Class/Object

com.johnsnowlabs.nlp.annotators.text2sql

Text2SQLModel

Related Docs: object Text2SQLModel | package text2sql

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class Text2SQLModel extends AnnotatorModel[Text2SQLModel] with HasStorageRef with ParamsAndFeaturesWritable with WriteTensorflowModel with Licensed

The Text2SQLModel is a model which uses pre-generated Tensorflow graphs.

Linear Supertypes
Licensed, WriteTensorflowModel, HasStorageRef, AnnotatorModel[Text2SQLModel], CanBeLazy, RawAnnotator[Text2SQLModel], HasOutputAnnotationCol, HasInputAnnotationCols, HasOutputAnnotatorType, ParamsAndFeaturesWritable, HasFeatures, DefaultParamsWritable, MLWritable, Model[Text2SQLModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. Text2SQLModel
  2. Licensed
  3. WriteTensorflowModel
  4. HasStorageRef
  5. AnnotatorModel
  6. CanBeLazy
  7. RawAnnotator
  8. HasOutputAnnotationCol
  9. HasInputAnnotationCols
  10. HasOutputAnnotatorType
  11. ParamsAndFeaturesWritable
  12. HasFeatures
  13. DefaultParamsWritable
  14. MLWritable
  15. Model
  16. Transformer
  17. PipelineStage
  18. Logging
  19. Params
  20. Serializable
  21. Serializable
  22. Identifiable
  23. AnyRef
  24. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new Text2SQLModel()

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  2. new Text2SQLModel(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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    takes a document and annotations and produces new annotations of this annotator's annotation type

    takes a document and annotations and produces new annotations of this annotator's annotation type

    annotations

    Annotations that correspond to inputAnnotationCols generated by previous annotators if any

    returns

    any number of annotations processed for every input annotation. Not necessary one to one relationship

    Definition Classes
    Text2SQLModel → AnnotatorModel
  12. final def asInstanceOf[T0]: T0

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

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    Attributes
    protected
    Definition Classes
    Text2SQLModel → AnnotatorModel
  14. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean

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    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  15. final def clear(param: Param[_]): Text2SQLModel.this.type

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    Definition Classes
    Params
  16. def clone(): AnyRef

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

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    ConfigProto from tensorflow, serialized into byte array.

    ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()

  18. def copy(extra: ParamMap): Text2SQLModel

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  22. def dfAnnotate: UserDefinedFunction

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    Attributes
    protected
    Definition Classes
    AnnotatorModel
  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. def extraValidate(structType: StructType): Boolean

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  28. def extraValidateMsg: String

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  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. val features: ArrayBuffer[Feature[_, _, _]]

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    Definition Classes
    HasFeatures
  32. def finalize(): Unit

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

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

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

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

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

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    Definition Classes
    Params
  38. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  39. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  40. def getInputCols: Array[String]

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    Definition Classes
    HasInputAnnotationCols
  41. def getLazyAnnotator: Boolean

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    Definition Classes
    CanBeLazy
  42. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  43. final def getOutputCol: String

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

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    Definition Classes
    Params
  45. def getStorageRef: String

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    Definition Classes
    HasStorageRef
  46. var grammar: Grammar

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

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

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    Definition Classes
    Params
  49. def hasParent: Boolean

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    Definition Classes
    Model
  50. def hashCode(): Int

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

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

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

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    Input annotator types : DOCUMENT, TOKEN, WORD_EMBEDDINGS, WORD_EMBEDDINGS, CHUNK

    Input annotator types : DOCUMENT, TOKEN, WORD_EMBEDDINGS, WORD_EMBEDDINGS, CHUNK

    Definition Classes
    Text2SQLModel → HasInputAnnotationCols
  54. final val inputCols: StringArrayParam

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

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

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

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    Definition Classes
    Params
  58. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  59. val lazyAnnotator: BooleanParam

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    Definition Classes
    CanBeLazy
  60. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  67. def logName: String

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  72. def model: TensorflowText2SQL

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  73. def msgHelper(schema: StructType): String

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

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

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

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

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    Definition Classes
    Text2SQLModel → ParamsAndFeaturesWritable
  78. val outputAnnotatorType: String

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    Output annotator type : SQL

    Output annotator type : SQL

    Definition Classes
    Text2SQLModel → HasOutputAnnotatorType
  79. final val outputCol: Param[String]

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

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    Definition Classes
    Params
  81. var parent: Estimator[Text2SQLModel]

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    Definition Classes
    Model
  82. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  83. val schemaPath: Param[String]

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  84. def set[T](feature: StructFeature[T], value: T): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  85. def set[K, V](feature: MapFeature[K, V], value: Map[K, V]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  86. def set[T](feature: SetFeature[T], value: Set[T]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  87. def set[T](feature: ArrayFeature[T], value: Array[T]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  88. final def set(paramPair: ParamPair[_]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  89. final def set(param: String, value: Any): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  90. final def set[T](param: Param[T], value: T): Text2SQLModel.this.type

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    Definition Classes
    Params
  91. def setConfigProtoBytes(bytes: Array[Int]): Text2SQLModel.this.type

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    ConfigProto from tensorflow, serialized into byte array.

    ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()

  92. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  93. def setDefault[K, V](feature: MapFeature[K, V], value: () ⇒ Map[K, V]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  94. def setDefault[T](feature: SetFeature[T], value: () ⇒ Set[T]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  95. def setDefault[T](feature: ArrayFeature[T], value: () ⇒ Array[T]): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    HasFeatures
  96. final def setDefault(paramPairs: ParamPair[_]*): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  97. final def setDefault[T](param: Param[T], value: T): Text2SQLModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  98. final def setInputCols(value: String*): Text2SQLModel.this.type

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    Definition Classes
    HasInputAnnotationCols
  99. final def setInputCols(value: Array[String]): Text2SQLModel.this.type

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    Definition Classes
    HasInputAnnotationCols
  100. def setLazyAnnotator(value: Boolean): Text2SQLModel.this.type

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    Definition Classes
    CanBeLazy
  101. final def setOutputCol(value: String): Text2SQLModel.this.type

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    Definition Classes
    HasOutputAnnotationCol
  102. def setParent(parent: Estimator[Text2SQLModel]): Text2SQLModel

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    Definition Classes
    Model
  103. def setSchemaPath(value: String): Text2SQLModel.this.type

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  104. def setStorageRef(value: String): Text2SQLModel.this.type

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    Definition Classes
    HasStorageRef
  105. def setTableEmbeddingPath(value: String): Text2SQLModel.this.type

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  106. def setTensorflowModel(spark: SparkSession, tf: TensorflowWrapper): Text2SQLModel.this.type

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  107. val storageRef: Param[String]

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

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    Definition Classes
    AnyRef
  109. val tableEmbeddingPath: Param[String]

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  110. def toString(): String

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

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

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

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

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

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

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    Definition Classes
    Text2SQLModel → Identifiable
  117. def validate(schema: StructType): Boolean

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    RawAnnotator
  123. def write: MLWriter

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    Definition Classes
    ParamsAndFeaturesWritable → DefaultParamsWritable → MLWritable
  124. def writeTensorflowHub(path: String, tfPath: String, spark: SparkSession, suffix: String): Unit

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    Definition Classes
    WriteTensorflowModel
  125. def writeTensorflowModel(path: String, spark: SparkSession, tensorflow: TensorflowWrapper, suffix: String, filename: String, configProtoBytes: Option[Array[Byte]]): Unit

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    Definition Classes
    WriteTensorflowModel
  126. def writeTensorflowModelV2(path: String, spark: SparkSession, tensorflow: TensorflowWrapper, suffix: String, filename: String, configProtoBytes: Option[Array[Byte]]): Unit

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    Definition Classes
    WriteTensorflowModel

Inherited from Licensed

Inherited from WriteTensorflowModel

Inherited from HasStorageRef

Inherited from AnnotatorModel[Text2SQLModel]

Inherited from CanBeLazy

Inherited from RawAnnotator[Text2SQLModel]

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from HasOutputAnnotatorType

Inherited from ParamsAndFeaturesWritable

Inherited from HasFeatures

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Model[Text2SQLModel]

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

anno

param

setParam

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