Packages

class H2OXGBoost extends H2OTreeBasedSupervisedAlgorithm[XGBoostParameters] with H2OXGBoostParams

H2O XGBoost algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OXGBoostParams, HasStoppingCriteria[XGBoostParameters], HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[XGBoostParameters], H2OTreeBasedSupervisedMOJOParams, H2OSupervisedAlgorithm[XGBoostParameters], H2OAlgoSupervisedParams[XGBoostParameters], H2OCommonSupervisedParams, H2OSupervisedMOJOParams, H2OAlgorithm[XGBoostParameters], H2OAlgoCommonParams[XGBoostParameters], H2OCommonParams, H2OMOJOAlgoSharedParams, H2OAlgoParamsHelper[XGBoostParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OXGBoost
  2. H2OXGBoostParams
  3. HasStoppingCriteria
  4. HasMonotoneConstraints
  5. H2OTreeBasedSupervisedAlgorithm
  6. H2OTreeBasedSupervisedMOJOParams
  7. H2OSupervisedAlgorithm
  8. H2OAlgoSupervisedParams
  9. H2OCommonSupervisedParams
  10. H2OSupervisedMOJOParams
  11. H2OAlgorithm
  12. H2OAlgoCommonParams
  13. H2OCommonParams
  14. H2OMOJOAlgoSharedParams
  15. H2OAlgoParamsHelper
  16. DefaultParamsWritable
  17. MLWritable
  18. H2OAlgoCommonUtils
  19. EstimatorCommonUtils
  20. RestCommunication
  21. RestEncodingUtils
  22. Logging
  23. Estimator
  24. PipelineStage
  25. Logging
  26. Params
  27. Serializable
  28. Serializable
  29. Identifiable
  30. AnyRef
  31. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OXGBoost()
  2. new H2OXGBoost(uid: String)

Type Members

  1. type H2O_SCHEMA = XGBoostParametersV3
    Definition Classes
    H2OXGBoostParams → H2OAlgoParamsHelper

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. def booleanParam(name: String, doc: Option[String] = None): BooleanParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  7. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  8. def checkResponseCode(connection: HttpURLConnection): Unit
    Definition Classes
    RestCommunication
  9. final def clear(param: Param[_]): H2OXGBoost.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  12. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  14. def copy(extra: ParamMap): H2OXGBoost.this.type
    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  17. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  18. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  19. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  20. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  21. def doubleParam(name: String, doc: Option[String] = None): DoubleParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  22. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  23. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  24. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  25. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  26. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  27. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  28. def explainParams(): String
    Definition Classes
    Params
  29. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  30. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  31. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  32. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  33. def fit(dataset: Dataset[_]): H2OTreeBasedSupervisedMOJOModel
    Definition Classes
    H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator
  34. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  35. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  36. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  37. def floatParam(name: String, doc: Option[String] = None): FloatParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  38. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  39. final val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  40. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  41. def getAllStringColumnsToCategorical(): Boolean
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  42. def getBackend(): String
    Definition Classes
    H2OXGBoostParams
  43. def getBooster(): String
    Definition Classes
    H2OXGBoostParams
  44. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  45. def getColSampleByLevel(): Double
    Definition Classes
    H2OXGBoostParams
  46. def getColSampleByTree(): Double
    Definition Classes
    H2OXGBoostParams
  47. def getColSampleRate(): Double
    Definition Classes
    H2OXGBoostParams
  48. def getColSampleRatePerTree(): Double
    Definition Classes
    H2OXGBoostParams
  49. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  50. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  51. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  52. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  53. def getDetailedPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  54. def getDistribution(): String
    Definition Classes
    H2OAlgoCommonParams
  55. def getDmatrixType(): String
    Definition Classes
    H2OXGBoostParams
  56. def getDoc(doc: Option[String], fieldName: String): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  57. def getEta(): Double
    Definition Classes
    H2OXGBoostParams
  58. def getExcludedCols(): Seq[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams
  59. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams
  60. def getFoldCol(): String
    Definition Classes
    H2OCommonParams
  61. def getGainsliftBins(): Int
    Definition Classes
    H2OXGBoostParams
  62. def getGamma(): Float
    Definition Classes
    H2OXGBoostParams
  63. def getGpuId(): Int
    Definition Classes
    H2OXGBoostParams
  64. def getGrowPolicy(): String
    Definition Classes
    H2OXGBoostParams
  65. def getH2ODoc(fieldName: String): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  66. def getKeepCrossValidationFoldAssignment(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  67. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  68. def getLabelCol(): String
    Definition Classes
    H2OCommonSupervisedParams
  69. def getLearnRate(): Double
    Definition Classes
    H2OXGBoostParams
  70. def getMaxAbsLeafnodePred(): Float
    Definition Classes
    H2OXGBoostParams
  71. def getMaxBins(): Int
    Definition Classes
    H2OXGBoostParams
  72. def getMaxDeltaStep(): Float
    Definition Classes
    H2OXGBoostParams
  73. def getMaxDepth(): Int
    Definition Classes
    H2OXGBoostParams
  74. def getMaxLeaves(): Int
    Definition Classes
    H2OXGBoostParams
  75. def getMinChildWeight(): Double
    Definition Classes
    H2OXGBoostParams
  76. def getMinDataInLeaf(): Float
    Definition Classes
    H2OXGBoostParams
  77. def getMinRows(): Double
    Definition Classes
    H2OXGBoostParams
  78. def getMinSplitImprovement(): Float
    Definition Classes
    H2OXGBoostParams
  79. def getMinSumHessianInLeaf(): Float
    Definition Classes
    H2OXGBoostParams
  80. def getModelId(): String
    Definition Classes
    H2OAlgoCommonParams
  81. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  82. def getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]
    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints
  83. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  84. def getNfolds(): Int
    Definition Classes
    H2OCommonParams
  85. def getNormalizeType(): String
    Definition Classes
    H2OXGBoostParams
  86. def getNthread(): Int
    Definition Classes
    H2OXGBoostParams
  87. def getNtrees(): Int
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  88. def getOffsetCol(): String
    Definition Classes
    H2OSupervisedMOJOParams
  89. def getOneDrop(): Boolean
    Definition Classes
    H2OXGBoostParams
  90. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  91. def getParallelizeCrossValidation(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  92. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  93. def getPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  94. def getQuietMode(): Boolean
    Definition Classes
    H2OXGBoostParams
  95. def getRateDrop(): Float
    Definition Classes
    H2OXGBoostParams
  96. def getRegAlpha(): Float
    Definition Classes
    H2OXGBoostParams
  97. def getRegLambda(): Float
    Definition Classes
    H2OXGBoostParams
  98. def getSampleRate(): Double
    Definition Classes
    H2OXGBoostParams
  99. def getSampleType(): String
    Definition Classes
    H2OXGBoostParams
  100. def getScoreTreeInterval(): Int
    Definition Classes
    H2OXGBoostParams
  101. def getSeed(): Long
    Definition Classes
    H2OCommonParams
  102. def getSkipDrop(): Float
    Definition Classes
    H2OXGBoostParams
  103. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  104. def getStoppingMetric(): String
    Definition Classes
    HasStoppingCriteria
  105. def getStoppingRounds(): Int
    Definition Classes
    HasStoppingCriteria
  106. def getStoppingTolerance(): Double
    Definition Classes
    HasStoppingCriteria
  107. def getSubsample(): Double
    Definition Classes
    H2OXGBoostParams
  108. def getTreeMethod(): String
    Definition Classes
    H2OXGBoostParams
  109. def getWeightCol(): String
    Definition Classes
    H2OCommonParams
  110. def getWithContributions(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  111. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  112. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  113. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  114. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  115. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  116. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  117. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  118. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  119. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  120. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  121. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  122. def intParam(name: String, doc: Option[String] = None): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  123. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  124. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  125. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  126. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  127. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  128. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  129. final val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams
  130. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  131. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  132. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  133. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  134. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  135. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  136. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  137. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  138. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  139. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  140. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  141. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  142. def longParam(name: String, doc: Option[String] = None): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  143. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  144. final val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams
  145. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  146. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  147. final val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  148. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  149. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  150. final val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  151. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  152. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  153. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  154. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  155. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  156. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  157. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  158. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  159. def param[T](name: String, doc: Option[String] = None): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  160. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  161. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams → H2OAlgoParamsHelper
  162. val parameters: XGBoostParameters
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  163. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  164. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  165. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame])
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  166. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm
  167. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)])(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  168. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  169. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  170. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  171. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  172. def schemaTag: ClassTag[H2O_SCHEMA]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams → H2OAlgoParamsHelper
  173. final val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  174. final def set(paramPair: ParamPair[_]): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  175. final def set(param: String, value: Any): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  176. final def set[T](param: Param[T], value: T): H2OXGBoost.this.type
    Definition Classes
    Params
  177. def setAllStringColumnsToCategorical(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  178. def setBackend(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  179. def setBooster(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  180. def setColSampleByLevel(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  181. def setColSampleByTree(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  182. def setColSampleRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  183. def setColSampleRatePerTree(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  184. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  185. def setColumnsToCategorical(columns: Array[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  186. def setColumnsToCategorical(first: String, others: String*): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  187. def setConvertInvalidNumbersToNa(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  188. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  189. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  190. final def setDefault[T](param: Param[T], value: T): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  191. def setDetailedPredictionCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  192. def setDistribution(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OAlgoCommonParams
  193. def setDmatrixType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  194. def setEta(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  195. def setFeaturesCol(first: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  196. def setFeaturesCols(columnNames: ArrayList[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  197. def setFeaturesCols(columnNames: Array[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  198. def setFeaturesCols(first: String, others: String*): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  199. def setFoldCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  200. def setGainsliftBins(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  201. def setGamma(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  202. def setGpuId(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  203. def setGrowPolicy(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  204. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OAlgoCommonParams
  205. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OAlgoCommonParams
  206. def setLabelCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonSupervisedParams
  207. def setLearnRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  208. def setMaxAbsLeafnodePred(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  209. def setMaxBins(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  210. def setMaxDeltaStep(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  211. def setMaxDepth(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  212. def setMaxLeaves(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  213. def setMinChildWeight(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  214. def setMinDataInLeaf(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  215. def setMinRows(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  216. def setMinSplitImprovement(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  217. def setMinSumHessianInLeaf(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  218. def setModelId(id: String): H2OXGBoost.this.type
    Definition Classes
    H2OAlgoCommonParams
  219. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoost.this.type
    Definition Classes
    HasMonotoneConstraints
  220. def setNamedMojoOutputColumns(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  221. def setNfolds(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  222. def setNormalizeType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  223. def setNthread(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  224. def setNtrees(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  225. def setOffsetCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonSupervisedParams
  226. def setOneDrop(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  227. def setParallelizeCrossValidation(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OAlgoCommonParams
  228. def setPredictionCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  229. def setQuietMode(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  230. def setRateDrop(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  231. def setRegAlpha(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  232. def setRegLambda(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  233. def setSampleRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  234. def setSampleType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  235. def setScoreTreeInterval(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  236. def setSeed(value: Long): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  237. def setSkipDrop(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  238. def setSplitRatio(ratio: Double): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  239. def setStoppingMetric(value: String): H2OXGBoost.this.type
    Definition Classes
    HasStoppingCriteria
  240. def setStoppingRounds(value: Int): H2OXGBoost.this.type
    Definition Classes
    HasStoppingCriteria
  241. def setStoppingTolerance(value: Double): H2OXGBoost.this.type
    Definition Classes
    HasStoppingCriteria
  242. def setSubsample(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  243. def setTreeMethod(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  244. def setWeightCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  245. def setWithContributions(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  246. def setWithDetailedPredictionCol(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  247. def setWithLeafNodeAssignments(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  248. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  249. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  250. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  251. def stringParam(name: String, doc: Option[String] = None): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  252. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  253. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  254. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  255. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  256. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  257. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  258. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  259. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  260. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  261. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  262. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  263. val uid: String
    Definition Classes
    H2OXGBoost → Identifiable
  264. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  265. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  266. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  267. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  268. final val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  269. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  270. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  271. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  272. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OXGBoostParams

Inherited from HasStoppingCriteria[XGBoostParameters]

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OTreeBasedSupervisedMOJOParams

Inherited from H2OSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OAlgoSupervisedParams[XGBoostParameters]

Inherited from H2OCommonSupervisedParams

Inherited from H2OSupervisedMOJOParams

Inherited from H2OAlgorithm[XGBoostParameters]

Inherited from H2OAlgoCommonParams[XGBoostParameters]

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from H2OAlgoParamsHelper[XGBoostParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

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

Ungrouped