Trait

org.apache.spark.ml.h2o.algos

H2OGBMParams

Related Doc: package algos

Permalink

trait H2OGBMParams extends H2OSharedTreeParams[GBMParameters]

Parameters for Spark's API exposing underlying H2O model.

Linear Supertypes
H2OSharedTreeParams[GBMParameters], H2OAlgoParams[GBMParameters], H2OAlgoParamsHelper[GBMParameters], Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBMParams
  2. H2OSharedTreeParams
  3. H2OAlgoParams
  4. H2OAlgoParamsHelper
  5. Params
  6. Serializable
  7. Serializable
  8. Identifiable
  9. AnyRef
  10. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Type Members

  1. type H2O_SCHEMA = GBMParametersV3

    Permalink
    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

    Permalink
    Definition Classes
    Params
  2. abstract val uid: String

    Permalink
    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any
  5. def H2ODistributionParam(name: String): H2ODistributionParam

    Permalink
    Definition Classes
    H2OAlgoParams
  6. def H2OHistogramTypeParam(name: String): H2OHistogramTypeParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  7. final val allStringColumnsToCategorical: BooleanParam

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

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  11. final val buildTreeOneNode: BooleanParam

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

    Permalink
    Definition Classes
    Params
  13. def clone(): AnyRef

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

    Permalink
  15. final val colSampleRateChangePerLevel: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  16. final val colSampleRatePerTree: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  17. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  19. final val distribution: H2ODistributionParam

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Params
  27. def explainParams(): String

    Permalink
    Definition Classes
    Params
  28. final def extractParamMap(): ParamMap

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

    Permalink
    Definition Classes
    Params
  30. final val featuresCols: StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParams
  31. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  32. final def get[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params
  33. def getAllStringColumnsToCategorical(): Boolean

    Permalink

    Definition Classes
    H2OAlgoParams
  34. def getBuildTreeOneNode(): Boolean

    Permalink

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

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

    Permalink

  37. def getColSampleRateChangePerLevel(): Double

    Permalink

    Definition Classes
    H2OSharedTreeParams
  38. def getColSampleRatePerTree(): Double

    Permalink

    Definition Classes
    H2OSharedTreeParams
  39. final def getDefault[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params
  40. def getDistribution(): DistributionFamily

    Permalink

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

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

    Permalink

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

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

    Permalink

    Definition Classes
    H2OSharedTreeParams
  45. def getKeepCrossValidationFoldAssignment(): Boolean

    Permalink

    Definition Classes
    H2OAlgoParams
  46. def getKeepCrossValidationPredictions(): Boolean

    Permalink

    Definition Classes
    H2OAlgoParams
  47. def getLearnRate(): Double

    Permalink

  48. def getLearnRateAnnealing(): Double

    Permalink

  49. def getMaxAbsLeafnodePred(): Double

    Permalink

  50. def getMaxDepth(): Int

    Permalink

    Definition Classes
    H2OSharedTreeParams
  51. def getMinRows(): Double

    Permalink

    Definition Classes
    H2OSharedTreeParams
  52. def getMinSplitImprovement(): Double

    Permalink

    Definition Classes
    H2OSharedTreeParams
  53. def getNbins(): Int

    Permalink

    Definition Classes
    H2OSharedTreeParams
  54. def getNbinsCats(): Int

    Permalink

    Definition Classes
    H2OSharedTreeParams
  55. def getNbinsTopLevel(): Int

    Permalink

    Definition Classes
    H2OSharedTreeParams
  56. def getNfolds(): Int

    Permalink

    Definition Classes
    H2OAlgoParams
  57. def getNtrees(): Int

    Permalink

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

    Permalink
    Definition Classes
    Params
  59. def getParallelizeCrossValidation(): Boolean

    Permalink

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

    Permalink
    Definition Classes
    Params
  61. def getParams: GBMParameters

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  62. def getPredNoiseBandwidth(): Double

    Permalink

  63. def getPredictionsCol(): String

    Permalink

    Definition Classes
    H2OAlgoParams
  64. def getR2Stopping(): Double

    Permalink

    Definition Classes
    H2OSharedTreeParams
  65. def getSampleRate(): Double

    Permalink

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

    Permalink

    Definition Classes
    H2OSharedTreeParams
  67. def getScoreTreeInterval(): Int

    Permalink

    Definition Classes
    H2OSharedTreeParams
  68. def getSeed(): Long

    Permalink

    Definition Classes
    H2OAlgoParams
  69. def getTrainRatio(): Double

    Permalink

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

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

    Permalink
    Definition Classes
    Params
  72. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any
  73. final val histogramType: H2OHistogramTypeParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  74. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  77. def intParam(name: String, doc: String): BooleanParam

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

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

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

    Permalink
    Definition Classes
    Params
  81. final val keepCrossValidationFoldAssignment: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams
  82. final val keepCrossValidationPredictions: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams
  83. final val learnRate: DoubleParam

    Permalink
  84. final val learnRateAnnealing: DoubleParam

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  87. final val maxAbsLeafnodePred: DoubleParam

    Permalink
  88. final val maxDepth: IntParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  89. final val minRows: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  90. final val minSplitImprovement: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  91. final val nbins: IntParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  92. final val nbinsCats: IntParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  93. final val nbinsTopLevel: IntParam

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

    Permalink
    Definition Classes
    AnyRef
  95. final val nfolds: IntParam

    Permalink
    Definition Classes
    H2OAlgoParams
  96. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef
  97. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef
  98. final val ntrees: IntParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  99. final val parallelizeCrossValidation: BooleanParam

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  102. def paramTag: ClassTag[GBMParameters]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper
  103. var parameters: GBMParameters

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

    Permalink
    Definition Classes
    Params
  105. final val predNoiseBandwidth: DoubleParam

    Permalink
  106. final val predictionCol: Param[String]

    Permalink
    Definition Classes
    H2OAlgoParams
  107. final val r2Stopping: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  108. final val ratio: DoubleParam

    Permalink
    Definition Classes
    H2OAlgoParams
  109. final val sampleRate: DoubleParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  110. final val sampleRatePerClass: DoubleArrayParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  111. def schemaTag: ClassTag[H2O_SCHEMA]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OAlgoParamsHelper
  112. final val scoreTreeInterval: IntParam

    Permalink
    Definition Classes
    H2OSharedTreeParams
  113. final val seed: LongParam

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  115. final def set(param: String, value: Any): H2OGBMParams.this.type

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

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

    Definition Classes
    H2OSharedTreeParams
  122. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type

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

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

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

    Permalink

  145. def setPredictionsCol(value: String): H2OGBMParams.this.type

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink

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

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

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

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

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

    Permalink
    Definition Classes
    AnyRef
  157. def toString(): String

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

    Permalink

    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
  159. final def wait(): Unit

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

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from H2OSharedTreeParams[GBMParameters]

Inherited from H2OAlgoParams[GBMParameters]

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