Trait

org.apache.spark.ml.h2o.algos

H2OXGBoostParams

Related Doc: package algos

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trait H2OXGBoostParams extends H2OAlgoParams[XGBoostParameters]

Parameters for Spark's API exposing underlying H2O model.

Linear Supertypes
H2OAlgoParams[XGBoostParameters], DeprecatableParams, H2OCommonParams, Logging, H2OAlgoParamsHelper[XGBoostParameters], Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
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  2. By Inheritance
Inherited
  1. H2OXGBoostParams
  2. H2OAlgoParams
  3. DeprecatableParams
  4. H2OCommonParams
  5. Logging
  6. H2OAlgoParamsHelper
  7. Params
  8. Serializable
  9. Serializable
  10. Identifiable
  11. AnyRef
  12. Any
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Visibility
  1. Public
  2. All

Type Members

  1. type H2O_SCHEMA = XGBoostParametersV3

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    Definition Classes
    H2OXGBoostParamsH2OAlgoParamsHelper

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. def H2ODistributionParam(name: String): H2ODistributionParam

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    Definition Classes
    H2OAlgoParams
  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  8. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  9. final def clear(param: Param[_]): H2OXGBoostParams.this.type

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    Definition Classes
    Params
  10. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  11. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  12. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  13. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  14. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  15. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  16. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  17. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  18. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  19. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  20. def explainParams(): String

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    Definition Classes
    Params
  21. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  22. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  23. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  24. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  25. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  26. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  27. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  28. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams
  29. def getBackend(): Backend

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  30. def getBooster(): Booster

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

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    Definition Classes
    AnyRef → Any
  32. def getColSampleByLevel(): Double

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  33. def getColSampleRate(): Double

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  34. def getColSampleRatePerTree(): Double

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  35. def getColsampleBytree(): Double

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  36. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAlgoParams
  37. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams
  38. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  39. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams
  40. def getDmatrixType(): DMatrixType

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  41. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  42. def getEta(): Double

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  43. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  44. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams
  45. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams
  46. def getGamma(): Float

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  47. def getGpuId(): Int

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  48. def getGrowPolicy(): GrowPolicy

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  49. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  50. def getInitialScoreInterval(): Int

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  51. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams
  52. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams
  53. def getLabelCol(): String

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    Definition Classes
    H2OCommonParams
  54. def getLearnRate(): Double

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  55. def getLearnRateAnnealing(): Double

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  56. def getMaxAbsLeafnodePred(): Float

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  57. def getMaxBins(): Int

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  58. def getMaxDeltaStep(): Float

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  59. def getMaxDepth(): Int

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  60. def getMaxLeaves(): Int

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  61. def getMinChildWeight(): Double

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  62. def getMinDataInLeaf(): Float

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  63. def getMinRows(): Double

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  64. def getMinSplitImprovement(): Float

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  65. def getMinSumHessianInLeaf(): Float

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  66. def getMissingValuesHandling(): MissingValuesHandling

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  67. def getNEstimators(): Int

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  68. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams
  69. def getNormalizeType(): DartNormalizeType

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  70. def getNthread(): Int

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  71. def getNtrees(): Int

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  72. def getOneDrop(): Boolean

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

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    Definition Classes
    Params
  74. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams
  75. def getParam(paramName: String): Param[Any]

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    Definition Classes
    DeprecatableParams → Params
  76. def getPredictionCol(): String

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    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )
  77. def getQuietMode(): Boolean

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  78. def getRateDrop(): Float

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  79. def getRegAlpha(): Float

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  80. def getRegLambda(): Float

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  81. def getSampleRate(): Double

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  82. def getSampleType(): DartSampleType

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  83. def getScoreInterval(): Int

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  84. def getScoreTreeInterval(): Int

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  85. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams
  86. def getSkipDrop(): Float

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  87. def getSubsample(): Double

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  88. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams
  89. def getTreeMethod(): TreeMethod

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  90. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams
  91. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  92. def hasParam(paramName: String): Boolean

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    Definition Classes
    DeprecatableParams → Params
  93. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  94. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  95. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  96. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  97. def intParam(name: String, doc: Option[String] = None): IntParam

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    Attributes
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    H2OAlgoParamsHelper
  98. def intParam(name: String, doc: String): IntParam

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    Attributes
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    H2OAlgoParamsHelper
  99. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  100. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  101. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  102. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  103. def log: Logger

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    Attributes
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    Logging
  104. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  105. def logDebug(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  106. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  107. def logError(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  108. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  109. def logInfo(msg: ⇒ String): Unit

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    Attributes
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    Logging
  110. def logName: String

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    Attributes
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    Logging
  111. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  112. def logTrace(msg: ⇒ String): Unit

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    Attributes
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    Logging
  113. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  114. def logWarning(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  115. def longParam(name: String, doc: Option[String] = None): LongParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  116. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  117. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  118. final def notify(): Unit

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    Definition Classes
    AnyRef
  119. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  120. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  121. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  122. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  123. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  124. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

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    Attributes
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    H2OAlgoParamsHelper
  125. def nullableStringParam(name: String, doc: String): NullableStringParam

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    Attributes
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    H2OAlgoParamsHelper
  126. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Attributes
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    H2OAlgoParamsHelper
  127. def param[T](name: String, doc: String): Param[T]

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    Attributes
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    H2OAlgoParamsHelper
  128. def paramTag: ClassTag[XGBoostParameters]

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    Attributes
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    H2OXGBoostParamsH2OAlgoParamsHelper
  129. var parameters: XGBoostParameters

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    Attributes
    protected
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    H2OAlgoParamsHelper
  130. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  131. def renamingMap: Map[String, String]

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    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    Attributes
    protected
    Definition Classes
    H2OAlgoParamsDeprecatableParams
  132. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
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    H2OXGBoostParamsH2OAlgoParamsHelper
  133. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type

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    Attributes
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    Params
  134. final def set(param: String, value: Any): H2OXGBoostParams.this.type

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

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    Definition Classes
    Params
  136. def setAllStringColumnsToCategorical(transform: Boolean): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  137. def setBackend(value: Backend): H2OXGBoostParams.this.type

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  138. def setBooster(value: Booster): H2OXGBoostParams.this.type

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

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

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

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  142. def setColsampleBytree(value: Double): H2OXGBoostParams.this.type

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  143. def setColumnsToCategorical(columns: Array[String]): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  144. def setColumnsToCategorical(first: String, others: String*): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  145. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  146. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type

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

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    Attributes
    protected
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    Params
  148. def setDistribution(value: DistributionFamily): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  149. def setDmatrixType(value: DMatrixType): H2OXGBoostParams.this.type

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

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  151. def setFeaturesCol(first: String): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  152. def setFeaturesCols(columnNames: Array[String]): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  153. def setFeaturesCols(first: String, others: String*): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  154. def setFoldCol(columnName: String): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  155. def setGamma(value: Float): H2OXGBoostParams.this.type

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  156. def setGpuId(value: Int): H2OXGBoostParams.this.type

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  157. def setGrowPolicy(value: GrowPolicy): H2OXGBoostParams.this.type

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  158. def setInitialScoreInterval(value: Int): H2OXGBoostParams.this.type

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

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    Definition Classes
    H2OAlgoParams
  160. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  161. def setLabelCol(columnName: String): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  162. def setLearnRate(value: Double): H2OXGBoostParams.this.type

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  163. def setLearnRateAnnealing(value: Double): H2OXGBoostParams.this.type

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

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

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

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

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

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

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  170. def setMinDataInLeaf(value: Float): H2OXGBoostParams.this.type

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

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

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  173. def setMinSumHessianInLeaf(value: Float): H2OXGBoostParams.this.type

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  174. def setMissingValuesHandling(value: MissingValuesHandling): H2OXGBoostParams.this.type

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  175. def setNEstimators(value: Int): H2OXGBoostParams.this.type

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

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    Definition Classes
    H2OAlgoParams
  177. def setNormalizeType(value: DartNormalizeType): H2OXGBoostParams.this.type

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

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

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

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  181. def setParallelizeCrossValidation(value: Boolean): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  182. def setPredictionCol(value: String): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )
  183. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type

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

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

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

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

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  188. def setSampleType(value: DartSampleType): H2OXGBoostParams.this.type

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  189. def setScoreInterval(value: Int): H2OXGBoostParams.this.type

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

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

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    Definition Classes
    H2OAlgoParams
  192. def setSkipDrop(value: Float): H2OXGBoostParams.this.type

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

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  194. def setTrainRatio(value: Double): H2OXGBoostParams.this.type

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    Definition Classes
    H2OAlgoParams
  195. def setTreeMethod(value: TreeMethod): H2OXGBoostParams.this.type

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  196. def setWeightCol(columnName: String): H2OXGBoostParams.this.type

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    Definition Classes
    H2OCommonParams
  197. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  198. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  199. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  200. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  201. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  202. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  203. def updateH2OParams(): Unit

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    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Definition Classes
    H2OXGBoostParamsH2OAlgoParams
  204. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  205. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  206. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from H2OAlgoParams[XGBoostParameters]

Inherited from DeprecatableParams

Inherited from H2OCommonParams

Inherited from Logging

Inherited from H2OAlgoParamsHelper[XGBoostParameters]

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped