Packages

class TextLIME extends Model[TextLIME] with LIMEBase with Wrappable 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.TextLIME'.

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

Instance Constructors

  1. new TextLIME()
  2. new TextLIME(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. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  11. final def clear(param: Param[_]): TextLIME.this.type
    Definition Classes
    Params
  12. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  13. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  14. def copy(extra: ParamMap): TextLIME
    Definition Classes
    TextLIME → Model → Transformer → PipelineStage → Params
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  17. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  18. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  19. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  20. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  21. def explainParams(): String
    Definition Classes
    Params
  22. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  23. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  24. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  25. val fitLassoUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  26. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  27. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  28. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  29. def getInputCol: String

    Definition Classes
    HasInputCol
  30. def getModel: Transformer
    Definition Classes
    LIMEParams
  31. def getNSamples: Int
    Definition Classes
    LIMEParams
  32. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  33. def getOutputCol: String

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

    The name of the input column

    The name of the input column

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

    The name of the output column

    The name of the output column

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

    Definition Classes
    HasInputCol
  121. def setModel(v: Transformer): TextLIME.this.type
    Definition Classes
    LIMEParams
  122. def setNSamples(v: Int): TextLIME.this.type
    Definition Classes
    LIMEParams
  123. def setOutputCol(value: String): TextLIME.this.type

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

Inherited from BasicLogging

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 Model[TextLIME]

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