Class/Object

com.johnsnowlabs.nlp.annotators.resolution

SentenceEntityResolverModel

Related Docs: object SentenceEntityResolverModel | package resolution

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class SentenceEntityResolverModel extends AnnotatorModel[SentenceEntityResolverModel] with SentenceResolverParams with HasStorageModel with HasEmbeddingsProperties with HasCaseSensitiveProperties with Licensed

Contains all the parameters to transform a dataset with two Input Annotations of types TOKEN and WORD_EMBEDDINGS, coming from ChunkTokenizer and ChunkEmbeddings Annotators and return the Normalized Entity for a particular trained ontology / curated dataset.

Linear Supertypes
Licensed, HasEmbeddingsProperties, HasStorageModel, HasExcludableStorage, HasStorageReader, HasCaseSensitiveProperties, HasStorageRef, SentenceResolverParams, AnnotatorModel[SentenceEntityResolverModel], CanBeLazy, RawAnnotator[SentenceEntityResolverModel], HasOutputAnnotationCol, HasInputAnnotationCols, HasOutputAnnotatorType, ParamsAndFeaturesWritable, HasFeatures, DefaultParamsWritable, MLWritable, Model[SentenceEntityResolverModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SentenceEntityResolverModel
  2. Licensed
  3. HasEmbeddingsProperties
  4. HasStorageModel
  5. HasExcludableStorage
  6. HasStorageReader
  7. HasCaseSensitiveProperties
  8. HasStorageRef
  9. SentenceResolverParams
  10. AnnotatorModel
  11. CanBeLazy
  12. RawAnnotator
  13. HasOutputAnnotationCol
  14. HasInputAnnotationCols
  15. HasOutputAnnotatorType
  16. ParamsAndFeaturesWritable
  17. HasFeatures
  18. DefaultParamsWritable
  19. MLWritable
  20. Model
  21. Transformer
  22. PipelineStage
  23. Logging
  24. Params
  25. Serializable
  26. Serializable
  27. Identifiable
  28. AnyRef
  29. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new SentenceEntityResolverModel()

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  2. new SentenceEntityResolverModel(uid: String)

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Type Members

  1. type AnnotationContent = Seq[Row]

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    Attributes
    protected
    Definition Classes
    AnnotatorModel
  2. 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 _transform(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): DataFrame

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    Attributes
    protected
    Definition Classes
    AnnotatorModel
  10. def afterAnnotate(dataset: DataFrame): DataFrame

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    Attributes
    protected
    Definition Classes
    AnnotatorModel
  11. def annotate(annotations: Seq[Annotation]): Seq[Annotation]

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    Resolves the ResolverLabel for the given array of TOKEN and WORD_EMBEDDINGS annotations

    Resolves the ResolverLabel for the given array of TOKEN and WORD_EMBEDDINGS annotations

    annotations

    an array of TOKEN and WORD_EMBEDDINGS Annotation objects coming from ChunkTokenizer and ChunkEmbeddings respectively

    returns

    an array of Annotation objects, with the result of the entity resolution for each chunk and the following metadata all_k_results -> Sorted ResolverLabels in the top alternatives that match the distance threshold all_k_resolutions -> Respective ResolverNormalized strings all_k_distances -> Respective distance values after aggregation all_k_wmd_distances -> Respective WMD distance values all_k_tfidf_distances -> Respective TFIDF Cosinge distance values all_k_jaccard_distances -> Respective Jaccard distance values all_k_sorensen_distances -> Respective SorensenDice distance values all_k_jaro_distances -> Respective JaroWinkler distance values all_k_levenshtein_distances -> Respective Levenshtein distance values all_k_confidences -> Respective normalized probabilities based in inverse distance values target_text -> The actual searched string resolved_text -> The top ResolverNormalized string confidence -> Top probability distance -> Top distance value sentence -> Sentence index chunk -> Chunk Index token -> Token index

    Definition Classes
    SentenceEntityResolverModel → AnnotatorModel
  12. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  13. def beforeAnnotate(dataset: Dataset[_]): Dataset[_]

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    validates the dataset before applying it further down the pipeline

    validates the dataset before applying it further down the pipeline

    Attributes
    protected
    Definition Classes
    SentenceEntityResolverModel → AnnotatorModel
  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. final def clear(param: Param[_]): SentenceEntityResolverModel.this.type

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    Definition Classes
    Params
  17. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  18. val confidenceFunction: Param[String]

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    Definition Classes
    SentenceResolverParams
  19. def copy(extra: ParamMap): SentenceEntityResolverModel

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    Definition Classes
    RawAnnotator → Model → Transformer → PipelineStage → Params
  20. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  21. def createDatabaseConnection(database: Name): RocksDBConnection

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    Definition Classes
    HasStorageRef
  22. def createReader(database: Name, connection: RocksDBConnection): WordEmbeddingsReader

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    creates WordEmbeddingsReader, based on the DB name and connection

    creates WordEmbeddingsReader, based on the DB name and connection

    database

    Name of the desired database

    connection

    Connection to the RocksDB

    returns

    The instance of the class WordEmbeddingsReader

    Attributes
    protected
    Definition Classes
    SentenceEntityResolverModel → HasStorageReader
  23. val databases: Array[Name]

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    This cannot hold EMBEDDINGS since otherwise ER will try to re-save and read embeddings again

    This cannot hold EMBEDDINGS since otherwise ER will try to re-save and read embeddings again

    Attributes
    protected
    Definition Classes
    SentenceEntityResolverModel → HasStorageModel
  24. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  25. def deserializeStorage(path: String, spark: SparkSession): Unit

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    Definition Classes
    HasStorageModel
  26. def dfAnnotate: UserDefinedFunction

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    Attributes
    protected
    Definition Classes
    AnnotatorModel
  27. val dimension: IntParam

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    Definition Classes
    HasEmbeddingsProperties
  28. 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
    SentenceResolverParams
  29. final def eq(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    Params
  32. def explainParams(): String

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    Definition Classes
    Params
  33. def extraValidate(structType: StructType): Boolean

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  34. def extraValidateMsg: String

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  35. final def extractParamMap(): ParamMap

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

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

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    Definition Classes
    HasFeatures
  38. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  39. def get[T](feature: StructFeature[T]): Option[T]

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

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

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

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

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    Definition Classes
    Params
  44. def getCaseSensitive: Boolean

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

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    Definition Classes
    AnyRef → Any
  46. def getConfidenceFunction: String

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    Definition Classes
    SentenceResolverParams
  47. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  48. def getDimension: Int

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    Definition Classes
    HasEmbeddingsProperties
  49. def getDistanceFunction: String

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    Definition Classes
    SentenceResolverParams
  50. def getIncludeStorage: Boolean

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    Definition Classes
    HasExcludableStorage
  51. def getInputCols: Array[String]

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    Definition Classes
    HasInputAnnotationCols
  52. def getLazyAnnotator: Boolean

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    Definition Classes
    CanBeLazy
  53. def getMissAsEmpty: Boolean

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    Definition Classes
    SentenceResolverParams
  54. def getNeighbours: Int

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    Definition Classes
    SentenceResolverParams
  55. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  56. final def getOutputCol: String

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

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    Definition Classes
    Params
  58. def getReader[A](database: Name): StorageReader[A]

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    Attributes
    protected
    Definition Classes
    HasStorageReader
  59. def getSearchTree: SerializableKDTree[TreeData]

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  60. def getStorageRef: String

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    Definition Classes
    HasStorageRef
  61. def getThreshold: Double

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    Definition Classes
    SentenceResolverParams
  62. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  64. def hasParent: Boolean

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    Definition Classes
    Model
  65. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  66. val includeStorage: BooleanParam

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    Definition Classes
    HasExcludableStorage
  67. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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

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

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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
    SentenceEntityResolverModel → HasInputAnnotationCols
  70. final val inputCols: StringArrayParam

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

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

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

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    Definition Classes
    Params
  74. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  75. val lazyAnnotator: BooleanParam

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    Definition Classes
    CanBeLazy
  76. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  83. def logName: String

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  88. 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
    SentenceResolverParams
  89. def msgHelper(schema: StructType): String

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

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    Definition Classes
    AnyRef
  91. 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
    SentenceResolverParams
  92. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  94. def onWrite(path: String, spark: SparkSession): Unit

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    Attributes
    protected
    Definition Classes
    HasStorageModel → ParamsAndFeaturesWritable
  95. val outputAnnotatorType: AnnotatorType

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    Definition Classes
    SentenceEntityResolverModel → HasOutputAnnotatorType
  96. final val outputCol: Param[String]

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

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    Definition Classes
    Params
  98. var parent: Estimator[SentenceEntityResolverModel]

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    Definition Classes
    Model
  99. var readers: Map[Name, StorageReader[_]]

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    Attributes
    protected
    Definition Classes
    HasStorageReader
  100. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  101. def saveStorage(path: String, spark: SparkSession, withinStorage: Boolean): Unit

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    Definition Classes
    HasStorageModel
  102. val searchTree: StructFeature_HadoopFix[SerializableKDTree[TreeData]]

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    Search Tree.

    Search Tree. Under the hood encapsulates SerializableKDTree. Used to perform the search

  103. def serializeStorage(path: String, spark: SparkSession): Unit

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    Definition Classes
    HasStorageModel
  104. def set[T](feature: StructFeature[T], value: T): SentenceEntityResolverModel.this.type

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

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

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

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

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

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

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    Definition Classes
    Params
  111. def setCaseSensitive(value: Boolean): SentenceEntityResolverModel.this.type

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    Definition Classes
    HasCaseSensitiveProperties
  112. def setConfidenceFunction(v: String): SentenceEntityResolverModel.this.type

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    Definition Classes
    SentenceResolverParams
  113. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): SentenceEntityResolverModel.this.type

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  119. def setDimension(value: Int): SentenceEntityResolverModel.this.type

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    Definition Classes
    HasEmbeddingsProperties
  120. def setDistanceFunction(value: String): SentenceEntityResolverModel.this.type

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    Definition Classes
    SentenceResolverParams
  121. def setIncludeStorage(value: Boolean): SentenceEntityResolverModel.this.type

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    Definition Classes
    HasExcludableStorage
  122. final def setInputCols(value: String*): SentenceEntityResolverModel.this.type

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

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    Definition Classes
    HasInputAnnotationCols
  124. def setLazyAnnotator(value: Boolean): SentenceEntityResolverModel.this.type

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    Definition Classes
    CanBeLazy
  125. def setMissAsEmpty(v: Boolean): SentenceEntityResolverModel.this.type

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    Definition Classes
    SentenceResolverParams
  126. def setNeighbours(k: Int): SentenceEntityResolverModel.this.type

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    Definition Classes
    SentenceResolverParams
  127. final def setOutputCol(value: String): SentenceEntityResolverModel.this.type

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    Definition Classes
    HasOutputAnnotationCol
  128. def setParent(parent: Estimator[SentenceEntityResolverModel]): SentenceEntityResolverModel

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    Definition Classes
    Model
  129. def setSearchTree(tree: SerializableKDTree[TreeData]): SentenceEntityResolverModel.this.type

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  130. def setStorageRef(value: String): SentenceEntityResolverModel.this.type

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    Definition Classes
    HasStorageRef
  131. def setThreshold(dist: Double): SentenceEntityResolverModel.this.type

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    Definition Classes
    SentenceResolverParams
  132. val storageRef: Param[String]

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    Definition Classes
    HasStorageRef
  133. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  134. val threshold: DoubleParam

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    threshold value for the aggregated distance

    threshold value for the aggregated distance

    Definition Classes
    SentenceResolverParams
  135. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  136. final def transform(dataset: Dataset[_]): DataFrame

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    Definition Classes
    AnnotatorModel → Transformer
  137. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  138. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  139. final def transformSchema(schema: StructType): StructType

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    Definition Classes
    RawAnnotator → PipelineStage
  140. def transformSchema(schema: StructType, logging: Boolean): StructType

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

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    Definition Classes
    SentenceEntityResolverModel → Identifiable
  142. def validate(schema: StructType): Boolean

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  143. def validateStorageRef(dataset: Dataset[_], inputCols: Array[String], annotatorType: String): Unit

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    Definition Classes
    HasStorageRef
  144. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  147. def wrapColumnMetadata(col: Column): Column

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  148. def wrapEmbeddingsMetadata(col: Column, embeddingsDim: Int, embeddingsRef: Option[String]): Column

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    Attributes
    protected
    Definition Classes
    HasEmbeddingsProperties
  149. def wrapSentenceEmbeddingsMetadata(col: Column, embeddingsDim: Int, embeddingsRef: Option[String]): Column

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    Attributes
    protected
    Definition Classes
    HasEmbeddingsProperties
  150. def write: MLWriter

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    Definition Classes
    ParamsAndFeaturesWritable → DefaultParamsWritable → MLWritable

Inherited from Licensed

Inherited from HasEmbeddingsProperties

Inherited from HasStorageModel

Inherited from HasExcludableStorage

Inherited from HasStorageReader

Inherited from HasCaseSensitiveProperties

Inherited from HasStorageRef

Inherited from SentenceResolverParams

Inherited from AnnotatorModel[SentenceEntityResolverModel]

Inherited from CanBeLazy

Inherited from RawAnnotator[SentenceEntityResolverModel]

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from HasOutputAnnotatorType

Inherited from ParamsAndFeaturesWritable

Inherited from HasFeatures

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Model[SentenceEntityResolverModel]

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

Ungrouped