Class/Object

com.johnsnowlabs.nlp.annotators.assertion.logreg

AssertionLogRegApproach

Related Docs: object AssertionLogRegApproach | package logreg

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class AssertionLogRegApproach extends AnnotatorApproach[AssertionLogRegModel] with Windowing with Licensed

Linear Supertypes
Licensed, Windowing, AnnotatorApproach[AssertionLogRegModel], CanBeLazy, DefaultParamsWritable, MLWritable, HasOutputAnnotatorType, HasOutputAnnotationCol, HasInputAnnotationCols, Estimator[AssertionLogRegModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. AssertionLogRegApproach
  2. Licensed
  3. Windowing
  4. AnnotatorApproach
  5. CanBeLazy
  6. DefaultParamsWritable
  7. MLWritable
  8. HasOutputAnnotatorType
  9. HasOutputAnnotationCol
  10. HasInputAnnotationCols
  11. Estimator
  12. PipelineStage
  13. Logging
  14. Params
  15. Serializable
  16. Serializable
  17. Identifiable
  18. AnyRef
  19. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new AssertionLogRegApproach()

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  2. new AssertionLogRegApproach(uid: String)

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Type Members

  1. type AnnotatorType = String

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    Definition Classes
    HasOutputAnnotatorType

  2. case class VectorizedChunk(vector: Vector, begin: Int, end: Int, sentenceId: Int, chunkId: Int) extends Product with Serializable

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    Attributes
    protected
    Definition Classes
    Windowing

Value Members

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

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    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    AnyRef → Any

  5. def _fit(dataset: Dataset[_], recursiveStages: Option[PipelineModel]): AssertionLogRegModel

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    Attributes
    protected
    Definition Classes
    AnnotatorApproach

  6. lazy val after: Int

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    Definition Classes
    AssertionLogRegApproach → Windowing

  7. val afterParam: IntParam

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    Amount of tokens from the context after the target

  8. def applyWindow(tokenizedSentence: WordpieceEmbeddingsSentence, s: Int, e: Int, embeddingsDim: Int): Array[Double]

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    Definition Classes
    Windowing

  9. def applyWindowContext(tokenizedSentence: WordpieceEmbeddingsSentence, s: Int, e: Int, embeddingsDim: Int): (Array[Array[Float]], Array[Array[Float]], Array[Array[Float]])

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    Definition Classes
    Windowing

  10. def applyWindowUdf(embeddingsDim: Int): UserDefinedFunction

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    Definition Classes
    Windowing

  11. def applyWindowUdfChunk(embeddingsDim: Int): UserDefinedFunction

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    Definition Classes
    Windowing

  12. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  13. lazy val before: Int

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    Definition Classes
    AssertionLogRegApproach → Windowing

  14. val beforeParam: IntParam

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    Amount of tokens from the context before the target

  15. def beforeTraining(spark: SparkSession): Unit

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    Definition Classes
    AnnotatorApproach

  16. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols

  17. final def clear(param: Param[_]): AssertionLogRegApproach.this.type

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    Definition Classes
    Params

  18. def clone(): AnyRef

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

  19. final def copy(extra: ParamMap): Estimator[AssertionLogRegModel]

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    Definition Classes
    AnnotatorApproach → Estimator → PipelineStage → Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  22. val description: String

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    Definition Classes
    AssertionLogRegApproach → AnnotatorApproach

  23. val eNetParam: DoubleParam

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    Elastic net parameter

  24. val endCol: Param[String]

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    Column that contains the token number for the end of the target

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

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    Definition Classes
    AnyRef

  26. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  28. def explainParams(): String

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    Definition Classes
    Params

  29. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  31. def finalize(): Unit

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

  32. final def fit(dataset: Dataset[_]): AssertionLogRegModel

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    Definition Classes
    AnnotatorApproach → Estimator

  33. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[AssertionLogRegModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  34. def fit(dataset: Dataset[_], paramMap: ParamMap): AssertionLogRegModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  35. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): AssertionLogRegModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

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

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    Definition Classes
    Params

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

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  39. def getInputCols: Array[String]

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    Definition Classes
    HasInputAnnotationCols

  40. def getLazyAnnotator: Boolean

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    Definition Classes
    CanBeLazy

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

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    Definition Classes
    Params

  42. final def getOutputCol: String

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    Definition Classes
    HasOutputAnnotationCol

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  45. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  46. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    Logging

  48. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  49. val inputAnnotatorTypes: Array[String]

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    Definition Classes
    AssertionLogRegApproach → HasInputAnnotationCols

  50. final val inputCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols

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

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    Definition Classes
    Params

  52. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  54. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  55. def l2norm(xs: Array[Double]): Double

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    Definition Classes
    Windowing

  56. val label: Param[String]

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    Column with one label per document

  57. val lazyAnnotator: BooleanParam

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    Definition Classes
    CanBeLazy

  58. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  65. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  70. val maxIter: IntParam

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    Max number of iterations for algorithm

  71. def msgHelper(schema: StructType): String

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols

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

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    Definition Classes
    AnyRef

  73. def normalize(vec: Array[Double]): Array[Double]

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    Definition Classes
    Windowing

  74. final def notify(): Unit

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    Definition Classes
    AnyRef

  75. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  76. def onTrained(model: AssertionLogRegModel, spark: SparkSession): Unit

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    Definition Classes
    AnnotatorApproach

  77. val outputAnnotatorType: AnnotatorType

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    Definition Classes
    AssertionLogRegApproach → HasOutputAnnotatorType

  78. final val outputCol: Param[String]

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    Attributes
    protected
    Definition Classes
    HasOutputAnnotationCol

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

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    Definition Classes
    Params

  80. val regParam: DoubleParam

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    Regularization parameter

  81. def save(path: String): Unit

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

  82. final def set(paramPair: ParamPair[_]): AssertionLogRegApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params

  83. final def set(param: String, value: Any): AssertionLogRegApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

  85. def setAfter(a: Int): AssertionLogRegApproach.this.type

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  86. def setBefore(b: Int): AssertionLogRegApproach.this.type

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  87. final def setDefault(paramPairs: ParamPair[_]*): AssertionLogRegApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

  89. def setEndCol(end: String): AssertionLogRegApproach.this.type

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  90. def setEnet(enet: Double): AssertionLogRegApproach.this.type

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  91. final def setInputCols(value: String*): AssertionLogRegApproach.this.type

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    Definition Classes
    HasInputAnnotationCols

  92. final def setInputCols(value: Array[String]): AssertionLogRegApproach.this.type

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    Definition Classes
    HasInputAnnotationCols

  93. def setLabelCol(label: String): AssertionLogRegApproach.this.type

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  94. def setLazyAnnotator(value: Boolean): AssertionLogRegApproach.this.type

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    Definition Classes
    CanBeLazy

  95. def setMaxIter(max: Int): AssertionLogRegApproach.this.type

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  96. final def setOutputCol(value: String): AssertionLogRegApproach.this.type

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    Definition Classes
    HasOutputAnnotationCol

  97. def setReg(lambda: Double): AssertionLogRegApproach.this.type

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  98. def setStartCol(start: String): AssertionLogRegApproach.this.type

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  99. val startCol: Param[String]

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    Column that contains the token number for the start of the target

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

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    Definition Classes
    AnyRef

  101. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  102. def tokenIndexToChunkIndex(doc: Array[TokenPieceEmbeddings], start: Int, end: Int): (Int, Int)

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    Definition Classes
    Windowing

  103. def train(dataset: Dataset[_], recursivePipeline: Option[PipelineModel] = None): AssertionLogRegModel

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    Definition Classes
    AssertionLogRegApproach → AnnotatorApproach

  104. final def transformSchema(schema: StructType): StructType

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    Definition Classes
    AnnotatorApproach → PipelineStage

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  106. val uid: String

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    Definition Classes
    AssertionLogRegApproach → Identifiable

  107. def validate(schema: StructType): Boolean

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    Attributes
    protected
    Definition Classes
    AnnotatorApproach

  108. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  111. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from Licensed

Inherited from Windowing

Inherited from AnnotatorApproach[AssertionLogRegModel]

Inherited from CanBeLazy

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from HasOutputAnnotatorType

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from Estimator[AssertionLogRegModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped