Trait

ai.h2o.sparkling.ml.params

H2OXGBoostParams

Related Doc: package params

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trait H2OXGBoostParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OXGBoost, H2OXGBoostClassifier, H2OXGBoostRegressor
Ordering
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  2. By Inheritance
Inherited
  1. H2OXGBoostParams
  2. HasIgnoredCols
  3. HasCalibrationDataFrame
  4. HasMonotoneConstraints
  5. H2OAlgoParamsBase
  6. H2OFrameLifecycle
  7. ParameterConstructorMethods
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

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 backend: Param[String]

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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 booster: Param[String]

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    Attributes
    protected

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  11. val calibrateModel: BooleanParam

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    Attributes
    protected

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected

  13. final def clear(param: Param[_]): H2OXGBoostParams.this.type

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    Definition Classes
    Params

  14. def clone(): AnyRef

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

  15. val colSampleByLevel: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  16. val colSampleByNode: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  17. val colSampleByTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  18. val colSampleRate: 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. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
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    Params

  26. val distribution: Param[String]

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    Attributes
    protected

  27. val dmatrixType: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
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    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  31. def equals(arg0: Any): Boolean

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    Definition Classes
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  32. val eta: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  34. def explainParams(): String

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    Definition Classes
    Params

  35. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  36. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  38. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  40. val foldAssignment: Param[String]

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    Attributes
    protected

  41. val foldCol: NullableStringParam

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    Attributes
    protected

  42. val gainsliftBins: IntParam

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    Attributes
    protected

  43. val gamma: FloatParam

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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 getBackend(): String

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  47. def getBooster(): String

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  48. def getBuildTreeOneNode(): Boolean

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  49. def getCalibrateModel(): Boolean

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  50. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  51. def getCategoricalEncoding(): String

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

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    Definition Classes
    AnyRef → Any

  53. def getColSampleByLevel(): Double

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  54. def getColSampleByNode(): Double

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  55. def getColSampleByTree(): Double

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  56. def getColSampleRate(): Double

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  57. def getColSampleRatePerTree(): Double

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

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    Definition Classes
    Params

  59. def getDistribution(): String

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  60. def getDmatrixType(): String

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  61. def getEta(): Double

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  62. def getExportCheckpointsDir(): String

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  63. def getFoldAssignment(): String

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  64. def getFoldCol(): String

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  65. def getGainsliftBins(): Int

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  66. def getGamma(): Float

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  67. def getGpuId(): Array[Int]

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  68. def getGrowPolicy(): String

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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 getInteractionConstraints(): Array[Array[String]]

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  72. def getKeepCrossValidationFoldAssignment(): Boolean

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  73. def getKeepCrossValidationModels(): Boolean

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  74. def getKeepCrossValidationPredictions(): Boolean

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  75. def getLabelCol(): String

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  76. def getLearnRate(): Double

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  77. def getMaxAbsLeafnodePred(): Float

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  78. def getMaxBins(): Int

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  79. def getMaxDeltaStep(): Float

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  80. def getMaxDepth(): Int

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  81. def getMaxLeaves(): Int

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  82. def getMaxRuntimeSecs(): Double

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  83. def getMinChildWeight(): Double

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  84. def getMinRows(): Double

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  85. def getMinSplitImprovement(): Float

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  86. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  88. def getNfolds(): Int

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  89. def getNormalizeType(): String

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  90. def getNthread(): Int

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  91. def getNtrees(): Int

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  92. def getOffsetCol(): String

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  93. def getOneDrop(): Boolean

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  96. def getQuietMode(): Boolean

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  97. def getRateDrop(): Float

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  98. def getRegAlpha(): Float

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  99. def getRegLambda(): Float

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  100. def getSampleRate(): Double

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  101. def getSampleType(): String

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  102. def getSaveMatrixDirectory(): String

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  103. def getScoreEachIteration(): Boolean

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  104. def getScoreTreeInterval(): Int

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  105. def getSeed(): Long

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  106. def getSkipDrop(): Float

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  107. def getStoppingMetric(): String

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  108. def getStoppingRounds(): Int

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  109. def getStoppingTolerance(): Double

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  110. def getSubsample(): Double

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  111. def getTreeMethod(): String

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  112. def getTweediePower(): Double

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  113. def getWeightCol(): String

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  114. val gpuId: NullableIntArrayParam

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    Attributes
    protected

  115. val growPolicy: Param[String]

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    protected

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

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    Definition Classes
    Params

  117. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  118. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  119. val ignoreConstCols: BooleanParam

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    Attributes
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  120. def intArrayParam(name: String, doc: String): IntArrayParam

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    ParameterConstructorMethods

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

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  122. val interactionConstraints: NullableStringArrayArrayParam

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    protected

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

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    Definition Classes
    Params

  124. final def isInstanceOf[T0]: Boolean

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    Any

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

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  126. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
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  127. val keepCrossValidationModels: BooleanParam

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  128. val keepCrossValidationPredictions: BooleanParam

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  129. val labelCol: Param[String]

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

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    Attributes
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  131. def longParam(name: String, doc: String): LongParam

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    ParameterConstructorMethods

  132. val maxAbsLeafnodePred: FloatParam

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    Attributes
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  133. val maxBins: IntParam

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    Attributes
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  134. val maxDeltaStep: FloatParam

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    Attributes
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  135. val maxDepth: IntParam

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  136. val maxLeaves: IntParam

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  137. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam

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  138. val minChildWeight: org.apache.spark.ml.param.DoubleParam

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  139. val minRows: org.apache.spark.ml.param.DoubleParam

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  140. val minSplitImprovement: FloatParam

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  141. val modelId: NullableStringParam

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    Attributes
    protected

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

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    Definition Classes
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  143. val nfolds: IntParam

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    Attributes
    protected

  144. val normalizeType: Param[String]

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  145. final def notify(): Unit

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    Definition Classes
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  146. final def notifyAll(): Unit

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    Definition Classes
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  147. val nthread: IntParam

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    Attributes
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  148. val ntrees: IntParam

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

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    ParameterConstructorMethods

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

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

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

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

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

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

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

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  157. val offsetCol: NullableStringParam

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  158. val oneDrop: BooleanParam

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

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    ParameterConstructorMethods

  160. def paramTag: ClassTag[XGBoostParameters]

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    protected

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

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    Definition Classes
    Params

  162. val quietMode: BooleanParam

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  163. val rateDrop: FloatParam

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  164. val regAlpha: FloatParam

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  165. val regLambda: FloatParam

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

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  167. val sampleType: Param[String]

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  168. val saveMatrixDirectory: NullableStringParam

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  169. val scoreEachIteration: BooleanParam

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  170. val scoreTreeInterval: IntParam

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  171. val seed: LongParam

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  172. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type

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  173. final def set(param: String, value: Any): H2OXGBoostParams.this.type

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  174. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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    Definition Classes
    Params

  175. def setAucType(value: String): H2OXGBoostParams.this.type

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  176. def setBackend(value: String): H2OXGBoostParams.this.type

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  177. def setBooster(value: String): H2OXGBoostParams.this.type

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  178. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type

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  179. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type

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  180. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type

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    Definition Classes
    HasCalibrationDataFrame

  181. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type

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  182. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type

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  183. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type

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  184. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type

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  185. def setColSampleRate(value: Double): H2OXGBoostParams.this.type

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  186. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type

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  187. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type

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  188. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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  189. def setDistribution(value: String): H2OXGBoostParams.this.type

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  190. def setDmatrixType(value: String): H2OXGBoostParams.this.type

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  191. def setEta(value: Double): H2OXGBoostParams.this.type

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  192. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type

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  193. def setFoldAssignment(value: String): H2OXGBoostParams.this.type

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  194. def setFoldCol(value: String): H2OXGBoostParams.this.type

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  195. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type

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  196. def setGamma(value: Float): H2OXGBoostParams.this.type

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  197. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type

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  198. def setGrowPolicy(value: String): H2OXGBoostParams.this.type

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  199. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type

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  200. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type

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    Definition Classes
    HasIgnoredCols

  201. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type

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  202. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type

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  203. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type

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  204. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type

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  205. def setLabelCol(value: String): H2OXGBoostParams.this.type

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  206. def setLearnRate(value: Double): H2OXGBoostParams.this.type

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  207. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type

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  208. def setMaxBins(value: Int): H2OXGBoostParams.this.type

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  209. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type

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  210. def setMaxDepth(value: Int): H2OXGBoostParams.this.type

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  211. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type

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  212. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type

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  213. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type

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  214. def setMinRows(value: Double): H2OXGBoostParams.this.type

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  215. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type

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  216. def setModelId(value: String): H2OXGBoostParams.this.type

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  217. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type

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    Definition Classes
    HasMonotoneConstraints

  218. def setNfolds(value: Int): H2OXGBoostParams.this.type

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  219. def setNormalizeType(value: String): H2OXGBoostParams.this.type

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  220. def setNthread(value: Int): H2OXGBoostParams.this.type

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  221. def setNtrees(value: Int): H2OXGBoostParams.this.type

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  222. def setOffsetCol(value: String): H2OXGBoostParams.this.type

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  223. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type

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  224. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type

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  225. def setRateDrop(value: Float): H2OXGBoostParams.this.type

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  226. def setRegAlpha(value: Float): H2OXGBoostParams.this.type

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  227. def setRegLambda(value: Float): H2OXGBoostParams.this.type

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  228. def setSampleRate(value: Double): H2OXGBoostParams.this.type

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  229. def setSampleType(value: String): H2OXGBoostParams.this.type

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  230. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type

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  231. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type

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  232. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type

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  233. def setSeed(value: Long): H2OXGBoostParams.this.type

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  234. def setSkipDrop(value: Float): H2OXGBoostParams.this.type

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  235. def setStoppingMetric(value: String): H2OXGBoostParams.this.type

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  236. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type

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  237. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type

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  238. def setSubsample(value: Double): H2OXGBoostParams.this.type

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  239. def setTreeMethod(value: String): H2OXGBoostParams.this.type

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  240. def setTweediePower(value: Double): H2OXGBoostParams.this.type

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  241. def setWeightCol(value: String): H2OXGBoostParams.this.type

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  242. val skipDrop: FloatParam

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    Attributes
    protected

  243. val stoppingMetric: Param[String]

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  244. val stoppingRounds: IntParam

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

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

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

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    protected
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    ParameterConstructorMethods

  248. val subsample: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Definition Classes
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  250. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  251. val treeMethod: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected

  253. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    Definition Classes
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    Annotations
    @throws( ... )

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

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    @throws( ... )

  256. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

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

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