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, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, LIMEBase, ComplexParamsWritable, MLWritable, LIMEParams, HasPredictionCol, HasOutputCol, HasInputCol, Model[TextLIME], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. TextLIME
  2. BasicLogging
  3. Wrappable
  4. DotnetWrappable
  5. RWrappable
  6. PythonWrappable
  7. BaseWrappable
  8. LIMEBase
  9. ComplexParamsWritable
  10. MLWritable
  11. LIMEParams
  12. HasPredictionCol
  13. HasOutputCol
  14. HasInputCol
  15. Model
  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 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. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  19. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  34. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  35. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  36. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  37. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  38. def explainParams(): String
    Definition Classes
    Params
  39. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  40. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  41. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  42. val fitLassoUDF: UserDefinedFunction
    Attributes
    protected
    Definition Classes
    LIMEBase
  43. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  45. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  46. def getInputCol: String

    Definition Classes
    HasInputCol
  47. def getModel: Transformer
    Definition Classes
    LIMEParams
  48. def getNSamples: Int
    Definition Classes
    LIMEParams
  49. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  50. def getOutputCol: String

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

    The name of the input column

    The name of the input column

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

    The name of the output column

    The name of the output column

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

    Definition Classes
    HasInputCol
  140. def setModel(v: Transformer): TextLIME.this.type
    Definition Classes
    LIMEParams
  141. def setNSamples(v: Int): TextLIME.this.type
    Definition Classes
    LIMEParams
  142. def setOutputCol(value: String): TextLIME.this.type

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

Inherited from BasicLogging

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 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