Class/Object

com.johnsnowlabs.nlp.annotators.resolution

SubwordEntityResolverApproach

Related Docs: object SubwordEntityResolverApproach | package resolution

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class SubwordEntityResolverApproach extends AnnotatorApproach[SubwordEntityResolverModel] with ResolverParams with HasCaseSensitiveProperties with Licensed

Linear Supertypes
Licensed, HasCaseSensitiveProperties, ParamsAndFeaturesWritable, HasFeatures, ResolverParams, AnnotatorApproach[SubwordEntityResolverModel], CanBeLazy, DefaultParamsWritable, MLWritable, HasOutputAnnotatorType, HasOutputAnnotationCol, HasInputAnnotationCols, Estimator[SubwordEntityResolverModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SubwordEntityResolverApproach
  2. Licensed
  3. HasCaseSensitiveProperties
  4. ParamsAndFeaturesWritable
  5. HasFeatures
  6. ResolverParams
  7. AnnotatorApproach
  8. CanBeLazy
  9. DefaultParamsWritable
  10. MLWritable
  11. HasOutputAnnotatorType
  12. HasOutputAnnotationCol
  13. HasInputAnnotationCols
  14. Estimator
  15. PipelineStage
  16. Logging
  17. Params
  18. Serializable
  19. Serializable
  20. Identifiable
  21. AnyRef
  22. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new SubwordEntityResolverApproach()

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  2. new SubwordEntityResolverApproach(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]): SubwordEntityResolverModel

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    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  10. val allDistancesMetadata: BooleanParam

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    whether or not to return an all distance values in the metadata.

    whether or not to return an all distance values in the metadata. Default: False

    Definition Classes
    ResolverParams
  11. val alternatives: IntParam

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    number of results to return in the metadata after sorting by last distance calculated

    number of results to return in the metadata after sorting by last distance calculated

    Definition Classes
    ResolverParams
  12. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  13. def beforeTraining(spark: SparkSession): Unit

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    Definition Classes
    AnnotatorApproach
  14. val caseSensitive: BooleanParam

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    Definition Classes
    HasCaseSensitiveProperties
  15. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  16. lazy val chunksColumnName: String

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  17. final def clear(param: Param[_]): SubwordEntityResolverApproach.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. val confidenceFunction: Param[String]

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    what function to use to calculate confidence: INVERSE or SOFTMAX

    what function to use to calculate confidence: INVERSE or SOFTMAX

    Definition Classes
    ResolverParams
  20. final def copy(extra: ParamMap): Estimator[SubwordEntityResolverModel]

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

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

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    Attributes
    protected
    Definition Classes
    Params
  23. val description: String

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    Definition Classes
    SubwordEntityResolverApproach → AnnotatorApproach
  24. val distanceFunction: Param[String]

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    what distance function to use for KNN: 'EUCLIDEAN' or 'COSINE'

    what distance function to use for KNN: 'EUCLIDEAN' or 'COSINE'

    Definition Classes
    ResolverParams
  25. val distanceWeights: DoubleArrayParam

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    distance weights to apply before pooling: [WMD, TFIDF, Jaccard, SorensenDice, JaroWinkler, Levenshtein]

    distance weights to apply before pooling: [WMD, TFIDF, Jaccard, SorensenDice, JaroWinkler, Levenshtein]

    Definition Classes
    ResolverParams
  26. lazy val docIdCol: String

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  27. lazy val embeddingsColumnName: String

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  28. val enableJaccard: BooleanParam

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    whether or not to use Jaccard token distance.

    whether or not to use Jaccard token distance. Default: True

    Definition Classes
    ResolverParams
  29. val enableJaroWinkler: BooleanParam

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    whether or not to use Jaro-Winkler character distance.

    whether or not to use Jaro-Winkler character distance. Default: False

    Definition Classes
    ResolverParams
  30. val enableLevenshtein: BooleanParam

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    whether or not to use Levenshtein character distance.

    whether or not to use Levenshtein character distance. Default: False

    Definition Classes
    ResolverParams
  31. val enableSorensenDice: BooleanParam

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    whether or not to use Sorensen-Dice token distance.

    whether or not to use Sorensen-Dice token distance. Default: False

    Definition Classes
    ResolverParams
  32. val enableTfidf: BooleanParam

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    whether or not to use TFIDF token distance.

    whether or not to use TFIDF token distance. Default: True

    Definition Classes
    ResolverParams
  33. val enableWmd: BooleanParam

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    whether or not to use WMD token distance.

    whether or not to use WMD token distance. Default: True

    Definition Classes
    ResolverParams
  34. final def eq(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    Params
  37. def explainParams(): String

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

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

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    Definition Classes
    Params
  40. val extramassPenalty: DoubleParam

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    penalty for extra words in the knowledge base match during WMD calculation

    penalty for extra words in the knowledge base match during WMD calculation

    Definition Classes
    ResolverParams
  41. val features: ArrayBuffer[Feature[_, _, _]]

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    Definition Classes
    HasFeatures
  42. def finalize(): Unit

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

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

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

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

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

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

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

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

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

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    Definition Classes
    Params
  52. def getAllDistancesMetadata: Boolean

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    Definition Classes
    ResolverParams
  53. def getAlternatives: Int

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    Definition Classes
    ResolverParams
  54. def getCaseSensitive: Boolean

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    Definition Classes
    HasCaseSensitiveProperties
  55. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  56. def getConfidenceFunction: String

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    Definition Classes
    ResolverParams
  57. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  58. def getDistanceFunction: String

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    Definition Classes
    ResolverParams
  59. def getDistanceWeights: Array[Double]

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    Definition Classes
    ResolverParams
  60. def getEnableJaccard: Boolean

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    Definition Classes
    ResolverParams
  61. def getEnableJaroWinkler: Boolean

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    Definition Classes
    ResolverParams
  62. def getEnableLevenshtein: Boolean

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    Definition Classes
    ResolverParams
  63. def getEnableSorensenDice: Boolean

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    Definition Classes
    ResolverParams
  64. def getEnableTfidf: Boolean

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    Definition Classes
    ResolverParams
  65. def getEnableWmd: Boolean

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    Definition Classes
    ResolverParams
  66. def getExtramassPenalty: Double

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    Definition Classes
    ResolverParams
  67. def getInputCols: Array[String]

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    Definition Classes
    HasInputAnnotationCols
  68. def getLabelCol: String

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  69. def getLazyAnnotator: Boolean

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    Definition Classes
    CanBeLazy
  70. def getMissAsEmpty: Boolean

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    Definition Classes
    ResolverParams
  71. def getNeighbours: Int

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    Definition Classes
    ResolverParams
  72. def getNgramRange: Array[Int]

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    Definition Classes
    ResolverParams
  73. def getNormalizedCol: String

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

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    Definition Classes
    Params
  75. final def getOutputCol: String

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    Definition Classes
    HasOutputAnnotationCol
  76. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  77. def getPoolingStrategy: String

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    Definition Classes
    ResolverParams
  78. def getThreshold: Double

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    Definition Classes
    ResolverParams
  79. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  81. def hashCode(): Int

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  84. val inputAnnotatorTypes: Array[String]

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    Definition Classes
    SubwordEntityResolverApproach → HasInputAnnotationCols
  85. final val inputCols: StringArrayParam

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

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

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

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    Definition Classes
    Params
  89. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  90. val labelCol: Param[String]

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    column name for the value we are trying to resolve

  91. lazy val labelColumnName: String

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  92. val lazyAnnotator: BooleanParam

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    Definition Classes
    CanBeLazy
  93. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  100. def logName: String

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  105. val missAsEmpty: BooleanParam

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    whether or not to return an empty annotation on unmatched chunks

    whether or not to return an empty annotation on unmatched chunks

    Definition Classes
    ResolverParams
  106. def msgHelper(schema: StructType): String

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

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    Definition Classes
    AnyRef
  108. val neighbours: IntParam

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    number of neighbours to consider in the KNN query to calculate WMD

    number of neighbours to consider in the KNN query to calculate WMD

    Definition Classes
    ResolverParams
  109. val ngramRange: IntArrayParam

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    ngram range for subword vectorization in candidate selection

    ngram range for subword vectorization in candidate selection

    Definition Classes
    ResolverParams
  110. lazy val ngramRangeObject: Range

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  111. val normalizedCol: Param[String]

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    column name for the original, normalized description

  112. lazy val normalizedColumnName: String

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  113. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  115. def onTrained(model: SubwordEntityResolverModel, spark: SparkSession): Unit

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

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    Attributes
    protected
    Definition Classes
    ParamsAndFeaturesWritable
  117. val outputAnnotatorType: AnnotatorType

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    Definition Classes
    SubwordEntityResolverApproach → HasOutputAnnotatorType
  118. final val outputCol: Param[String]

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    Attributes
    protected
    Definition Classes
    HasOutputAnnotationCol
  119. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  120. val poolingStrategy: Param[String]

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    pooling strategy to aggregate distances: AVERAGE or SUM

    pooling strategy to aggregate distances: AVERAGE or SUM

    Definition Classes
    ResolverParams
  121. def save(path: String): Unit

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

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

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

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

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

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

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

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    Definition Classes
    Params
  129. def setAllDistancesMetadata(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  130. def setAlternatives(a: Int): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  131. def setCaseSensitive(value: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    HasCaseSensitiveProperties
  132. def setConfidenceFunction(v: String): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  133. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): SubwordEntityResolverApproach.this.type

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  139. def setDistanceFunction(value: String): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  140. def setDistanceWeights(v: Array[Double]): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  141. def setEnableJaccard(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  142. def setEnableJaroWinkler(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  143. def setEnableLevenshtein(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  144. def setEnableSorensenDice(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  145. def setEnableTfidf(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  146. def setEnableWmd(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  147. def setExtramassPenalty(emp: Double): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  148. final def setInputCols(value: String*): SubwordEntityResolverApproach.this.type

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

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    Definition Classes
    HasInputAnnotationCols
  150. def setLabelCol(value: String): SubwordEntityResolverApproach.this.type

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  151. def setLazyAnnotator(value: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    CanBeLazy
  152. def setMissAsEmpty(v: Boolean): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  153. def setNeighbours(k: Int): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  154. def setNgramRange(v: Array[Int]): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  155. def setNormalizedCol(value: String): SubwordEntityResolverApproach.this.type

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  156. final def setOutputCol(value: String): SubwordEntityResolverApproach.this.type

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    Definition Classes
    HasOutputAnnotationCol
  157. def setPoolingStrategy(value: String): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  158. def setThreshold(dist: Double): SubwordEntityResolverApproach.this.type

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    Definition Classes
    ResolverParams
  159. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  160. val threshold: DoubleParam

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    threshold value for the aggregated distance

    threshold value for the aggregated distance

    Definition Classes
    ResolverParams
  161. def toString(): String

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

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    Returns the ChunkEntityResolverModel Transformer, that can be used to transform input datasets

    Returns the ChunkEntityResolverModel Transformer, that can be used to transform input datasets

    The dataset provided to the fit method should have one chunk per row and contain the following columns: ChunkTokens, ChunkEmbeddings, ResolverLabel, [ResolverNormalized]

    The cardinality of the dataset should not exceed 100.000 data points since searching in such a big KD-tree becomes impractical

    This method is called inside the AnnotatorApproach's fit method

    dataset

    a Dataset containing ChunkTokens, ChunkEmbeddings, ClassifierLabel, ResolverLabel, [ResolverNormalized]

    returns

    a trained ChunkEntityResolverModel

    Definition Classes
    SubwordEntityResolverApproach → AnnotatorApproach
  163. final def transformSchema(schema: StructType): StructType

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

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

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    Definition Classes
    SubwordEntityResolverApproach → Identifiable
  166. def validate(schema: StructType): Boolean

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    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  167. final def wait(): Unit

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

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

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

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    Definition Classes
    ParamsAndFeaturesWritable → DefaultParamsWritable → MLWritable

Inherited from Licensed

Inherited from HasCaseSensitiveProperties

Inherited from ParamsAndFeaturesWritable

Inherited from HasFeatures

Inherited from ResolverParams

Inherited from AnnotatorApproach[SubwordEntityResolverModel]

Inherited from CanBeLazy

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from HasOutputAnnotatorType

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from Estimator[SubwordEntityResolverModel]

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