Trait

ai.h2o.sparkling.ml.params

H2OGBMParams

Related Doc: package params

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trait H2OGBMParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, HasDataFrameSerializer, HasMonotoneConstraints, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGBM, H2OGBMClassifier, H2OGBMRegressor
Ordering
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  2. By Inheritance
Inherited
  1. H2OGBMParams
  2. HasIgnoredCols
  3. HasCalibrationDataFrame
  4. HasDataFrameSerializer
  5. HasMonotoneConstraints
  6. H2OAlgoParamsBase
  7. H2OFrameLifecycle
  8. ParameterConstructorMethods
  9. Params
  10. Serializable
  11. Serializable
  12. Identifiable
  13. AnyRef
  14. Any
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Visibility
  1. Public
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Type Members

  1. implicit class ParametersExtraMethods extends AnyRef

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    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params

  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete 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

  7. val balanceClasses: BooleanParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  9. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  10. val calibrateModel: BooleanParam

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    Attributes
    protected

  11. val calibrationMethod: Param[String]

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    Attributes
    protected

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected

  13. val checkConstantResponse: BooleanParam

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    Attributes
    protected

  14. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

  15. final def clear(param: Param[_]): H2OGBMParams.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 colSampleRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  18. val colSampleRateChangePerLevel: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  19. val colSampleRatePerTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  21. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    Params

  25. val customDistributionFunc: NullableStringParam

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    Attributes
    protected

  26. val customMetricFunc: NullableStringParam

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    Attributes
    protected

  27. final val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  29. val distribution: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  31. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  33. def equals(arg0: Any): Boolean

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    Definition Classes
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  34. def explainParam(param: Param[_]): String

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    Definition Classes
    Params

  35. def explainParams(): String

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    Definition Classes
    Params

  36. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  37. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  39. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  41. val foldAssignment: Param[String]

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    Attributes
    protected

  42. val foldCol: NullableStringParam

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    Attributes
    protected

  43. val gainsliftBins: IntParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  45. def getAucType(): String

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  46. def getBalanceClasses(): Boolean

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  47. def getBuildTreeOneNode(): Boolean

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  48. def getCalibrateModel(): Boolean

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  49. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  50. def getCalibrationMethod(): String

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  51. def getCategoricalEncoding(): String

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  52. def getCheckConstantResponse(): Boolean

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

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    Definition Classes
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  54. def getClassSamplingFactors(): Array[Float]

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  55. def getColSampleRate(): Double

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  56. def getColSampleRateChangePerLevel(): Double

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  57. def getColSampleRatePerTree(): Double

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  58. def getCustomDistributionFunc(): String

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  59. def getCustomMetricFunc(): String

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  60. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  62. def getDistribution(): String

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  63. def getExportCheckpointsDir(): String

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  64. def getFoldAssignment(): String

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  65. def getFoldCol(): String

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  66. def getGainsliftBins(): Int

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  67. def getHistogramType(): String

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  68. def getHuberAlpha(): Double

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  69. def getIgnoreConstCols(): Boolean

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  70. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  71. def getInTrainingCheckpointsDir(): String

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  72. def getInTrainingCheckpointsTreeInterval(): Int

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  73. def getInteractionConstraints(): Array[Array[String]]

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  74. def getKeepCrossValidationFoldAssignment(): Boolean

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  75. def getKeepCrossValidationModels(): Boolean

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  76. def getKeepCrossValidationPredictions(): Boolean

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  77. def getLabelCol(): String

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  78. def getLearnRate(): Double

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  79. def getLearnRateAnnealing(): Double

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  80. def getMaxAbsLeafnodePred(): Double

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  81. def getMaxAfterBalanceSize(): Float

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  82. def getMaxConfusionMatrixSize(): Int

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  83. def getMaxDepth(): Int

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  84. def getMaxRuntimeSecs(): Double

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  85. def getMinRows(): Double

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  86. def getMinSplitImprovement(): Double

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  87. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  89. def getNbins(): Int

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  90. def getNbinsCats(): Int

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  91. def getNbinsTopLevel(): Int

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  92. def getNfolds(): Int

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  93. def getNtrees(): Int

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  94. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  97. def getPredNoiseBandwidth(): Double

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  98. def getQuantileAlpha(): Double

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  99. def getSampleRate(): Double

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  100. def getSampleRatePerClass(): Array[Double]

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  101. def getScoreEachIteration(): Boolean

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  102. def getScoreTreeInterval(): Int

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  103. def getSeed(): Long

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  104. def getStoppingMetric(): String

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  105. def getStoppingRounds(): Int

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  106. def getStoppingTolerance(): Double

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  107. def getTweediePower(): Double

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  108. def getWeightCol(): String

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

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    Definition Classes
    Params

  110. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  111. def hashCode(): Int

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    Definition Classes
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  112. val histogramType: Param[String]

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    Attributes
    protected

  113. val huberAlpha: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  114. val ignoreConstCols: BooleanParam

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    Attributes
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  115. val inTrainingCheckpointsDir: NullableStringParam

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  116. val inTrainingCheckpointsTreeInterval: IntParam

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

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    Definition Classes
    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  119. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  121. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  123. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
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  124. val keepCrossValidationModels: BooleanParam

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    Attributes
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  125. val keepCrossValidationPredictions: BooleanParam

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  126. val labelCol: Param[String]

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    Attributes
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  127. val learnRate: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  128. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

  130. val maxAbsLeafnodePred: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  131. val maxAfterBalanceSize: FloatParam

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  132. val maxConfusionMatrixSize: IntParam

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  133. val maxDepth: IntParam

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    Attributes
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  134. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam

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    Attributes
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  135. val minRows: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  136. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  137. val modelId: NullableStringParam

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    Attributes
    protected

  138. val nbins: IntParam

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    Attributes
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  139. val nbinsCats: IntParam

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    Attributes
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  140. val nbinsTopLevel: IntParam

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    Attributes
    protected

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

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    Definition Classes
    AnyRef

  142. val nfolds: IntParam

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    Attributes
    protected

  143. final def notify(): Unit

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    Definition Classes
    AnyRef

  144. final def notifyAll(): Unit

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    Definition Classes
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  145. val ntrees: IntParam

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    Attributes
    protected

  146. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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

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

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

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

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  155. val offsetCol: NullableStringParam

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

  157. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected

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

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    Definition Classes
    Params

  159. val predNoiseBandwidth: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  160. val quantileAlpha: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  161. val sampleRate: org.apache.spark.ml.param.DoubleParam

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  162. val sampleRatePerClass: NullableDoubleArrayParam

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  163. val scoreEachIteration: BooleanParam

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  164. val scoreTreeInterval: IntParam

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  165. val seed: LongParam

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  166. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type

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    protected
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    Params

  167. final def set(param: String, value: Any): H2OGBMParams.this.type

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    Attributes
    protected
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    Params

  168. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Definition Classes
    Params

  169. def setAucType(value: String): H2OGBMParams.this.type

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  170. def setBalanceClasses(value: Boolean): H2OGBMParams.this.type

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  171. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type

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  172. def setCalibrateModel(value: Boolean): H2OGBMParams.this.type

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  173. def setCalibrationDataFrame(value: DataFrame): H2OGBMParams.this.type

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    Definition Classes
    HasCalibrationDataFrame

  174. def setCalibrationMethod(value: String): H2OGBMParams.this.type

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  175. def setCategoricalEncoding(value: String): H2OGBMParams.this.type

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  176. def setCheckConstantResponse(value: Boolean): H2OGBMParams.this.type

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  177. def setClassSamplingFactors(value: Array[Float]): H2OGBMParams.this.type

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  178. def setColSampleRate(value: Double): H2OGBMParams.this.type

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  179. def setColSampleRateChangePerLevel(value: Double): H2OGBMParams.this.type

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  180. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type

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  181. def setCustomDistributionFunc(value: String): H2OGBMParams.this.type

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  182. def setCustomMetricFunc(value: String): H2OGBMParams.this.type

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  183. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type

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    Attributes
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    Params

  184. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Attributes
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    Params

  185. def setDistribution(value: String): H2OGBMParams.this.type

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  186. def setExportCheckpointsDir(value: String): H2OGBMParams.this.type

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  187. def setFoldAssignment(value: String): H2OGBMParams.this.type

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  188. def setFoldCol(value: String): H2OGBMParams.this.type

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  189. def setGainsliftBins(value: Int): H2OGBMParams.this.type

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  190. def setHistogramType(value: String): H2OGBMParams.this.type

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  191. def setHuberAlpha(value: Double): H2OGBMParams.this.type

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  192. def setIgnoreConstCols(value: Boolean): H2OGBMParams.this.type

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  193. def setIgnoredCols(value: Array[String]): H2OGBMParams.this.type

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    Definition Classes
    HasIgnoredCols

  194. def setInTrainingCheckpointsDir(value: String): H2OGBMParams.this.type

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  195. def setInTrainingCheckpointsTreeInterval(value: Int): H2OGBMParams.this.type

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  196. def setInteractionConstraints(value: Array[Array[String]]): H2OGBMParams.this.type

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  197. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type

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  198. def setKeepCrossValidationModels(value: Boolean): H2OGBMParams.this.type

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  199. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type

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  200. def setLabelCol(value: String): H2OGBMParams.this.type

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  201. def setLearnRate(value: Double): H2OGBMParams.this.type

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  202. def setLearnRateAnnealing(value: Double): H2OGBMParams.this.type

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  203. def setMaxAbsLeafnodePred(value: Double): H2OGBMParams.this.type

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  204. def setMaxAfterBalanceSize(value: Float): H2OGBMParams.this.type

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  205. def setMaxConfusionMatrixSize(value: Int): H2OGBMParams.this.type

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  206. def setMaxDepth(value: Int): H2OGBMParams.this.type

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  207. def setMaxRuntimeSecs(value: Double): H2OGBMParams.this.type

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  208. def setMinRows(value: Double): H2OGBMParams.this.type

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  209. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type

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  210. def setModelId(value: String): H2OGBMParams.this.type

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  211. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMParams.this.type

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    Definition Classes
    HasMonotoneConstraints

  212. def setNbins(value: Int): H2OGBMParams.this.type

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  213. def setNbinsCats(value: Int): H2OGBMParams.this.type

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  214. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type

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  215. def setNfolds(value: Int): H2OGBMParams.this.type

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  216. def setNtrees(value: Int): H2OGBMParams.this.type

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  217. def setOffsetCol(value: String): H2OGBMParams.this.type

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  218. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type

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  219. def setQuantileAlpha(value: Double): H2OGBMParams.this.type

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  220. def setSampleRate(value: Double): H2OGBMParams.this.type

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  221. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type

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  222. def setScoreEachIteration(value: Boolean): H2OGBMParams.this.type

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  223. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type

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  224. def setSeed(value: Long): H2OGBMParams.this.type

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  225. def setStoppingMetric(value: String): H2OGBMParams.this.type

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  226. def setStoppingRounds(value: Int): H2OGBMParams.this.type

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  227. def setStoppingTolerance(value: Double): H2OGBMParams.this.type

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  228. def setTweediePower(value: Double): H2OGBMParams.this.type

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  229. def setWeightCol(value: String): H2OGBMParams.this.type

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  230. val stoppingMetric: Param[String]

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    Attributes
    protected

  231. val stoppingRounds: IntParam

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    Attributes
    protected

  232. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  236. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  237. val tweediePower: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  238. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  241. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasDataFrameSerializer

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped