Trait

org.apache.spark.ml.h2o.algos

H2OGBMParams

Related Doc: package algos

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trait H2OGBMParams extends H2OSharedTreeParams[GBMParameters]

Parameters for Spark's API exposing underlying H2O model.

Linear Supertypes
H2OSharedTreeParams[GBMParameters], H2OAlgoParams[GBMParameters], Logging, H2OAlgoParamsHelper[GBMParameters], Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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Inherited
  1. H2OGBMParams
  2. H2OSharedTreeParams
  3. H2OAlgoParams
  4. Logging
  5. H2OAlgoParamsHelper
  6. Params
  7. Serializable
  8. Serializable
  9. Identifiable
  10. AnyRef
  11. Any
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Visibility
  1. Public
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Type Members

  1. type H2O_SCHEMA = GBMParametersV3

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    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper

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. def H2OHistogramTypeParam(name: String): H2OHistogramTypeParam

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    Definition Classes
    H2OSharedTreeParams
  7. final val allStringColumnsToCategorical: BooleanParam

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

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

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    Definition Classes
    H2OAlgoParamsHelper
  10. def booleanParam(name: String, doc: String): BooleanParam

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    Definition Classes
    H2OAlgoParamsHelper
  11. final val buildTreeOneNode: BooleanParam

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    Definition Classes
    H2OSharedTreeParams
  12. final def clear(param: Param[_]): H2OGBMParams.this.type

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    Definition Classes
    Params
  13. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  14. final val colSampleRate: DoubleParam

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  15. final val colSampleRateChangePerLevel: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  16. final val colSampleRatePerTree: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  17. final val columnsToCategorical: StringArrayParam

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    Definition Classes
    H2OAlgoParams
  18. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Definition Classes
    H2OAlgoParams
  19. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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    Attributes
    protected
    Definition Classes
    Params
  21. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams
  22. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  23. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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

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

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    Definition Classes
    H2OAlgoParamsHelper
  26. final def eq(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    Params
  29. def explainParams(): String

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

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

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    Definition Classes
    Params
  32. final val featuresCols: StringArrayParam

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    Definition Classes
    H2OAlgoParams
  33. def finalize(): Unit

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

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    Definition Classes
    H2OAlgoParamsHelper
  35. def floatParam(name: String, doc: String): FloatParam

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

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    Definition Classes
    Params
  37. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams
  38. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OSharedTreeParams
  39. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  40. def getColSampleRate(): Double

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  41. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OSharedTreeParams
  42. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OSharedTreeParams
  43. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAlgoParams
  44. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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

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    Definition Classes
    Params
  46. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams
  47. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  48. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams
  49. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  50. def getHistogramType(): HistogramType

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    Definition Classes
    H2OSharedTreeParams
  51. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams
  52. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams
  53. def getLearnRate(): Double

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  54. def getLearnRateAnnealing(): Double

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  55. def getMaxAbsLeafnodePred(): Double

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  56. def getMaxDepth(): Int

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    Definition Classes
    H2OSharedTreeParams
  57. def getMinRows(): Double

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    Definition Classes
    H2OSharedTreeParams
  58. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OSharedTreeParams
  59. def getNbins(): Int

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    Definition Classes
    H2OSharedTreeParams
  60. def getNbinsCats(): Int

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    Definition Classes
    H2OSharedTreeParams
  61. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OSharedTreeParams
  62. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams
  63. def getNtrees(): Int

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    Definition Classes
    H2OSharedTreeParams
  64. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  65. def getParallelizeCrossValidation(): Boolean

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

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    Definition Classes
    Params
  67. def getParams: GBMParameters

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    Definition Classes
    H2OAlgoParamsHelper
  68. def getPredNoiseBandwidth(): Double

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  69. def getPredictionCol(): String

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    Definition Classes
    H2OAlgoParams
  70. def getR2Stopping(): Double

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    Definition Classes
    H2OSharedTreeParams
  71. def getSampleRate(): Double

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    Definition Classes
    H2OSharedTreeParams
  72. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OSharedTreeParams
  73. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OSharedTreeParams
  74. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams
  75. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams
  76. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  78. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  79. final val histogramType: H2OHistogramTypeParam

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    Definition Classes
    H2OSharedTreeParams
  80. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  81. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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

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    Definition Classes
    H2OAlgoParamsHelper
  83. def intArrayParam(name: String, doc: String): IntArrayParam

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    Definition Classes
    H2OAlgoParamsHelper
  84. def intParam(name: String, doc: Option[String] = None): IntParam

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    Definition Classes
    H2OAlgoParamsHelper
  85. def intParam(name: String, doc: String): IntParam

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    Definition Classes
    H2OAlgoParamsHelper
  86. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  89. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  90. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams
  91. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams
  92. final val learnRate: DoubleParam

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  93. final val learnRateAnnealing: DoubleParam

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  94. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  95. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  96. def logDebug(msg: ⇒ String): Unit

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

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    Attributes
    protected
    Definition Classes
    Logging
  98. def logError(msg: ⇒ String): Unit

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  101. def logName: String

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

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    Attributes
    protected
    Definition Classes
    Logging
  103. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  104. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  105. def logWarning(msg: ⇒ String): Unit

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

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

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    Definition Classes
    H2OAlgoParamsHelper
  108. final val maxAbsLeafnodePred: DoubleParam

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  109. final val maxDepth: IntParam

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    Definition Classes
    H2OSharedTreeParams
  110. final val minRows: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  111. final val minSplitImprovement: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  112. final val nbins: IntParam

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    Definition Classes
    H2OSharedTreeParams
  113. final val nbinsCats: IntParam

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    Definition Classes
    H2OSharedTreeParams
  114. final val nbinsTopLevel: IntParam

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    Definition Classes
    H2OSharedTreeParams
  115. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  116. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams
  117. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  119. final val ntrees: IntParam

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    Definition Classes
    H2OSharedTreeParams
  120. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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

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    Definition Classes
    H2OAlgoParamsHelper
  122. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams
  123. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Definition Classes
    H2OAlgoParamsHelper
  124. def param[T](name: String, doc: String): Param[T]

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    Definition Classes
    H2OAlgoParamsHelper
  125. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper
  126. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  127. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  128. final val predNoiseBandwidth: DoubleParam

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  129. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams
  130. final val r2Stopping: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  131. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams
  132. final val sampleRate: DoubleParam

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    Definition Classes
    H2OSharedTreeParams
  133. final val sampleRatePerClass: NullableDoubleArrayParam

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    Definition Classes
    H2OSharedTreeParams
  134. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper
  135. final val scoreTreeInterval: IntParam

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    Definition Classes
    H2OSharedTreeParams
  136. final val seed: LongParam

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    Definition Classes
    H2OAlgoParams
  137. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type

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    Attributes
    protected
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    Params
  138. final def set(param: String, value: Any): H2OGBMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  139. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Definition Classes
    Params
  140. def setAllStringColumnsToCategorical(transform: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  141. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  142. def setColSampleRate(value: Double): H2OGBMParams.this.type

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

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    Definition Classes
    H2OSharedTreeParams
  144. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  145. def setColumnsToCategorical(columns: Array[String]): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  146. def setColumnsToCategorical(first: String, others: String*): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  147. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  148. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  149. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  150. def setDistribution(value: DistributionFamily): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  151. def setFeaturesCol(first: String): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  152. def setFeaturesCols(cols: Array[String]): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  153. def setFeaturesCols(first: String, others: String*): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  154. def setHistogramType(value: HistogramType): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  155. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  156. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  157. def setLearnRate(value: Double): H2OGBMParams.this.type

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

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

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

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    Definition Classes
    H2OSharedTreeParams
  161. def setMinRows(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  162. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  163. def setNbins(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  164. def setNbinsCats(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  165. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  166. def setNfolds(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  167. def setNtrees(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  168. def setParallelizeCrossValidation(value: Boolean): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  169. def setParams(params: GBMParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper
  170. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type

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  171. def setPredictionCol(value: String): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  172. def setR2Stopping(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  173. def setSampleRate(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  174. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  175. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type

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    Definition Classes
    H2OSharedTreeParams
  176. def setSeed(value: Long): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  177. def setTrainRatio(value: Double): H2OGBMParams.this.type

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    Definition Classes
    H2OAlgoParams
  178. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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

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

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

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    Definition Classes
    H2OAlgoParamsHelper
  182. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  183. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  184. 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
    H2OGBMParamsH2OSharedTreeParamsH2OAlgoParams
  185. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from H2OSharedTreeParams[GBMParameters]

Inherited from H2OAlgoParams[GBMParameters]

Inherited from Logging

Inherited from H2OAlgoParamsHelper[GBMParameters]

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

setParam

Ungrouped