class TuneHyperparametersModel extends Model[TuneHyperparametersModel] with ComplexParamsWritable with Wrappable with HasBestModel with BasicLogging

Model produced by TuneHyperparameters.

Linear Supertypes
BasicLogging, HasBestModel, Wrappable, RWrappable, PythonWrappable, BaseWrappable, ComplexParamsWritable, MLWritable, Model[TuneHyperparametersModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. TuneHyperparametersModel
  2. BasicLogging
  3. HasBestModel
  4. Wrappable
  5. RWrappable
  6. PythonWrappable
  7. BaseWrappable
  8. ComplexParamsWritable
  9. MLWritable
  10. Model
  11. Transformer
  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 TuneHyperparametersModel()
  2. new TuneHyperparametersModel(uid: String)

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val bestMetric: DoubleParam
  7. val bestModel: TransformerParam
    Definition Classes
    HasBestModel
  8. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  9. final def clear(param: Param[_]): TuneHyperparametersModel.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. def copy(extra: ParamMap): TuneHyperparametersModel
    Definition Classes
    TuneHyperparametersModel → Model → Transformer → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  15. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  17. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  18. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  19. def explainParams(): String
    Definition Classes
    Params
  20. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  21. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  22. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  23. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  24. def getBestMetric: Double
  25. def getBestModel: Transformer

    The best model found during evaluation.

    The best model found during evaluation.

    returns

    The best model.

    Definition Classes
    HasBestModel
  26. def getBestModelInfo: String
  27. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  28. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  29. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  30. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  31. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  32. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  33. def hasParent: Boolean
    Definition Classes
    Model
  34. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  35. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  36. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  37. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  38. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  39. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  40. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  41. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  42. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  43. def logClass(): Unit
    Definition Classes
    BasicLogging
  44. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  45. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  46. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  47. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  48. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  49. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  50. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  51. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  52. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  53. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  54. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  55. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  56. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  57. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  58. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  59. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  60. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  61. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  62. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  63. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  64. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  65. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  66. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  67. var parent: Estimator[TuneHyperparametersModel]
    Definition Classes
    Model
  68. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  69. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  70. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  71. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  72. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  73. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  74. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  75. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    TuneHyperparametersModel → PythonWrappable
  76. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  77. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  78. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  79. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  80. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  81. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  82. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  83. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  84. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  85. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  86. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  87. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  88. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  89. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  90. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  91. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  92. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  93. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  94. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  95. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  96. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  97. final def set(paramPair: ParamPair[_]): TuneHyperparametersModel.this.type
    Attributes
    protected
    Definition Classes
    Params
  98. final def set(param: String, value: Any): TuneHyperparametersModel.this.type
    Attributes
    protected
    Definition Classes
    Params
  99. final def set[T](param: Param[T], value: T): TuneHyperparametersModel.this.type
    Definition Classes
    Params
  100. def setBestMetric(v: Double): TuneHyperparametersModel.this.type
  101. def setBestModel(v: Transformer): TuneHyperparametersModel.this.type
    Definition Classes
    HasBestModel
  102. final def setDefault(paramPairs: ParamPair[_]*): TuneHyperparametersModel.this.type
    Attributes
    protected
    Definition Classes
    Params
  103. final def setDefault[T](param: Param[T], value: T): TuneHyperparametersModel.this.type
    Attributes
    protected
    Definition Classes
    Params
  104. def setParent(parent: Estimator[TuneHyperparametersModel]): TuneHyperparametersModel
    Definition Classes
    Model
  105. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  106. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  107. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    TuneHyperparametersModel → Transformer
  108. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  109. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  110. def transformSchema(schema: StructType): StructType
    Definition Classes
    TuneHyperparametersModel → PipelineStage
  111. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  112. val uid: String
    Definition Classes
    TuneHyperparametersModel → BasicLogging → Identifiable
  113. val ver: String
    Definition Classes
    BasicLogging
  114. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  115. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  116. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  117. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from HasBestModel

Inherited from Wrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Model[TuneHyperparametersModel]

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