Packages

trait AutoTrainer[TrainedModel <: Model[TrainedModel]] extends Estimator[TrainedModel] with HasLabelCol with ComplexParamsWritable with HasFeaturesCol with Wrappable

Defines common inheritance and parameters across trainers.

Linear Supertypes
Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, HasFeaturesCol, ComplexParamsWritable, MLWritable, HasLabelCol, Estimator[TrainedModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
TrainClassifier, TrainRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. AutoTrainer
  2. Wrappable
  3. DotnetWrappable
  4. RWrappable
  5. PythonWrappable
  6. BaseWrappable
  7. HasFeaturesCol
  8. ComplexParamsWritable
  9. MLWritable
  10. HasLabelCol
  11. Estimator
  12. PipelineStage
  13. Logging
  14. Params
  15. Serializable
  16. Serializable
  17. Identifiable
  18. AnyRef
  19. Any
  1. Hide All
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Visibility
  1. Public
  2. All

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Estimator[TrainedModel]
    Definition Classes
    Estimator → PipelineStage → Params
  2. abstract def fit(dataset: Dataset[_]): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  3. abstract def modelDoc: String

    Doc for model to run.

  4. abstract def transformSchema(schema: StructType): StructType
    Definition Classes
    PipelineStage
  5. abstract val uid: String
    Definition Classes
    Identifiable

Concrete 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. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  7. final def clear(param: Param[_]): AutoTrainer.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  10. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  11. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  13. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  14. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  15. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  16. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  17. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  31. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  32. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  33. def explainParams(): String
    Definition Classes
    Params
  34. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  35. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  36. val featuresCol: Param[String]

    The name of the features column

    The name of the features column

    Definition Classes
    HasFeaturesCol
  37. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[TrainedModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  39. def fit(dataset: Dataset[_], paramMap: ParamMap): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  40. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  41. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  42. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  43. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. def getFeaturesCol: String

    Definition Classes
    HasFeaturesCol
  45. def getLabelCol: String

    Definition Classes
    HasLabelCol
  46. def getModel: Estimator[_ <: Model[_]]

  47. def getNumFeatures: Int

  48. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  49. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  50. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  51. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  52. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  53. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  54. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  55. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  56. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  57. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  58. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  59. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  60. val labelCol: Param[String]

    The name of the label column

    The name of the label column

    Definition Classes
    HasLabelCol
  61. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  62. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  63. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  64. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  65. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  66. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  67. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  69. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  70. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  72. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  73. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  74. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  75. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  76. val model: EstimatorParam

    Model to run.

    Model to run. See doc on derived classes.

  77. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  78. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  79. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  80. val numFeatures: IntParam

    Number of features to hash to

  81. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  82. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  83. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  84. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  85. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  86. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  87. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  88. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  89. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  90. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  91. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  92. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  93. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  94. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  95. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  96. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  102. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  103. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  104. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  105. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  106. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  107. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  108. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  109. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  110. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  111. final def set(paramPair: ParamPair[_]): AutoTrainer.this.type
    Attributes
    protected
    Definition Classes
    Params
  112. final def set(param: String, value: Any): AutoTrainer.this.type
    Attributes
    protected
    Definition Classes
    Params
  113. final def set[T](param: Param[T], value: T): AutoTrainer.this.type
    Definition Classes
    Params
  114. final def setDefault(paramPairs: ParamPair[_]*): AutoTrainer.this.type
    Attributes
    protected
    Definition Classes
    Params
  115. final def setDefault[T](param: Param[T], value: T): AutoTrainer.this.type
    Attributes
    protected
    Definition Classes
    Params
  116. def setFeaturesCol(value: String): AutoTrainer.this.type

    Definition Classes
    HasFeaturesCol
  117. def setLabelCol(value: String): AutoTrainer.this.type

    Definition Classes
    HasLabelCol
  118. def setModel(value: Estimator[_ <: Model[_]]): AutoTrainer.this.type

  119. def setNumFeatures(value: Int): AutoTrainer.this.type

  120. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  121. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  122. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  123. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  124. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  125. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  126. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  127. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from HasFeaturesCol

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from HasLabelCol

Inherited from Estimator[TrainedModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

setParam

Ungrouped