class H2OGBM extends H2OTreeBasedSupervisedAlgorithm[GBMParameters] with H2OGBMParams with DistributionBasedH2OTrainFramePreparation

Linear Supertypes
DistributionBasedH2OTrainFramePreparation, H2OGBMParams, HasIgnoredCols, HasCalibrationDataFrame, HasMonotoneConstraints, H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OSupervisedAlgorithmWithFoldColumn[GBMParameters], H2OSupervisedAlgorithm[GBMParameters], H2OAlgorithm[GBMParameters], H2OAlgorithmCommonParams, H2OAlgorithmMOJOParams, H2OEstimator[GBMParameters], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, H2OCommonParams, H2OBaseMOJOParams, HasDataFrameSerializer, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGBMClassifier, H2OGBMRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBM
  2. DistributionBasedH2OTrainFramePreparation
  3. H2OGBMParams
  4. HasIgnoredCols
  5. HasCalibrationDataFrame
  6. HasMonotoneConstraints
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OSupervisedAlgorithmWithFoldColumn
  9. H2OSupervisedAlgorithm
  10. H2OAlgorithm
  11. H2OAlgorithmCommonParams
  12. H2OAlgorithmMOJOParams
  13. H2OEstimator
  14. DefaultParamsWritable
  15. MLWritable
  16. H2OTrainFramePreparation
  17. H2OAlgoCommonUtils
  18. EstimatorCommonUtils
  19. RestCommunication
  20. RestEncodingUtils
  21. Logging
  22. H2OCommonParams
  23. H2OBaseMOJOParams
  24. HasDataFrameSerializer
  25. H2OAlgoParamsBase
  26. H2OFrameLifecycle
  27. ParameterConstructorMethods
  28. Estimator
  29. PipelineStage
  30. Logging
  31. Params
  32. Serializable
  33. Serializable
  34. Identifiable
  35. AnyRef
  36. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM()
  2. new H2OGBM(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
    H2OGBMParams
  7. val balanceClasses: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  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 buildTreeOneNode: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  11. val calibrateModel: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  12. val categoricalEncoding: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  13. val checkConstantResponse: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  14. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit
    Definition Classes
    RestCommunication
  15. val classSamplingFactors: NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  16. final def clear(param: Param[_]): H2OGBM.this.type
    Definition Classes
    Params
  17. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  18. val colSampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  19. val colSampleRateChangePerLevel: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  20. val colSampleRatePerTree: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  21. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  22. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  23. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  24. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  25. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  26. def convertModelIdToKey(key: String): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  27. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  28. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  29. def copy(extra: ParamMap): H2OGBM.this.type
    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params
  30. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  31. def createMOJOSettings(): H2OMOJOSettings
    Attributes
    protected
    Definition Classes
    H2OAlgorithm → H2OEstimator
  32. def createMOJOUID(): String
    Attributes
    protected
    Definition Classes
    H2OEstimator
  33. val customDistributionFunc: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  34. val customMetricFunc: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  35. final val dataFrameSerializer: Param[String]
    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer
  36. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  37. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  38. 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
  39. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  40. val distribution: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  41. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  42. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  43. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  44. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  45. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  46. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  47. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  48. def explainParams(): String
    Definition Classes
    Params
  49. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  50. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  51. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  52. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  53. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  54. def fit(dataset: Dataset[_]): H2OGBMMOJOModel
    Definition Classes
    H2OGBM → H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → H2OEstimator → Estimator
  55. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  56. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  57. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  58. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  59. val foldAssignment: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  60. val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  61. val gainsliftBins: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  62. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  63. def getAucType(): String
    Definition Classes
    H2OGBMParams
  64. def getBalanceClasses(): Boolean
    Definition Classes
    H2OGBMParams
  65. def getBinaryModel(): H2OBinaryModel
    Definition Classes
    H2OAlgoCommonUtils
  66. def getBuildTreeOneNode(): Boolean
    Definition Classes
    H2OGBMParams
  67. def getCalibrateModel(): Boolean
    Definition Classes
    H2OGBMParams
  68. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  69. def getCategoricalEncoding(): String
    Definition Classes
    H2OGBMParams
  70. def getCheckConstantResponse(): Boolean
    Definition Classes
    H2OGBMParams
  71. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  72. def getClassSamplingFactors(): Array[Float]
    Definition Classes
    H2OGBMParams
  73. def getColSampleRate(): Double
    Definition Classes
    H2OGBMParams
  74. def getColSampleRateChangePerLevel(): Double
    Definition Classes
    H2OGBMParams
  75. def getColSampleRatePerTree(): Double
    Definition Classes
    H2OGBMParams
  76. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  77. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  78. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  79. def getCustomDistributionFunc(): String
    Definition Classes
    H2OGBMParams
  80. def getCustomMetricFunc(): String
    Definition Classes
    H2OGBMParams
  81. def getDataFrameSerializer(): String
    Definition Classes
    HasDataFrameSerializer
  82. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  83. def getDetailedPredictionCol(): String
    Definition Classes
    H2OAlgorithmMOJOParams
  84. def getDistribution(): String
    Definition Classes
    H2OGBMParams
  85. def getExportCheckpointsDir(): String
    Definition Classes
    H2OGBMParams
  86. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OAlgorithmCommonParams → H2OAlgorithmMOJOParams
  87. def getFoldAssignment(): String
    Definition Classes
    H2OGBMParams
  88. def getFoldCol(): String
    Definition Classes
    H2OGBMParams
  89. def getGainsliftBins(): Int
    Definition Classes
    H2OGBMParams
  90. def getHistogramType(): String
    Definition Classes
    H2OGBMParams
  91. def getHuberAlpha(): Double
    Definition Classes
    H2OGBMParams
  92. def getIgnoreConstCols(): Boolean
    Definition Classes
    H2OGBMParams
  93. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  94. def getKeepBinaryModels(): Boolean
    Definition Classes
    H2OCommonParams
  95. def getKeepCrossValidationFoldAssignment(): Boolean
    Definition Classes
    H2OGBMParams
  96. def getKeepCrossValidationModels(): Boolean
    Definition Classes
    H2OGBMParams
  97. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OGBMParams
  98. def getLabelCol(): String
    Definition Classes
    H2OGBMParams
  99. def getLearnRate(): Double
    Definition Classes
    H2OGBMParams
  100. def getLearnRateAnnealing(): Double
    Definition Classes
    H2OGBMParams
  101. def getMaxAbsLeafnodePred(): Double
    Definition Classes
    H2OGBMParams
  102. def getMaxAfterBalanceSize(): Float
    Definition Classes
    H2OGBMParams
  103. def getMaxConfusionMatrixSize(): Int
    Definition Classes
    H2OGBMParams
  104. def getMaxDepth(): Int
    Definition Classes
    H2OGBMParams
  105. def getMaxRuntimeSecs(): Double
    Definition Classes
    H2OGBMParams
  106. def getMinRows(): Double
    Definition Classes
    H2OGBMParams
  107. def getMinSplitImprovement(): Double
    Definition Classes
    H2OGBMParams
  108. def getModelId(): String
    Definition Classes
    H2OGBMParams
  109. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  110. def getNbins(): Int
    Definition Classes
    H2OGBMParams
  111. def getNbinsCats(): Int
    Definition Classes
    H2OGBMParams
  112. def getNbinsTopLevel(): Int
    Definition Classes
    H2OGBMParams
  113. def getNfolds(): Int
    Definition Classes
    H2OGBMParams
  114. def getNtrees(): Int
    Definition Classes
    H2OGBMParams
  115. def getOffsetCol(): String
    Definition Classes
    H2OGBMParams
  116. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  117. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  118. def getPredNoiseBandwidth(): Double
    Definition Classes
    H2OGBMParams
  119. def getPredictionCol(): String
    Definition Classes
    H2OAlgorithmMOJOParams
  120. def getQuantileAlpha(): Double
    Definition Classes
    H2OGBMParams
  121. def getSampleRate(): Double
    Definition Classes
    H2OGBMParams
  122. def getSampleRatePerClass(): Array[Double]
    Definition Classes
    H2OGBMParams
  123. def getScoreEachIteration(): Boolean
    Definition Classes
    H2OGBMParams
  124. def getScoreTreeInterval(): Int
    Definition Classes
    H2OGBMParams
  125. def getSeed(): Long
    Definition Classes
    H2OGBMParams
  126. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  127. def getStoppingMetric(): String
    Definition Classes
    H2OGBMParams
  128. def getStoppingRounds(): Int
    Definition Classes
    H2OGBMParams
  129. def getStoppingTolerance(): Double
    Definition Classes
    H2OGBMParams
  130. def getTweediePower(): Double
    Definition Classes
    H2OGBMParams
  131. def getValidationDataFrame(): DataFrame
    Definition Classes
    H2OCommonParams
  132. def getWeightCol(): String
    Definition Classes
    H2OGBMParams
  133. def getWithContributions(): Boolean
    Definition Classes
    H2OAlgorithmMOJOParams
  134. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OAlgorithmMOJOParams
  135. def getWithStageResults(): Boolean
    Definition Classes
    H2OAlgorithmMOJOParams
  136. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  137. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  138. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  139. val histogramType: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  140. val huberAlpha: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  141. val ignoreConstCols: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  142. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  143. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  144. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  145. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  146. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  147. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  148. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  149. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  150. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  151. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  152. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  153. final val keepBinaryModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  154. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  155. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  156. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  157. val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  158. val learnRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  159. val learnRateAnnealing: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  160. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  161. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  162. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  163. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  164. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  165. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  166. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  167. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  168. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  169. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  170. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  171. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  172. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  173. val maxAbsLeafnodePred: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  174. val maxAfterBalanceSize: FloatParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  175. val maxConfusionMatrixSize: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  176. val maxDepth: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  177. val maxRuntimeSecs: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  178. val minRows: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  179. val minSplitImprovement: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  180. val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  181. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  182. val nbins: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  183. val nbinsCats: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  184. val nbinsTopLevel: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  185. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  186. val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  187. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  188. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  189. val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  190. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  191. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  192. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  193. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  194. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  195. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  196. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  197. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  198. val offsetCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  199. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  200. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  201. var parameters: GBMParameters
    Attributes
    protected
    Definition Classes
    H2OEstimator
  202. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  203. val predNoiseBandwidth: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  204. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  205. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    DistributionBasedH2OTrainFramePreparation → H2OTrainFramePreparation
  206. val quantileAlpha: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  207. 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
  208. 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
  209. 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
  210. val sampleRate: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  211. val sampleRatePerClass: NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  212. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  213. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  214. val scoreEachIteration: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  215. val scoreTreeInterval: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  216. val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  217. final def set(paramPair: ParamPair[_]): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  218. final def set(param: String, value: Any): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  219. final def set[T](param: Param[T], value: T): H2OGBM.this.type
    Definition Classes
    Params
  220. def setAucType(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  221. def setBalanceClasses(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  222. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  223. def setCalibrateModel(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  224. def setCalibrationDataFrame(value: DataFrame): H2OGBM.this.type
    Definition Classes
    HasCalibrationDataFrame
  225. def setCategoricalEncoding(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  226. def setCheckConstantResponse(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  227. def setClassSamplingFactors(value: Array[Float]): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  228. def setColSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  229. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  230. def setColSampleRatePerTree(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  231. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  232. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  233. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  234. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  235. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  236. def setCustomDistributionFunc(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  237. def setCustomMetricFunc(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  238. def setDataFrameSerializer(fullClassName: String): H2OGBM.this.type
    Definition Classes
    H2OBaseMOJOParams
  239. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  240. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  241. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  242. def setDistribution(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  243. def setExportCheckpointsDir(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  244. def setFeaturesCol(first: String): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  245. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  246. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  247. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  248. def setFoldAssignment(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  249. def setFoldCol(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  250. def setGainsliftBins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  251. def setHistogramType(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  252. def setHuberAlpha(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  253. def setIgnoreConstCols(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  254. def setIgnoredCols(value: Array[String]): H2OGBM.this.type
    Definition Classes
    HasIgnoredCols
  255. def setKeepBinaryModels(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  256. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  257. def setKeepCrossValidationModels(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  258. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  259. def setLabelCol(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  260. def setLearnRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  261. def setLearnRateAnnealing(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  262. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  263. def setMaxAfterBalanceSize(value: Float): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  264. def setMaxConfusionMatrixSize(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  265. def setMaxDepth(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  266. def setMaxRuntimeSecs(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  267. def setMinRows(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  268. def setMinSplitImprovement(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  269. def setModelId(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  270. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type
    Definition Classes
    HasMonotoneConstraints
  271. def setNamedMojoOutputColumns(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  272. def setNbins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  273. def setNbinsCats(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  274. def setNbinsTopLevel(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  275. def setNfolds(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  276. def setNtrees(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  277. def setOffsetCol(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  278. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  279. def setPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  280. def setQuantileAlpha(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  281. def setSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  282. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  283. def setScoreEachIteration(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  284. def setScoreTreeInterval(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  285. def setSeed(value: Long): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  286. def setSplitRatio(ratio: Double): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  287. def setStoppingMetric(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  288. def setStoppingRounds(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  289. def setStoppingTolerance(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  290. def setTweediePower(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  291. def setValidationDataFrame(dataFrame: DataFrame): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  292. def setWeightCol(value: String): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  293. def setWithContributions(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  294. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  295. def setWithStageResults(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgorithmCommonParams
  296. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  297. val stoppingMetric: Param[String]
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  298. val stoppingRounds: IntParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  299. val stoppingTolerance: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  300. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  301. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  302. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  303. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  304. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  305. def stringifyPair(pair: Tuple2[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  306. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  307. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  308. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  309. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  310. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  311. def trainAndGetMOJOModel(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): H2OMOJOModel
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  312. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithmWithFoldColumn → H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  313. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  314. val tweediePower: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  315. val uid: String
    Definition Classes
    H2OGBM → Identifiable
  316. 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
  317. final val validationDataFrame: NonSerializableNullableDataFrameParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  318. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  319. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  320. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  321. val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OGBMParams
  322. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  323. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  324. final val withStageResults: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OAlgorithmMOJOParams
  325. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  326. object LoggingLevel extends Enumeration
    Definition Classes
    RestCommunication

Deprecated Value Members

  1. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OAlgorithmMOJOParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from DistributionBasedH2OTrainFramePreparation

Inherited from H2OGBMParams

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasMonotoneConstraints

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OSupervisedAlgorithmWithFoldColumn[GBMParameters]

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters]

Inherited from H2OAlgorithmCommonParams

Inherited from H2OAlgorithmMOJOParams

Inherited from H2OEstimator[GBMParameters]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

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