class H2OXGBoost extends H2OTreeBasedSupervisedAlgorithm[XGBoostParameters] with H2OXGBoostParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
DistributionBasedH2OTrainFramePreparation, H2OXGBoostParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[XGBoostParameters], H2OSupervisedAlgorithmWithFoldColumn[XGBoostParameters], H2OSupervisedAlgorithm[XGBoostParameters], H2OAlgorithm[XGBoostParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, H2OCommonParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, H2OBaseMOJOParams, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OXGBoostClassifier, H2OXGBoostRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OXGBoost
  2. DistributionBasedH2OTrainFramePreparation
  3. H2OXGBoostParams
  4. HasIgnoredCols
  5. HasCalibrationDataFrame
  6. HasMonotoneConstraints
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OSupervisedAlgorithmWithFoldColumn
  9. H2OSupervisedAlgorithm
  10. H2OAlgorithm
  11. DefaultParamsWritable
  12. MLWritable
  13. H2OTrainFramePreparation
  14. H2OAlgoCommonUtils
  15. EstimatorCommonUtils
  16. RestCommunication
  17. RestEncodingUtils
  18. H2OCommonParams
  19. H2OAlgoParamsBase
  20. H2OFrameLifecycle
  21. ParameterConstructorMethods
  22. H2OBaseMOJOParams
  23. Logging
  24. Estimator
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
  1. Hide All
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Visibility
  1. Public
  2. All

Instance Constructors

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

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef
    Definition Classes
    H2OAlgoParamsBase

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. val aucType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  7. val backend: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  8. val binaryModel: Option[H2OBinaryModel]
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  9. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  10. val booster: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  11. val buildTreeOneNode: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  12. val calibrateModel: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  13. val categoricalEncoding: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  14. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit
    Definition Classes
    RestCommunication
  15. final def clear(param: Param[_]): H2OXGBoost.this.type
    Definition Classes
    Params
  16. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  17. val colSampleByLevel: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  18. val colSampleByNode: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  19. val colSampleByTree: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  20. val colSampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  21. val colSampleRatePerTree: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  22. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  23. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  24. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  25. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  26. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  27. def convertModelIdToKey(key: String): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  28. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  29. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  30. def copy(extra: ParamMap): H2OXGBoost.this.type
    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params
  31. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  32. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  33. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  34. 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
  35. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  36. val distribution: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  37. val dmatrixType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  38. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  39. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  40. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  41. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  42. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  43. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  44. val eta: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  45. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  46. def explainParams(): String
    Definition Classes
    Params
  47. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  48. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  49. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  50. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  51. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  52. def fit(dataset: Dataset[_]): H2OXGBoostMOJOModel
    Definition Classes
    H2OXGBoost → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator
  53. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  54. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  55. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  56. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  57. val foldAssignment: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  58. val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  59. val gainsliftBins: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  60. val gamma: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  61. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  62. def getAucType(): String
    Definition Classes
    H2OXGBoostParams
  63. def getBackend(): String
    Definition Classes
    H2OXGBoostParams
  64. def getBinaryModel(): H2OBinaryModel
    Definition Classes
    H2OAlgoCommonUtils
  65. def getBooster(): String
    Definition Classes
    H2OXGBoostParams
  66. def getBuildTreeOneNode(): Boolean
    Definition Classes
    H2OXGBoostParams
  67. def getCalibrateModel(): Boolean
    Definition Classes
    H2OXGBoostParams
  68. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  69. def getCategoricalEncoding(): String
    Definition Classes
    H2OXGBoostParams
  70. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  71. def getColSampleByLevel(): Double
    Definition Classes
    H2OXGBoostParams
  72. def getColSampleByNode(): Double
    Definition Classes
    H2OXGBoostParams
  73. def getColSampleByTree(): Double
    Definition Classes
    H2OXGBoostParams
  74. def getColSampleRate(): Double
    Definition Classes
    H2OXGBoostParams
  75. def getColSampleRatePerTree(): Double
    Definition Classes
    H2OXGBoostParams
  76. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  77. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  78. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  79. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  80. def getDetailedPredictionCol(): String
    Definition Classes
    H2OBaseMOJOParams
  81. def getDistribution(): String
    Definition Classes
    H2OXGBoostParams
  82. def getDmatrixType(): String
    Definition Classes
    H2OXGBoostParams
  83. def getEta(): Double
    Definition Classes
    H2OXGBoostParams
  84. def getExportCheckpointsDir(): String
    Definition Classes
    H2OXGBoostParams
  85. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OCommonParams → H2OBaseMOJOParams
  86. def getFoldAssignment(): String
    Definition Classes
    H2OXGBoostParams
  87. def getFoldCol(): String
    Definition Classes
    H2OXGBoostParams
  88. def getGainsliftBins(): Int
    Definition Classes
    H2OXGBoostParams
  89. def getGamma(): Float
    Definition Classes
    H2OXGBoostParams
  90. def getGpuId(): Array[Int]
    Definition Classes
    H2OXGBoostParams
  91. def getGrowPolicy(): String
    Definition Classes
    H2OXGBoostParams
  92. def getIgnoreConstCols(): Boolean
    Definition Classes
    H2OXGBoostParams
  93. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  94. def getInteractionConstraints(): Array[Array[String]]
    Definition Classes
    H2OXGBoostParams
  95. def getKeepCrossValidationFoldAssignment(): Boolean
    Definition Classes
    H2OXGBoostParams
  96. def getKeepCrossValidationModels(): Boolean
    Definition Classes
    H2OXGBoostParams
  97. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OXGBoostParams
  98. def getLabelCol(): String
    Definition Classes
    H2OXGBoostParams
  99. def getLearnRate(): Double
    Definition Classes
    H2OXGBoostParams
  100. def getMaxAbsLeafnodePred(): Float
    Definition Classes
    H2OXGBoostParams
  101. def getMaxBins(): Int
    Definition Classes
    H2OXGBoostParams
  102. def getMaxDeltaStep(): Float
    Definition Classes
    H2OXGBoostParams
  103. def getMaxDepth(): Int
    Definition Classes
    H2OXGBoostParams
  104. def getMaxLeaves(): Int
    Definition Classes
    H2OXGBoostParams
  105. def getMaxRuntimeSecs(): Double
    Definition Classes
    H2OXGBoostParams
  106. def getMinChildWeight(): Double
    Definition Classes
    H2OXGBoostParams
  107. def getMinRows(): Double
    Definition Classes
    H2OXGBoostParams
  108. def getMinSplitImprovement(): Float
    Definition Classes
    H2OXGBoostParams
  109. def getModelId(): String
    Definition Classes
    H2OXGBoostParams
  110. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  111. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  112. def getNfolds(): Int
    Definition Classes
    H2OXGBoostParams
  113. def getNormalizeType(): String
    Definition Classes
    H2OXGBoostParams
  114. def getNthread(): Int
    Definition Classes
    H2OXGBoostParams
  115. def getNtrees(): Int
    Definition Classes
    H2OXGBoostParams
  116. def getOffsetCol(): String
    Definition Classes
    H2OXGBoostParams
  117. def getOneDrop(): Boolean
    Definition Classes
    H2OXGBoostParams
  118. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  119. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  120. def getPredictionCol(): String
    Definition Classes
    H2OBaseMOJOParams
  121. def getQuietMode(): Boolean
    Definition Classes
    H2OXGBoostParams
  122. def getRateDrop(): Float
    Definition Classes
    H2OXGBoostParams
  123. def getRegAlpha(): Float
    Definition Classes
    H2OXGBoostParams
  124. def getRegLambda(): Float
    Definition Classes
    H2OXGBoostParams
  125. def getSampleRate(): Double
    Definition Classes
    H2OXGBoostParams
  126. def getSampleType(): String
    Definition Classes
    H2OXGBoostParams
  127. def getSaveMatrixDirectory(): String
    Definition Classes
    H2OXGBoostParams
  128. def getScalePosWeight(): Float
    Definition Classes
    H2OXGBoostParams
  129. def getScoreEachIteration(): Boolean
    Definition Classes
    H2OXGBoostParams
  130. def getScoreTreeInterval(): Int
    Definition Classes
    H2OXGBoostParams
  131. def getSeed(): Long
    Definition Classes
    H2OXGBoostParams
  132. def getSkipDrop(): Float
    Definition Classes
    H2OXGBoostParams
  133. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  134. def getStoppingMetric(): String
    Definition Classes
    H2OXGBoostParams
  135. def getStoppingRounds(): Int
    Definition Classes
    H2OXGBoostParams
  136. def getStoppingTolerance(): Double
    Definition Classes
    H2OXGBoostParams
  137. def getSubsample(): Double
    Definition Classes
    H2OXGBoostParams
  138. def getTreeMethod(): String
    Definition Classes
    H2OXGBoostParams
  139. def getTweediePower(): Double
    Definition Classes
    H2OXGBoostParams
  140. def getValidationDataFrame(): DataFrame
    Definition Classes
    H2OCommonParams
  141. def getWeightCol(): String
    Definition Classes
    H2OXGBoostParams
  142. def getWithContributions(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  143. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  144. def getWithStageResults(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  145. val gpuId: NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  146. val growPolicy: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  147. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  148. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  149. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  150. val ignoreConstCols: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  151. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  152. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  153. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  154. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  155. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  156. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  157. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  158. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  159. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  160. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  161. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  162. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  163. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  164. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  165. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  166. val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  167. val learnRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  168. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  169. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  170. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  171. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  172. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  173. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  174. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  175. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  176. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  177. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  178. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  179. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  180. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  181. val maxAbsLeafnodePred: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  182. val maxBins: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  183. val maxDeltaStep: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  184. val maxDepth: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  185. val maxLeaves: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  186. val maxRuntimeSecs: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  187. val minChildWeight: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  188. val minRows: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  189. val minSplitImprovement: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  190. val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  191. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  192. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  193. val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  194. val normalizeType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  195. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  196. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  197. val nthread: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  198. val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  199. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  200. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  201. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  202. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  203. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  204. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  205. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  206. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  207. val offsetCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  208. val oneDrop: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  209. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  210. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  211. var parameters: XGBoostParameters
    Attributes
    protected
    Definition Classes
    H2OAlgorithm
  212. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  213. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  214. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation
  215. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  216. val quietMode: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  217. val rateDrop: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  218. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  219. val regAlpha: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  220. val regLambda: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  221. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  222. val sampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  223. val sampleType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  224. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  225. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  226. val saveMatrixDirectory: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  227. val scalePosWeight: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  228. val scoreEachIteration: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  229. val scoreTreeInterval: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  230. val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  231. final def set(paramPair: ParamPair[_]): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  232. final def set(param: String, value: Any): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  233. final def set[T](param: Param[T], value: T): H2OXGBoost.this.type
    Definition Classes
    Params
  234. def setAucType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  235. def setBackend(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  236. def setBooster(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  237. def setBuildTreeOneNode(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  238. def setCalibrateModel(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  239. def setCalibrationDataFrame(value: DataFrame): H2OXGBoost.this.type
    Definition Classes
    HasCalibrationDataFrame
  240. def setCategoricalEncoding(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  241. def setColSampleByLevel(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  242. def setColSampleByNode(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  243. def setColSampleByTree(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  244. def setColSampleRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  245. def setColSampleRatePerTree(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  246. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  247. def setColumnsToCategorical(columns: Array[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  248. def setColumnsToCategorical(first: String, others: String*): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  249. def setConvertInvalidNumbersToNa(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  250. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  251. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  252. final def setDefault[T](param: Param[T], value: T): H2OXGBoost.this.type
    Attributes
    protected
    Definition Classes
    Params
  253. def setDetailedPredictionCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  254. def setDistribution(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  255. def setDmatrixType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  256. def setEta(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  257. def setExportCheckpointsDir(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  258. def setFeaturesCol(first: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  259. def setFeaturesCols(columnNames: ArrayList[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  260. def setFeaturesCols(columnNames: Array[String]): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  261. def setFeaturesCols(first: String, others: String*): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  262. def setFoldAssignment(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  263. def setFoldCol(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  264. def setGainsliftBins(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  265. def setGamma(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  266. def setGpuId(value: Array[Int]): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  267. def setGrowPolicy(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  268. def setIgnoreConstCols(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  269. def setIgnoredCols(value: Array[String]): H2OXGBoost.this.type
    Definition Classes
    HasIgnoredCols
  270. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  271. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  272. def setKeepCrossValidationModels(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  273. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  274. def setLabelCol(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  275. def setLearnRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  276. def setMaxAbsLeafnodePred(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  277. def setMaxBins(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  278. def setMaxDeltaStep(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  279. def setMaxDepth(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  280. def setMaxLeaves(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  281. def setMaxRuntimeSecs(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  282. def setMinChildWeight(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  283. def setMinRows(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  284. def setMinSplitImprovement(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  285. def setModelId(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  286. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoost.this.type
    Definition Classes
    HasMonotoneConstraints
  287. def setNamedMojoOutputColumns(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  288. def setNfolds(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  289. def setNormalizeType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  290. def setNthread(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  291. def setNtrees(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  292. def setOffsetCol(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  293. def setOneDrop(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  294. def setPredictionCol(columnName: String): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  295. def setQuietMode(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  296. def setRateDrop(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  297. def setRegAlpha(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  298. def setRegLambda(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  299. def setSampleRate(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  300. def setSampleType(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  301. def setSaveMatrixDirectory(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  302. def setScalePosWeight(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  303. def setScoreEachIteration(value: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  304. def setScoreTreeInterval(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  305. def setSeed(value: Long): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  306. def setSkipDrop(value: Float): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  307. def setSplitRatio(ratio: Double): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  308. def setStoppingMetric(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  309. def setStoppingRounds(value: Int): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  310. def setStoppingTolerance(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  311. def setSubsample(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  312. def setTreeMethod(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  313. def setTweediePower(value: Double): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  314. def setValidationDataFrame(dataFrame: DataFrame): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  315. def setWeightCol(value: String): H2OXGBoost.this.type
    Definition Classes
    H2OXGBoostParams
  316. def setWithContributions(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  317. def setWithDetailedPredictionCol(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  318. def setWithLeafNodeAssignments(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  319. def setWithStageResults(enabled: Boolean): H2OXGBoost.this.type
    Definition Classes
    H2OCommonParams
  320. val skipDrop: FloatParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  321. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  322. val stoppingMetric: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  323. val stoppingRounds: IntParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  324. val stoppingTolerance: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  325. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  326. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  327. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  328. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  329. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  330. def stringifyPair(pair: Tuple2[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  331. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  332. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  333. val subsample: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  334. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  335. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  336. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  337. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithmWithFoldColumn → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  338. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  339. val treeMethod: Param[String]
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  340. val tweediePower: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  341. val uid: String
    Definition Classes
    H2OXGBoost → Identifiable
  342. 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
  343. final val validationDataFrame: NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  344. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  345. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  346. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  347. val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OXGBoostParams
  348. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  349. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  350. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  351. final val withStageResults: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  352. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  353. object LoggingLevel extends Enumeration
    Definition Classes
    RestCommunication

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OBaseMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OXGBoostParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[XGBoostParameters]

Inherited from H2OSupervisedAlgorithm[XGBoostParameters]

Inherited from H2OAlgorithm[XGBoostParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from H2OCommonParams

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from H2OBaseMOJOParams

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