Class/Object

ai.h2o.sparkling.ml.algos.regression

H2OGBMRegressor

Related Docs: object H2OGBMRegressor | package regression

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class H2OGBMRegressor extends H2OGBM with H2ORegressor with DistributionForRegressionCheck

Linear Supertypes
DistributionForRegressionCheck, H2ORegressor, H2OGBM, DistributionBasedH2OTrainFramePreparation, H2OGBMParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OSupervisedAlgorithmWithFoldColumn[GBMParameters], H2OSupervisedAlgorithm[GBMParameters], H2OAlgorithm[GBMParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGBMRegressor
  2. DistributionForRegressionCheck
  3. H2ORegressor
  4. H2OGBM
  5. DistributionBasedH2OTrainFramePreparation
  6. H2OGBMParams
  7. HasIgnoredCols
  8. HasCalibrationDataFrame
  9. HasMonotoneConstraints
  10. H2OTreeBasedSupervisedAlgorithm
  11. H2OSupervisedAlgorithmWithFoldColumn
  12. H2OSupervisedAlgorithm
  13. H2OAlgorithm
  14. DefaultParamsWritable
  15. MLWritable
  16. H2OTrainFramePreparation
  17. H2OAlgoCommonUtils
  18. EstimatorCommonUtils
  19. RestCommunication
  20. RestEncodingUtils
  21. H2OCommonParams
  22. H2OAlgoParamsBase
  23. H2OFrameLifecycle
  24. ParameterConstructorMethods
  25. H2OBaseMOJOParams
  26. Logging
  27. Estimator
  28. PipelineStage
  29. Logging
  30. Params
  31. Serializable
  32. Serializable
  33. Identifiable
  34. AnyRef
  35. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBMRegressor()

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  2. new H2OGBMRegressor(uid: String)

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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

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. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val aucType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  7. val balanceClasses: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  8. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  9. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  11. val calibrateModel: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  13. val checkConstantResponse: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  14. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication

  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  16. final def clear(param: Param[_]): H2OGBMRegressor.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 colSampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  19. val colSampleRateChangePerLevel: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  20. val colSampleRatePerTree: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  21. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  22. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  25. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  26. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  27. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  28. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  29. def copy(extra: ParamMap): H2OGBMRegressor.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

  30. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params

  31. val customDistributionFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  32. val customMetricFunc: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  33. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params

  34. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  35. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  36. final val detailedPredictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  37. val distribution: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  38. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  39. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  40. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  41. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

  42. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  43. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  44. def explainParam(param: Param[_]): String

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    Definition Classes
    Params

  45. def explainParams(): String

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    Definition Classes
    Params

  46. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  47. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

  48. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params

  49. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  50. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  51. def fit(dataset: Dataset[_]): H2OGBMMOJOModel

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    Definition Classes
    H2OGBM → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator

  52. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  53. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  54. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

  55. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  56. val foldAssignment: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  57. val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  58. val gainsliftBins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  59. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  60. def getAucType(): String

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    Definition Classes
    H2OGBMParams

  61. def getBalanceClasses(): Boolean

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    Definition Classes
    H2OGBMParams

  62. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  63. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OGBMParams

  64. def getCalibrateModel(): Boolean

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    Definition Classes
    H2OGBMParams

  65. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  66. def getCategoricalEncoding(): String

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    Definition Classes
    H2OGBMParams

  67. def getCheckConstantResponse(): Boolean

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    Definition Classes
    H2OGBMParams

  68. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any

  69. def getClassSamplingFactors(): Array[Float]

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    Definition Classes
    H2OGBMParams

  70. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  71. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OGBMParams

  72. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OGBMParams

  73. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  74. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  75. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  76. def getCustomDistributionFunc(): String

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    Definition Classes
    H2OGBMParams

  77. def getCustomMetricFunc(): String

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    Definition Classes
    H2OGBMParams

  78. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  79. def getDetailedPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  80. def getDistribution(): String

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    Definition Classes
    H2OGBMParams

  81. def getExportCheckpointsDir(): String

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    Definition Classes
    H2OGBMParams

  82. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams

  83. def getFoldAssignment(): String

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    Definition Classes
    H2OGBMParams

  84. def getFoldCol(): String

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    Definition Classes
    H2OGBMParams

  85. def getGainsliftBins(): Int

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    Definition Classes
    H2OGBMParams

  86. def getHistogramType(): String

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    Definition Classes
    H2OGBMParams

  87. def getHuberAlpha(): Double

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    Definition Classes
    H2OGBMParams

  88. def getIgnoreConstCols(): Boolean

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    Definition Classes
    H2OGBMParams

  89. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  90. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OGBMParams

  91. def getKeepCrossValidationModels(): Boolean

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    Definition Classes
    H2OGBMParams

  92. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OGBMParams

  93. def getLabelCol(): String

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    Definition Classes
    H2OGBMParams

  94. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  95. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  96. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  97. def getMaxAfterBalanceSize(): Float

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    Definition Classes
    H2OGBMParams

  98. def getMaxConfusionMatrixSize(): Int

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    Definition Classes
    H2OGBMParams

  99. def getMaxDepth(): Int

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    Definition Classes
    H2OGBMParams

  100. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OGBMParams

  101. def getMinRows(): Double

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    Definition Classes
    H2OGBMParams

  102. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OGBMParams

  103. def getModelId(): String

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    Definition Classes
    H2OGBMParams

  104. def getMonotoneConstraints(): Map[String, Double]

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    Definition Classes
    HasMonotoneConstraints

  105. def getNamedMojoOutputColumns(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  106. def getNbins(): Int

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    Definition Classes
    H2OGBMParams

  107. def getNbinsCats(): Int

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    Definition Classes
    H2OGBMParams

  108. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OGBMParams

  109. def getNfolds(): Int

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    Definition Classes
    H2OGBMParams

  110. def getNtrees(): Int

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    Definition Classes
    H2OGBMParams

  111. def getOffsetCol(): String

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    Definition Classes
    H2OGBMParams

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

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    Definition Classes
    Params

  113. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params

  114. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  115. def getPredictionCol(): String

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    Definition Classes
    H2OBaseMOJOParams

  116. def getQuantileAlpha(): Double

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    Definition Classes
    H2OGBMParams

  117. def getSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  118. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OGBMParams

  119. def getScoreEachIteration(): Boolean

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    Definition Classes
    H2OGBMParams

  120. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OGBMParams

  121. def getSeed(): Long

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    Definition Classes
    H2OGBMParams

  122. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  123. def getStoppingMetric(): String

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    Definition Classes
    H2OGBMParams

  124. def getStoppingRounds(): Int

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    Definition Classes
    H2OGBMParams

  125. def getStoppingTolerance(): Double

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    Definition Classes
    H2OGBMParams

  126. def getTweediePower(): Double

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    Definition Classes
    H2OGBMParams

  127. def getValidationDataFrame(): DataFrame

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    Definition Classes
    H2OCommonParams

  128. def getWeightCol(): String

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    Definition Classes
    H2OGBMParams

  129. def getWithContributions(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  130. def getWithLeafNodeAssignments(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

  131. def getWithStageResults(): Boolean

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    Definition Classes
    H2OBaseMOJOParams

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

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    Definition Classes
    Params

  133. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  134. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  135. val histogramType: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  136. val huberAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  137. val ignoreConstCols: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  138. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  139. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  140. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  141. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication

  142. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  143. def intParam(name: String, doc: String): IntParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  144. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params

  145. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  146. def isPrimitiveType(value: Any): Boolean

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  147. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params

  148. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  149. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  150. val keepCrossValidationModels: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  151. val keepCrossValidationPredictions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  152. val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  153. val learnRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  154. val learnRateAnnealing: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  155. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

  156. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  157. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  158. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  159. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  160. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  161. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  162. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

  163. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  164. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  165. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  166. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  167. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  168. val maxAbsLeafnodePred: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  169. val maxAfterBalanceSize: FloatParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  170. val maxConfusionMatrixSize: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  171. val maxDepth: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  172. val maxRuntimeSecs: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  173. val minRows: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  174. val minSplitImprovement: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  175. val modelId: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  176. final val namedMojoOutputColumns: Param[Boolean]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  177. val nbins: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  178. val nbinsCats: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  179. val nbinsTopLevel: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  180. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef

  181. val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  182. final def notify(): Unit

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    Definition Classes
    AnyRef

  183. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  184. val ntrees: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  185. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  186. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  187. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  188. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  189. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  190. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  191. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  192. def nullableStringParam(name: String, doc: String): NullableStringParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  193. val offsetCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  194. def param[T](name: String, doc: String): Param[T]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  195. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  196. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgorithm

  197. lazy val params: Array[Param[_]]

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    Definition Classes
    Params

  198. val predNoiseBandwidth: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  199. final val predictionCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  200. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit

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    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation

  201. val quantileAlpha: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  202. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  203. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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    Attributes
    protected
    Definition Classes
    RestCommunication

  204. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  205. val sampleRate: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  206. val sampleRatePerClass: NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  207. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  208. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  209. val scoreEachIteration: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  210. val scoreTreeInterval: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  211. val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  212. final def set(paramPair: ParamPair[_]): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  213. final def set(param: String, value: Any): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  214. final def set[T](param: Param[T], value: T): H2OGBMRegressor.this.type

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    Definition Classes
    Params

  215. def setAucType(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  216. def setBalanceClasses(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  217. def setBuildTreeOneNode(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  218. def setCalibrateModel(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  219. def setCalibrationDataFrame(value: DataFrame): H2OGBMRegressor.this.type

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    Definition Classes
    HasCalibrationDataFrame

  220. def setCategoricalEncoding(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  221. def setCheckConstantResponse(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  222. def setClassSamplingFactors(value: Array[Float]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  223. def setColSampleRate(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  224. def setColSampleRateChangePerLevel(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  225. def setColSampleRatePerTree(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  226. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  227. def setColumnsToCategorical(columns: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  228. def setColumnsToCategorical(first: String, others: String*): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  229. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  230. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  231. def setCustomDistributionFunc(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  232. def setCustomMetricFunc(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  233. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  234. final def setDefault[T](param: Param[T], value: T): H2OGBMRegressor.this.type

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    Attributes
    protected
    Definition Classes
    Params

  235. def setDetailedPredictionCol(columnName: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  236. def setDistribution(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  237. def setExportCheckpointsDir(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  238. def setFeaturesCol(first: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  239. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  240. def setFeaturesCols(columnNames: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  241. def setFeaturesCols(first: String, others: String*): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  242. def setFoldAssignment(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  243. def setFoldCol(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  244. def setGainsliftBins(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  245. def setHistogramType(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  246. def setHuberAlpha(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  247. def setIgnoreConstCols(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  248. def setIgnoredCols(value: Array[String]): H2OGBMRegressor.this.type

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    Definition Classes
    HasIgnoredCols

  249. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  250. def setKeepCrossValidationModels(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  251. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  252. def setLabelCol(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  253. def setLearnRate(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  254. def setLearnRateAnnealing(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  255. def setMaxAbsLeafnodePred(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  256. def setMaxAfterBalanceSize(value: Float): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  257. def setMaxConfusionMatrixSize(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  258. def setMaxDepth(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  259. def setMaxRuntimeSecs(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  260. def setMinRows(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  261. def setMinSplitImprovement(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  262. def setModelId(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  263. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMRegressor.this.type

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    Definition Classes
    HasMonotoneConstraints

  264. def setNamedMojoOutputColumns(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  265. def setNbins(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  266. def setNbinsCats(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  267. def setNbinsTopLevel(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  268. def setNfolds(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  269. def setNtrees(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  270. def setOffsetCol(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  271. def setPredNoiseBandwidth(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  272. def setPredictionCol(columnName: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  273. def setQuantileAlpha(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  274. def setSampleRate(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  275. def setSampleRatePerClass(value: Array[Double]): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  276. def setScoreEachIteration(value: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  277. def setScoreTreeInterval(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  278. def setSeed(value: Long): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  279. def setSplitRatio(ratio: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  280. def setStoppingMetric(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  281. def setStoppingRounds(value: Int): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  282. def setStoppingTolerance(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  283. def setTweediePower(value: Double): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  284. def setValidationDataFrame(dataFrame: DataFrame): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  285. def setWeightCol(value: String): H2OGBMRegressor.this.type

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    Definition Classes
    H2OGBMParams

  286. def setWithContributions(enabled: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  287. def setWithDetailedPredictionCol(enabled: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )

  288. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  289. def setWithStageResults(enabled: Boolean): H2OGBMRegressor.this.type

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    Definition Classes
    H2OCommonParams

  290. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  291. val stoppingMetric: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  292. val stoppingRounds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  293. val stoppingTolerance: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  294. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  295. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  296. def stringify(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  297. def stringifyArray(arr: Array[_]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  298. def stringifyMap(map: Map[_, _]): String

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    protected
    Definition Classes
    RestEncodingUtils

  299. def stringifyPair(pair: Tuple2[_, _]): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  300. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  301. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
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    RestEncodingUtils

  302. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef

  303. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  304. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  305. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OSupervisedAlgorithmWithFoldColumn → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

  306. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  307. val tweediePower: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  308. val uid: String

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    Definition Classes
    H2OGBMRegressor → H2OGBM → Identifiable

  309. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication

  310. final val validationDataFrame: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  311. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  312. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  313. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  314. val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OGBMParams

  315. final val withContributions: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  316. final val withDetailedPredictionCol: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  317. final val withLeafNodeAssignments: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  318. final val withStageResults: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams

  319. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean

    Permalink
    Definition Classes
    H2OBaseMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionForRegressionCheck

Inherited from H2ORegressor

Inherited from H2OGBM

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OGBMParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[GBMParameters]

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from H2OBaseMOJOParams

Inherited from Logging

Inherited from Estimator[H2OMOJOModel]

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