Class

com.johnsnowlabs.nlp.annotators.classifier.dl

SentimentDLApproach

Related Doc: package dl

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class SentimentDLApproach extends AnnotatorApproach[SentimentDLModel] with ParamsAndFeaturesWritable

Linear Supertypes
ParamsAndFeaturesWritable, HasFeatures, AnnotatorApproach[SentimentDLModel], CanBeLazy, DefaultParamsWritable, MLWritable, HasOutputAnnotatorType, HasOutputAnnotationCol, HasInputAnnotationCols, Estimator[SentimentDLModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SentimentDLApproach
  2. ParamsAndFeaturesWritable
  3. HasFeatures
  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 SentimentDLApproach()

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  2. new SentimentDLApproach(uid: String)

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Type Members

  1. type AnnotatorType = String

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    Definition Classes
    HasOutputAnnotatorType

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. def $$[T](feature: StructFeature[T]): T

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    Attributes
    protected
    Definition Classes
    HasFeatures
  5. def $$[K, V](feature: MapFeature[K, V]): Map[K, V]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  6. def $$[T](feature: SetFeature[T]): Set[T]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  7. def $$[T](feature: ArrayFeature[T]): Array[T]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  8. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  9. def _fit(dataset: Dataset[_], recursiveStages: Option[PipelineModel]): SentimentDLModel

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    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  10. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  11. val batchSize: IntParam

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  12. def beforeTraining(spark: SparkSession): Unit

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    Definition Classes
    SentimentDLApproachAnnotatorApproach
  13. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  14. final def clear(param: Param[_]): SentimentDLApproach.this.type

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    Definition Classes
    Params
  15. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  16. val configProtoBytes: IntArrayParam

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  17. final def copy(extra: ParamMap): Estimator[SentimentDLModel]

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    Definition Classes
    AnnotatorApproach → Estimator → PipelineStage → Params
  18. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  19. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  20. val description: String

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    Definition Classes
    SentimentDLApproachAnnotatorApproach
  21. val dropout: FloatParam

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  22. val enableOutputLogs: BooleanParam

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

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    Definition Classes
    AnyRef
  24. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  25. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  26. def explainParams(): String

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    Definition Classes
    Params
  27. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  28. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  29. val features: ArrayBuffer[Feature[_, _, _]]

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    Definition Classes
    HasFeatures
  30. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  31. final def fit(dataset: Dataset[_]): SentimentDLModel

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    Definition Classes
    AnnotatorApproach → Estimator
  32. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[SentimentDLModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  33. def fit(dataset: Dataset[_], paramMap: ParamMap): SentimentDLModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  34. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): SentimentDLModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  35. def get[T](feature: StructFeature[T]): Option[T]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  36. def get[K, V](feature: MapFeature[K, V]): Option[Map[K, V]]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  37. def get[T](feature: SetFeature[T]): Option[Set[T]]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  38. def get[T](feature: ArrayFeature[T]): Option[Array[T]]

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    Attributes
    protected
    Definition Classes
    HasFeatures
  39. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  40. def getBatchSize: Int

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

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    Definition Classes
    AnyRef → Any
  42. def getConfigProtoBytes: Option[Array[Byte]]

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

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    Definition Classes
    Params
  44. def getDropout: Float

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  45. def getEnableOutputLogs: Boolean

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  46. def getInputCols: Array[String]

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    returns

    input annotations columns currently used

    Definition Classes
    HasInputAnnotationCols
  47. def getLabelColumn: String

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  48. def getLazyAnnotator: Boolean

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    Definition Classes
    CanBeLazy
  49. def getLr: Float

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  50. def getMaxEpochs: Int

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

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    Definition Classes
    Params
  52. final def getOutputCol: String

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    Gets annotation column name going to generate

    Gets annotation column name going to generate

    Definition Classes
    HasOutputAnnotationCol
  53. def getOutputLogsPath: String

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

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    Definition Classes
    Params
  55. def getThreshold: Float

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  56. def getThresholdLabel: String

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  57. def getValidationSplit: Float

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

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    Definition Classes
    Params
  59. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  60. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  61. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  62. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  63. val inputAnnotatorTypes: Array[AnnotatorType]

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    Annotator reference id.

    Annotator reference id. Used to identify elements in metadata or to refer to this annotator type

    Definition Classes
    SentimentDLApproachHasInputAnnotationCols
  64. final val inputCols: StringArrayParam

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    columns that contain annotations necessary to run this annotator AnnotatorType is used both as input and output columns if not specified

    columns that contain annotations necessary to run this annotator AnnotatorType is used both as input and output columns if not specified

    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  65. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  66. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  67. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  68. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  69. val labelColumn: Param[String]

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  70. val lazyAnnotator: BooleanParam

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    Definition Classes
    CanBeLazy
  71. def loadSavedModel(): TensorflowWrapper

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  72. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  73. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  74. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  75. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  76. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  77. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  78. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  79. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging
  80. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  81. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  82. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  83. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  84. val lr: FloatParam

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  85. val maxEpochs: IntParam

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  86. def msgHelper(schema: StructType): String

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  87. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  88. final def notify(): Unit

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    Definition Classes
    AnyRef
  89. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  90. def onTrained(model: SentimentDLModel, spark: SparkSession): Unit

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    Definition Classes
    AnnotatorApproach
  91. def onWrite(path: String, spark: SparkSession): Unit

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    Attributes
    protected
    Definition Classes
    ParamsAndFeaturesWritable
  92. val outputAnnotatorType: String

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  93. final val outputCol: Param[String]

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    Attributes
    protected
    Definition Classes
    HasOutputAnnotationCol
  94. val outputLogsPath: Param[String]

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

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    Definition Classes
    Params
  96. val randomSeed: IntParam

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  97. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  98. def set[T](feature: StructFeature[T], value: T): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  99. def set[K, V](feature: MapFeature[K, V], value: Map[K, V]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  100. def set[T](feature: SetFeature[T], value: Set[T]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  101. def set[T](feature: ArrayFeature[T], value: Array[T]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  102. final def set(paramPair: ParamPair[_]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params
  103. final def set(param: String, value: Any): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params
  104. final def set[T](param: Param[T], value: T): SentimentDLApproach.this.type

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    Definition Classes
    Params
  105. def setBatchSize(batch: Int): SentimentDLApproach.this.type

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  106. def setConfigProtoBytes(bytes: Array[Int]): SentimentDLApproach.this.type

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  107. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  108. def setDefault[K, V](feature: MapFeature[K, V], value: () ⇒ Map[K, V]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  109. def setDefault[T](feature: SetFeature[T], value: () ⇒ Set[T]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  110. def setDefault[T](feature: ArrayFeature[T], value: () ⇒ Array[T]): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  111. final def setDefault(paramPairs: ParamPair[_]*): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params
  112. final def setDefault[T](param: Param[T], value: T): SentimentDLApproach.this.type

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    Attributes
    protected
    Definition Classes
    Params
  113. def setDropout(dropout: Float): SentimentDLApproach.this.type

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  114. def setEnableOutputLogs(enableOutputLogs: Boolean): SentimentDLApproach.this.type

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  115. final def setInputCols(value: String*): SentimentDLApproach.this.type

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    Definition Classes
    HasInputAnnotationCols
  116. final def setInputCols(value: Array[String]): SentimentDLApproach.this.type

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    Overrides required annotators column if different than default

    Overrides required annotators column if different than default

    Definition Classes
    HasInputAnnotationCols
  117. def setLabelColumn(column: String): SentimentDLApproach.this.type

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  118. def setLazyAnnotator(value: Boolean): SentimentDLApproach.this.type

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    Definition Classes
    CanBeLazy
  119. def setLr(lr: Float): SentimentDLApproach.this.type

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  120. def setMaxEpochs(epochs: Int): SentimentDLApproach.this.type

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  121. final def setOutputCol(value: String): SentimentDLApproach.this.type

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    Overrides annotation column name when transforming

    Overrides annotation column name when transforming

    Definition Classes
    HasOutputAnnotationCol
  122. def setOutputLogsPath(path: String): SentimentDLApproach.this.type

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  123. def setThreshold(threshold: Float): SentimentDLApproach.this.type

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  124. def setThresholdLabel(label: String): SentimentDLApproach.this.type

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  125. def setValidationSplit(validationSplit: Float): SentimentDLApproach.this.type

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  126. def setVerbose(verbose: Level): SentimentDLApproach.this.type

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  127. def setVerbose(verbose: Int): SentimentDLApproach.this.type

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

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    Definition Classes
    AnyRef
  129. val threshold: FloatParam

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  130. val thresholdLabel: Param[String]

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  131. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  132. def train(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): SentimentDLModel

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    Definition Classes
    SentimentDLApproachAnnotatorApproach
  133. final def transformSchema(schema: StructType): StructType

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    requirement for pipeline transformation validation.

    requirement for pipeline transformation validation. It is called on fit()

    Definition Classes
    AnnotatorApproach → PipelineStage
  134. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  135. val uid: String

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    Definition Classes
    SentimentDLApproach → Identifiable
  136. def validate(schema: StructType): Boolean

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    takes a Dataset and checks to see if all the required annotation types are present.

    takes a Dataset and checks to see if all the required annotation types are present.

    schema

    to be validated

    returns

    True if all the required types are present, else false

    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  137. val validationSplit: FloatParam

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  138. val verbose: IntParam

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  139. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  140. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  141. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  142. def write: MLWriter

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    Definition Classes
    ParamsAndFeaturesWritable → DefaultParamsWritable → MLWritable

Inherited from ParamsAndFeaturesWritable

Inherited from HasFeatures

Inherited from CanBeLazy

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from HasOutputAnnotatorType

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from Estimator[SentimentDLModel]

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