Class/Object

org.apache.spark.ml.h2o.algos

H2OGBM

Related Docs: object H2OGBM | package algos

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class H2OGBM extends H2OAlgorithm[GBMParameters, H2OMOJOModel] with H2OGBMParams

H2O GBM algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OGBMParams, H2OSharedTreeParams[GBMParameters], H2OAlgorithm[GBMParameters, H2OMOJOModel], H2OAlgoParams[GBMParameters], H2OAlgoParamsHelper[GBMParameters], MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGBM
  2. H2OGBMParams
  3. H2OSharedTreeParams
  4. H2OAlgorithm
  5. H2OAlgoParams
  6. H2OAlgoParamsHelper
  7. MLWritable
  8. Estimator
  9. PipelineStage
  10. Logging
  11. Params
  12. Serializable
  13. Serializable
  14. Identifiable
  15. AnyRef
  16. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM(parameters: GBMParameters, uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  2. new H2OGBM(parameters: GBMParameters)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  3. new H2OGBM(uid: String, hc: H2OContext, sqlContext: SQLContext)

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  4. new H2OGBM()(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  5. new H2OGBM(parameters: Option[GBMParameters], uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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Type Members

  1. type H2O_SCHEMA = GBMParametersV3

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    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

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[_]): H2OGBM.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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    Definition Classes
    H2OGBMParams

  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 convertUnknownCategoricalLevelsToNa: BooleanParam

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    Definition Classes
    H2OAlgoParams

  18. def copy(extra: ParamMap): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

  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. def defaultFileName: String

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    Definition Classes
    H2OGBM → H2OAlgorithm

  22. final val distribution: H2ODistributionParam

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    Definition Classes
    H2OAlgoParams

  23. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  25. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Definition Classes
    H2OAlgoParamsHelper

  26. def doubleParam(name: String, doc: String): DoubleParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  28. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  30. def explainParams(): String

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    Definition Classes
    Params

  31. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  33. final val featuresCols: StringArrayParam

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    Definition Classes
    H2OAlgoParams

  34. def finalize(): Unit

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

  35. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OAlgorithm → Estimator

  36. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  37. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  38. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

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

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    Definition Classes
    Params

  40. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams

  41. def getBuildTreeOneNode(): Boolean

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    Definition Classes
    H2OSharedTreeParams

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

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    Definition Classes
    AnyRef → Any

  43. def getColSampleRate(): Double

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    Definition Classes
    H2OGBMParams

  44. def getColSampleRateChangePerLevel(): Double

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    Definition Classes
    H2OSharedTreeParams

  45. def getColSampleRatePerTree(): Double

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    Definition Classes
    H2OSharedTreeParams

  46. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  48. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  50. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OAlgoParams

  51. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  52. def getHistogramType(): HistogramType

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    Definition Classes
    H2OSharedTreeParams

  53. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams

  54. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams

  55. def getLearnRate(): Double

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    Definition Classes
    H2OGBMParams

  56. def getLearnRateAnnealing(): Double

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    Definition Classes
    H2OGBMParams

  57. def getMaxAbsLeafnodePred(): Double

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    Definition Classes
    H2OGBMParams

  58. def getMaxDepth(): Int

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    Definition Classes
    H2OSharedTreeParams

  59. def getMinRows(): Double

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    Definition Classes
    H2OSharedTreeParams

  60. def getMinSplitImprovement(): Double

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    Definition Classes
    H2OSharedTreeParams

  61. def getNbins(): Int

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    Definition Classes
    H2OSharedTreeParams

  62. def getNbinsCats(): Int

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    Definition Classes
    H2OSharedTreeParams

  63. def getNbinsTopLevel(): Int

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    Definition Classes
    H2OSharedTreeParams

  64. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams

  65. def getNtrees(): Int

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    Definition Classes
    H2OSharedTreeParams

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

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    Definition Classes
    Params

  67. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  69. def getParams: GBMParameters

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    Definition Classes
    H2OAlgoParamsHelper

  70. def getPredNoiseBandwidth(): Double

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    Definition Classes
    H2OGBMParams

  71. def getPredictionsCol(): String

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    Definition Classes
    H2OAlgoParams

  72. def getR2Stopping(): Double

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    Definition Classes
    H2OSharedTreeParams

  73. def getSampleRate(): Double

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    Definition Classes
    H2OSharedTreeParams

  74. def getSampleRatePerClass(): Array[Double]

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    Definition Classes
    H2OSharedTreeParams

  75. def getScoreTreeInterval(): Int

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    Definition Classes
    H2OSharedTreeParams

  76. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams

  77. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    Params

  79. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  80. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  81. final val histogramType: H2OHistogramTypeParam

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    Definition Classes
    H2OSharedTreeParams

  82. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  83. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  86. def intParam(name: String, doc: String): BooleanParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  88. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  90. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  91. final val keepCrossValidationFoldAssignment: BooleanParam

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    Definition Classes
    H2OAlgoParams

  92. final val keepCrossValidationPredictions: BooleanParam

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    Definition Classes
    H2OAlgoParams

  93. final val learnRate: DoubleParam

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    Definition Classes
    H2OGBMParams

  94. final val learnRateAnnealing: DoubleParam

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    Definition Classes
    H2OGBMParams

  95. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

  96. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  97. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  98. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  99. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  100. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  101. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  102. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

  103. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  104. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  105. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  106. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  107. def longParam(name: String, doc: Option[String] = None): LongParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  109. final val maxAbsLeafnodePred: DoubleParam

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    Definition Classes
    H2OGBMParams

  110. final val maxDepth: IntParam

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    Definition Classes
    H2OSharedTreeParams

  111. final val minRows: DoubleParam

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    Definition Classes
    H2OSharedTreeParams

  112. final val minSplitImprovement: DoubleParam

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    Definition Classes
    H2OSharedTreeParams

  113. final val nbins: IntParam

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    Definition Classes
    H2OSharedTreeParams

  114. final val nbinsCats: IntParam

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    Definition Classes
    H2OSharedTreeParams

  115. final val nbinsTopLevel: IntParam

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    Definition Classes
    H2OSharedTreeParams

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

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    Definition Classes
    AnyRef

  117. final val nfolds: IntParam

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    Definition Classes
    H2OAlgoParams

  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. final val ntrees: IntParam

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    Definition Classes
    H2OSharedTreeParams

  121. final val parallelizeCrossValidation: BooleanParam

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    Definition Classes
    H2OAlgoParams

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  124. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  125. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    Params

  127. final val predNoiseBandwidth: DoubleParam

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    Definition Classes
    H2OGBMParams

  128. final val predictionCol: Param[String]

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    Definition Classes
    H2OAlgoParams

  129. final val r2Stopping: DoubleParam

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    Definition Classes
    H2OSharedTreeParams

  130. final val ratio: DoubleParam

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    Definition Classes
    H2OAlgoParams

  131. final val sampleRate: DoubleParam

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    Definition Classes
    H2OSharedTreeParams

  132. final val sampleRatePerClass: DoubleArrayParam

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    Definition Classes
    H2OSharedTreeParams

  133. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  134. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper

  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[_]): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  138. final def set(param: String, value: Any): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  139. final def set[T](param: Param[T], value: T): H2OGBM.this.type

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    Definition Classes
    Params

  140. def setAllStringColumnsToCategorical(transform: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  141. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  142. def setColSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  143. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  144. def setColSampleRatePerTree(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  145. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  146. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  147. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params

  148. def setDistribution(value: DistributionFamily): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  149. def setFeaturesCol(first: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  150. def setFeaturesCols(cols: Array[String]): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  151. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  152. def setHistogramType(value: HistogramType): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  153. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  154. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  155. def setLearnRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  156. def setLearnRateAnnealing(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  157. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  158. def setMaxDepth(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  159. def setMinRows(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  160. def setMinSplitImprovement(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  161. def setNbins(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  162. def setNbinsCats(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  163. def setNbinsTopLevel(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  164. def setNfolds(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  165. def setNtrees(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  166. def setParallelizeCrossValidation(value: Boolean): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  167. def setParams(params: GBMParameters): Unit

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    Definition Classes
    H2OAlgoParamsHelper

  168. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OGBMParams

  169. def setPredictionsCol(value: String): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  170. def setR2Stopping(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  171. def setSampleRate(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  172. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  173. def setScoreTreeInterval(value: Int): H2OGBM.this.type

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    Definition Classes
    H2OSharedTreeParams

  174. def setSeed(value: Long): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  175. def setTrainRatio(value: Double): H2OGBM.this.type

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    Definition Classes
    H2OAlgoParams

  176. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

  178. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    H2OAlgoParamsHelper

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

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    Definition Classes
    AnyRef

  181. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  182. def trainModel(params: GBMParameters): H2OMOJOModel

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    Definition Classes
    H2OGBM → H2OAlgorithm

  183. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

  184. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  185. val uid: String

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    Definition Classes
    H2OGBM → Identifiable

  186. 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
    H2OGBMParams → H2OSharedTreeParams → H2OAlgoParams

  187. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
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    @throws( ... )

  190. def write: MLWriter

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    Definition Classes
    H2OAlgorithm → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from H2OGBMParams

Inherited from H2OSharedTreeParams[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters, H2OMOJOModel]

Inherited from H2OAlgoParams[GBMParameters]

Inherited from H2OAlgoParamsHelper[GBMParameters]

Inherited from MLWritable

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

setParam

Ungrouped