Trait

org.apache.spark.ml.h2o.algos

H2OXGBoostParams

Related Doc: package algos

Permalink

trait H2OXGBoostParams extends H2OAlgoParams[XGBoostParameters]

Parameters for Spark's API exposing underlying H2O model.

Linear Supertypes
H2OAlgoParams[XGBoostParameters], Logging, H2OAlgoParamsHelper[XGBoostParameters], Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OXGBoostParams
  2. H2OAlgoParams
  3. Logging
  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 = XGBoostParametersV3

    Permalink
    Definition Classes
    H2OXGBoostParamsH2OAlgoParamsHelper

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. final val allStringColumnsToCategorical: BooleanParam

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

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  10. final def clear(param: Param[_]): H2OXGBoostParams.this.type

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

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  12. final val columnsToCategorical: StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParams
  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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

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

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

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

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

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

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Params
  27. final val featuresCols: StringArrayParam

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

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

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

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

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

    Permalink

    Definition Classes
    H2OAlgoParams
  33. def getBackend(): Backend

    Permalink
  34. def getBooster(): Booster

    Permalink
  35. final def getClass(): Class[_]

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

    Permalink
  37. def getColSampleRate(): Double

    Permalink
  38. def getColSampleRatePerTree(): Double

    Permalink
  39. def getColsampleBytree(): Double

    Permalink
  40. def getColumnsToCategorical(): Array[String]

    Permalink

    Definition Classes
    H2OAlgoParams
  41. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    Permalink

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

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

    Permalink

    Definition Classes
    H2OAlgoParams
  44. def getDmatrixType(): DMatrixType

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

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

    Permalink
  47. def getFeaturesCols(): Array[String]

    Permalink

    Definition Classes
    H2OAlgoParams
  48. def getGamma(): Float

    Permalink
  49. def getGpuId(): Int

    Permalink
  50. def getGrowPolicy(): GrowPolicy

    Permalink
  51. def getH2ODoc(fieldName: String): String

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

    Permalink
  53. def getKeepCrossValidationFoldAssignment(): Boolean

    Permalink

    Definition Classes
    H2OAlgoParams
  54. def getKeepCrossValidationPredictions(): Boolean

    Permalink

    Definition Classes
    H2OAlgoParams
  55. def getLearnRate(): Double

    Permalink
  56. def getLearnRateAnnealing(): Double

    Permalink
  57. def getMaxAbsLeafnodePred(): Float

    Permalink
  58. def getMaxBins(): Int

    Permalink
  59. def getMaxDeltaStep(): Float

    Permalink
  60. def getMaxDepth(): Int

    Permalink
  61. def getMaxLeaves(): Int

    Permalink
  62. def getMinChildWeight(): Double

    Permalink
  63. def getMinDataInLeaf(): Float

    Permalink
  64. def getMinRows(): Double

    Permalink
  65. def getMinSplitImprovement(): Float

    Permalink
  66. def getMinSumHessianInLeaf(): Float

    Permalink
  67. def getMissingValuesHandling(): MissingValuesHandling

    Permalink
  68. def getNEstimators(): Int

    Permalink
  69. def getNfolds(): Int

    Permalink

    Definition Classes
    H2OAlgoParams
  70. def getNormalizeType(): DartNormalizeType

    Permalink
  71. def getNthread(): Int

    Permalink
  72. def getNtrees(): Int

    Permalink
  73. def getOneDrop(): Boolean

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

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

    Permalink

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

    Permalink
    Definition Classes
    Params
  77. def getParams: XGBoostParameters

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  78. def getPredictionCol(): String

    Permalink

    Definition Classes
    H2OAlgoParams
  79. def getQuietMode(): Boolean

    Permalink
  80. def getRateDrop(): Float

    Permalink
  81. def getRegAlpha(): Float

    Permalink
  82. def getRegLambda(): Float

    Permalink
  83. def getSampleRate(): Double

    Permalink
  84. def getSampleType(): DartSampleType

    Permalink
  85. def getScoreInterval(): Int

    Permalink
  86. def getScoreTreeInterval(): Int

    Permalink
  87. def getSeed(): Long

    Permalink

    Definition Classes
    H2OAlgoParams
  88. def getSkipDrop(): Float

    Permalink
  89. def getSubsample(): Double

    Permalink
  90. def getTrainRatio(): Double

    Permalink

    Definition Classes
    H2OAlgoParams
  91. def getTreeMethod(): TreeMethod

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

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

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

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

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Params
  103. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  104. final val keepCrossValidationFoldAssignment: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams
  105. final val keepCrossValidationPredictions: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams
  106. def log: Logger

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  112. def logInfo(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  113. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  114. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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

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

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

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  120. final def ne(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef
  121. final val nfolds: IntParam

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

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

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  126. final val parallelizeCrossValidation: BooleanParam

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

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  129. def paramTag: ClassTag[XGBoostParameters]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParamsH2OAlgoParamsHelper
  130. var parameters: XGBoostParameters

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

    Permalink
    Definition Classes
    Params
  132. final val predictionCol: Param[String]

    Permalink
    Definition Classes
    H2OAlgoParams
  133. final val ratio: DoubleParam

    Permalink
    Definition Classes
    H2OAlgoParams
  134. def schemaTag: ClassTag[H2O_SCHEMA]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OXGBoostParamsH2OAlgoParamsHelper
  135. final val seed: LongParam

    Permalink
    Definition Classes
    H2OAlgoParams
  136. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  137. final def set(param: String, value: Any): H2OXGBoostParams.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  138. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type

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

    Permalink

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

    Permalink
  141. def setBooster(value: Booster): H2OXGBoostParams.this.type

    Permalink
  142. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type

    Permalink
  143. def setColSampleRate(value: Double): H2OXGBoostParams.this.type

    Permalink
  144. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type

    Permalink
  145. def setColsampleBytree(value: Double): H2OXGBoostParams.this.type

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

    Permalink

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

    Permalink

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

    Permalink

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  150. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  151. def setDistribution(value: DistributionFamily): H2OXGBoostParams.this.type

    Permalink

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

    Permalink
  153. def setEta(value: Double): H2OXGBoostParams.this.type

    Permalink
  154. def setFeaturesCol(first: String): H2OXGBoostParams.this.type

    Permalink

    Definition Classes
    H2OAlgoParams
  155. def setFeaturesCols(cols: Array[String]): H2OXGBoostParams.this.type

    Permalink

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

    Permalink

    Definition Classes
    H2OAlgoParams
  157. def setGamma(value: Float): H2OXGBoostParams.this.type

    Permalink
  158. def setGpuId(value: Int): H2OXGBoostParams.this.type

    Permalink
  159. def setGrowPolicy(value: GrowPolicy): H2OXGBoostParams.this.type

    Permalink
  160. def setInitialScoreInterval(value: Int): H2OXGBoostParams.this.type

    Permalink
  161. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type

    Permalink

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

    Permalink

    Definition Classes
    H2OAlgoParams
  163. def setLearnRate(value: Double): H2OXGBoostParams.this.type

    Permalink
  164. def setLearnRateAnnealing(value: Double): H2OXGBoostParams.this.type

    Permalink
  165. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type

    Permalink
  166. def setMaxBins(value: Int): H2OXGBoostParams.this.type

    Permalink
  167. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type

    Permalink
  168. def setMaxDepth(value: Int): H2OXGBoostParams.this.type

    Permalink
  169. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type

    Permalink
  170. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type

    Permalink
  171. def setMinDataInLeaf(value: Float): H2OXGBoostParams.this.type

    Permalink
  172. def setMinRows(value: Double): H2OXGBoostParams.this.type

    Permalink
  173. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type

    Permalink
  174. def setMinSumHessianInLeaf(value: Float): H2OXGBoostParams.this.type

    Permalink
  175. def setMissingValuesHandling(value: MissingValuesHandling): H2OXGBoostParams.this.type

    Permalink
  176. def setNEstimators(value: Int): H2OXGBoostParams.this.type

    Permalink
  177. def setNfolds(value: Int): H2OXGBoostParams.this.type

    Permalink

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

    Permalink
  179. def setNthread(value: Int): H2OXGBoostParams.this.type

    Permalink
  180. def setNtrees(value: Int): H2OXGBoostParams.this.type

    Permalink
  181. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type

    Permalink
  182. def setParallelizeCrossValidation(value: Boolean): H2OXGBoostParams.this.type

    Permalink

    Definition Classes
    H2OAlgoParams
  183. def setParams(params: XGBoostParameters): Unit

    Permalink
    Definition Classes
    H2OAlgoParamsHelper
  184. def setPredictionCol(value: String): H2OXGBoostParams.this.type

    Permalink

    Definition Classes
    H2OAlgoParams
  185. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type

    Permalink
  186. def setRateDrop(value: Float): H2OXGBoostParams.this.type

    Permalink
  187. def setRegAlpha(value: Float): H2OXGBoostParams.this.type

    Permalink
  188. def setRegLambda(value: Float): H2OXGBoostParams.this.type

    Permalink
  189. def setSampleRate(value: Double): H2OXGBoostParams.this.type

    Permalink
  190. def setSampleType(value: DartSampleType): H2OXGBoostParams.this.type

    Permalink
  191. def setScoreInterval(value: Int): H2OXGBoostParams.this.type

    Permalink
  192. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type

    Permalink
  193. def setSeed(value: Long): H2OXGBoostParams.this.type

    Permalink

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

    Permalink
  195. def setSubsample(value: Double): H2OXGBoostParams.this.type

    Permalink
  196. def setTrainRatio(value: Double): H2OXGBoostParams.this.type

    Permalink

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any
  204. 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
    H2OXGBoostParamsH2OAlgoParams
  205. final def wait(): Unit

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

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

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

Inherited from H2OAlgoParams[XGBoostParameters]

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

getParam

setParam

Ungrouped