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, HasDataFrameSerializer, 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. 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
  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 val dataFrameSerializer: Param[String]

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    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer

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

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    Attributes
    protected
    Definition Classes
    Params

  27. val distribution: Param[String]

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    Attributes
    protected

  28. val dmatrixType: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    Definition Classes
    AnyRef

  32. def equals(arg0: Any): Boolean

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

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    Attributes
    protected

  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. val gamma: FloatParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  46. def getAucType(): String

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  47. def getBackend(): String

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  48. def getBooster(): String

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  49. def getBuildTreeOneNode(): Boolean

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  50. def getCalibrateModel(): Boolean

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  51. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  52. def getCategoricalEncoding(): String

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

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    Definition Classes
    AnyRef → Any

  54. def getColSampleByLevel(): Double

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  55. def getColSampleByNode(): Double

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  56. def getColSampleByTree(): Double

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  57. def getColSampleRate(): Double

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  58. def getColSampleRatePerTree(): Double

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  59. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer

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

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    Definition Classes
    Params

  61. def getDistribution(): String

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  62. def getDmatrixType(): String

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  63. def getEta(): Double

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  64. def getExportCheckpointsDir(): String

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  65. def getFoldAssignment(): String

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  66. def getFoldCol(): String

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  67. def getGainsliftBins(): Int

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  68. def getGamma(): Float

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  69. def getGpuId(): Array[Int]

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  70. def getGrowPolicy(): String

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  71. def getIgnoreConstCols(): Boolean

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  72. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  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 getMaxAbsLeafnodePred(): Float

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  80. def getMaxBins(): Int

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  81. def getMaxDeltaStep(): Float

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  82. def getMaxDepth(): Int

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  83. def getMaxLeaves(): Int

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  84. def getMaxRuntimeSecs(): Double

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  85. def getMinChildWeight(): Double

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  86. def getMinRows(): Double

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  87. def getMinSplitImprovement(): Float

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  88. def getModelId(): String

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

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    Definition Classes
    HasMonotoneConstraints

  90. def getNfolds(): Int

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  91. def getNormalizeType(): String

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  92. def getNthread(): Int

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  93. def getNtrees(): Int

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  94. def getOffsetCol(): String

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  95. def getOneDrop(): Boolean

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  98. def getQuietMode(): Boolean

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  99. def getRateDrop(): Float

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  100. def getRegAlpha(): Float

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  101. def getRegLambda(): Float

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  102. def getSampleRate(): Double

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  103. def getSampleType(): String

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  104. def getSaveMatrixDirectory(): String

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  105. def getScalePosWeight(): Float

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  106. def getScoreEachIteration(): Boolean

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  107. def getScoreTreeInterval(): Int

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  108. def getSeed(): Long

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  109. def getSkipDrop(): Float

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  110. def getStoppingMetric(): String

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  111. def getStoppingRounds(): Int

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  112. def getStoppingTolerance(): Double

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  113. def getSubsample(): Double

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  114. def getTreeMethod(): String

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  115. def getTweediePower(): Double

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  116. def getWeightCol(): String

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  117. val gpuId: NullableIntArrayParam

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    Attributes
    protected

  118. val growPolicy: Param[String]

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    Attributes
    protected

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

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    Definition Classes
    Params

  120. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  121. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  122. val ignoreConstCols: BooleanParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  125. val interactionConstraints: NullableStringArrayArrayParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  127. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  129. val keepCrossValidationFoldAssignment: BooleanParam

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    Attributes
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  130. val keepCrossValidationModels: BooleanParam

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    protected

  131. val keepCrossValidationPredictions: BooleanParam

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    Attributes
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  132. val labelCol: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
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    ParameterConstructorMethods

  135. val maxAbsLeafnodePred: FloatParam

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    Attributes
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  136. val maxBins: IntParam

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    protected

  137. val maxDeltaStep: FloatParam

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    Attributes
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  138. val maxDepth: IntParam

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    Attributes
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  139. val maxLeaves: IntParam

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    Attributes
    protected

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

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    Attributes
    protected

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

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

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  143. val minSplitImprovement: FloatParam

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  144. val modelId: NullableStringParam

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    protected

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

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    Definition Classes
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  146. val nfolds: IntParam

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    Attributes
    protected

  147. val normalizeType: Param[String]

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    Attributes
    protected

  148. final def notify(): Unit

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    Definition Classes
    AnyRef

  149. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  150. val nthread: IntParam

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    Attributes
    protected

  151. val ntrees: IntParam

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

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    ParameterConstructorMethods

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

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

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

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  160. val offsetCol: NullableStringParam

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  161. val oneDrop: BooleanParam

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

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    ParameterConstructorMethods

  163. def paramTag: ClassTag[XGBoostParameters]

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    protected

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

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    Definition Classes
    Params

  165. val quietMode: BooleanParam

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  166. val rateDrop: FloatParam

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  167. val regAlpha: FloatParam

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  168. val regLambda: FloatParam

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

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  170. val sampleType: Param[String]

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  171. val saveMatrixDirectory: NullableStringParam

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  172. val scalePosWeight: FloatParam

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  173. val scoreEachIteration: BooleanParam

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  174. val scoreTreeInterval: IntParam

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  175. val seed: LongParam

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    Attributes
    protected

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

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    Params

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

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    Attributes
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    Params

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

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    Definition Classes
    Params

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

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

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

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

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

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

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    Definition Classes
    HasCalibrationDataFrame

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

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

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

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

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

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

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

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    Params

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

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    Params

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasIgnoredCols

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    HasMonotoneConstraints

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

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

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

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

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

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

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

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

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

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

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

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

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

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  235. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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  247. val skipDrop: FloatParam

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    Attributes
    protected

  248. val stoppingMetric: Param[String]

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    Attributes
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  249. val stoppingRounds: IntParam

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    Attributes
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  250. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

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

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Attributes
    protected

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

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    Definition Classes
    AnyRef

  255. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  256. val treeMethod: Param[String]

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    Attributes
    protected

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

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    Attributes
    protected

  258. final def wait(): Unit

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    @throws( ... )

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

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    @throws( ... )

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

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    @throws( ... )

  261. 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

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