. HasCellSize
  3. HasModifier
  4. Wrappable
  5. HasAdditionalPythonMethods
  6. LIMEBase
  7. ComplexParamsWritable
  8. MLWritable
  9. LIMEParams
  10. HasPredictionCol
  11. HasOutputCol
  12. HasInputCol
  13. Transformer
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new ImageLIME()

    Permalink

  2. new ImageLIME(uid: String)

    Permalink

Value Members

  1. final def !=(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  5. def additionalPythonMethods(): String

    Permalink
    Definition Classes
    HasAdditionalPythonMethods

  6. def arrToMat(dvs: Seq[DenseVector]): DenseMatrix

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  7. val arrToMatUDF: UserDefinedFunction

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  8. def arrToVect(ds: Seq[Double]): DenseVector

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  9. val arrToVectUDF: UserDefinedFunction

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  10. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  11. val cellSize: DoubleParam

    Permalink
    Definition Classes
    HasCellSize

  12. final def clear(param: Param[_]): ImageLIME.this.type

    Permalink
    Definition Classes
    Params

  13. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  14. def copy(extra: ParamMap): Transformer

    Permalink
    Definition Classes
    ImageLIME → Transformer → PipelineStage → Params

  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  16. final def defaultCopy[T <: Params](extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  17. final def eq(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef

  18. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  19. def explainParam(param: Param[_]): String

    Permalink
    Definition Classes
    Params

  20. def explainParams(): String

    Permalink
    Definition Classes
    Params

  21. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

  22. final def extractParamMap(extra: ParamMap): ParamMap

    Permalink
    Definition Classes
    Params

  23. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  24. val fitLassoUDF: UserDefinedFunction

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  25. final def get[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params

  26. def getCellSize: Double

    Permalink
    Definition Classes
    HasCellSize

  27. final def getClass(): Class[_]

    Permalink
    Definition Classes
    AnyRef → Any

  28. final def getDefault[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params

  29. def getInputCol: String

    Permalink

    Definition Classes
    HasInputCol

  30. def getModel: Transformer

    Permalink
    Definition Classes
    LIMEParams

  31. def getModifier: Double

    Permalink
    Definition Classes
    HasModifier

  32. def getNSamples: Int

    Permalink
    Definition Classes
    LIMEParams

  33. final def getOrDefault[T](param: Param[T]): T

    Permalink
    Definition Classes
    Params

  34. def getOutputCol: String

    Permalink

    Definition Classes
    HasOutputCol

  35. def getParam(paramName: String): Param[Any]

    Permalink
    Definition Classes
    Params

  36. final def getPredictionCol: String

    Permalink
    Definition Classes
    HasPredictionCol

  37. def getRegularization: Double

    Permalink
    Definition Classes
    LIMEParams

  38. val getSampleUDF: UserDefinedFunction

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  39. def getSamples(n: Int): Seq[Seq[Boolean]]

    Permalink
    Attributes
    protected
    Definition Classes
    LIMEBase

  40. def getSamplingFraction: Double

    Permalink
    Definition Classes
    LIMEParams

  41. def getSuperpixelCol: String

    Permalink

  42. final def hasDefault[T](param: Param[T]): Boolean

    Permalink
    Definition Classes
    Params

  43. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    Params

  44. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  45. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  46. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  47. val inputCol: Param[String]

    Permalink

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol

  48. final def isDefined(param: Param[_]): Boolean

    Permalink
    Definition Classes
    Params

  49. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

  50. final def isSet(param: Param[_]): Boolean

    Permalink
    Definition Classes
    Params

  51. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  52. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  53. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  54. def logDebug(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  55. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  56. def logError(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  57. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  58. def logInfo(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  59. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  60. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  61. def logTrace(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  62. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  63. def logWarning(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  64. val model: TransformerParam

    Permalink
    Definition Classes
    LIMEParams

  65. val modifier: DoubleParam

    Permalink
    Definition Classes
    HasModifier

  66. val nSamples: IntParam

    Permalink
    Definition Classes
    LIMEParams

  67. final def ne(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef

  68. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  69. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  70. val outputCol: Param[String]

    Permalink

    The name of the output column

    The name of the output column

    Definition Classes
    HasOutputCol

  71. lazy val params: Array[Param[_]]

    Permalink
    Definition Classes
    Params

  72. final val predictionCol: Param[String]

    Permalink
    Definition Classes
    HasPredictionCol

  73. val regularization: DoubleParam

    Permalink
    Definition Classes
    LIMEParams

  74. val samplingFraction: DoubleParam

    Permalink
    Definition Classes
    LIMEParams

  75. def save(path: String): Unit

    Permalink
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  76. final def set(paramPair: ParamPair[_]): ImageLIME.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  77. final def set(param: String, value: Any): ImageLIME.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  78. final def set[T](param: Param[T], value: T): ImageLIME.this.type

    Permalink
    Definition Classes
    Params

  79. def setCellSize(v: Double): ImageLIME.this.type

    Permalink
    Definition Classes
    HasCellSize

  80. final def setDefault(paramPairs: ParamPair[_]*): ImageLIME.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  81. final def setDefault[T](param: Param[T], value: T): ImageLIME.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  82. def setInputCol(value: String): ImageLIME.this.type

    Permalink

    Definition Classes
    HasInputCol

  83. def setModel(v: Transformer): ImageLIME.this.type

    Permalink
    Definition Classes
    LIMEParams

  84. def setModifier(v: Double): ImageLIME.this.type

    Permalink
    Definition Classes
    HasModifier

  85. def setNSamples(v: Int): ImageLIME.this.type

    Permalink
    Definition Classes
    LIMEParams

  86. def setOutputCol(value: String): ImageLIME.this.type

    Permalink

    Definition Classes
    HasOutputCol

  87. def setPredictionCol(v: String): ImageLIME.this.type

    Permalink
    Definition Classes
    LIMEParams

  88. def setRegularization(v: Double): ImageLIME.this.type

    Permalink
    Definition Classes
    LIMEParams

  89. def setSamplingFraction(d: Double): ImageLIME.this.type

    Permalink
    Definition Classes
    LIMEParams

  90. def setSuperpixelCol(v: String): ImageLIME.this.type

    Permalink

  91. val superpixelCol: Param[String]

    Permalink

  92. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef

  93. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  94. def transform(dataset: Dataset[_]): DataFrame

    Permalink
    Definition Classes
    ImageLIME → Transformer

  95. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )

  96. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()

  97. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    ImageLIME → PipelineStage

  98. def transformSchema(schema: StructType, logging: Boolean): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  99. val uid: String

    Permalink
    Definition Classes
    ImageLIME → Identifiable

  100. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  101. final def wait(arg0: Long, arg1: Int): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  102. final def wait(arg0: Long): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  103. def write: MLWriter

    Permalink
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from HasCellSize

Inherited from HasModifier

Inherited from Wrappable

Inherited from HasAdditionalPythonMethods

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