Packages

class H2OGBM extends H2OTreeBasedSupervisedAlgorithm[GBMParameters] with H2OGBMParams

H2O GBM algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OGBMParams, HasQuantileAlpha, HasMonotoneConstraints, H2OAlgoSharedTreeParams[GBMParameters], HasStoppingCriteria[GBMParameters], H2OTreeBasedSupervisedAlgorithm[GBMParameters], H2OTreeBasedSupervisedMOJOParams, H2OSupervisedAlgorithm[GBMParameters], H2OAlgoSupervisedParams[GBMParameters], H2OCommonSupervisedParams, H2OSupervisedMOJOParams, H2OAlgorithm[GBMParameters], H2OAlgoCommonParams[GBMParameters], H2OCommonParams, H2OMOJOAlgoSharedParams, H2OAlgoParamsHelper[GBMParameters], DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBM
  2. H2OGBMParams
  3. HasQuantileAlpha
  4. HasMonotoneConstraints
  5. H2OAlgoSharedTreeParams
  6. HasStoppingCriteria
  7. H2OTreeBasedSupervisedAlgorithm
  8. H2OTreeBasedSupervisedMOJOParams
  9. H2OSupervisedAlgorithm
  10. H2OAlgoSupervisedParams
  11. H2OCommonSupervisedParams
  12. H2OSupervisedMOJOParams
  13. H2OAlgorithm
  14. H2OAlgoCommonParams
  15. H2OCommonParams
  16. H2OMOJOAlgoSharedParams
  17. H2OAlgoParamsHelper
  18. DefaultParamsWritable
  19. MLWritable
  20. H2OAlgoCommonUtils
  21. EstimatorCommonUtils
  22. RestCommunication
  23. RestEncodingUtils
  24. Logging
  25. Estimator
  26. PipelineStage
  27. Logging
  28. Params
  29. Serializable
  30. Serializable
  31. Identifiable
  32. AnyRef
  33. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM()
  2. new H2OGBM(uid: String)

Type Members

  1. type H2O_SCHEMA = GBMParametersV3
    Definition Classes
    H2OGBMParams → 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. final val buildTreeOneNode: BooleanParam
    Definition Classes
    H2OAlgoSharedTreeParams
  9. def checkResponseCode(connection: HttpURLConnection): Unit
    Definition Classes
    RestCommunication
  10. final def clear(param: Param[_]): H2OGBM.this.type
    Definition Classes
    Params
  11. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  12. final val colSampleRateChangePerLevel: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  13. final val colSampleRatePerTree: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  14. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  15. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  16. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  17. def copy(extra: ParamMap): H2OGBM.this.type
    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params
  18. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  19. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  20. 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
  21. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  22. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  23. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  24. def doubleParam(name: String, doc: Option[String] = None): DoubleParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  25. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  26. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  27. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  28. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  29. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  30. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  31. def explainParams(): String
    Definition Classes
    Params
  32. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  33. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  34. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  35. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  36. def fit(dataset: Dataset[_]): H2OTreeBasedSupervisedMOJOModel
    Definition Classes
    H2OTreeBasedSupervisedAlgorithm → H2OSupervisedAlgorithm → H2OAlgorithm → Estimator
  37. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  38. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  39. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  40. def floatParam(name: String, doc: Option[String] = None): FloatParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  41. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  42. final val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  43. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. def getAllStringColumnsToCategorical(): Boolean
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  45. def getBuildTreeOneNode(): Boolean
    Definition Classes
    H2OAlgoSharedTreeParams
  46. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  47. def getColSampleRate(): Double
    Definition Classes
    H2OGBMParams
  48. def getColSampleRateChangePerLevel(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  49. def getColSampleRatePerTree(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  50. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  51. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  52. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  53. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  54. def getDetailedPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  55. def getDistribution(): String
    Definition Classes
    H2OAlgoCommonParams
  56. def getDoc(doc: Option[String], fieldName: String): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  57. def getExcludedCols(): Seq[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams
  58. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams
  59. def getFoldCol(): String
    Definition Classes
    H2OCommonParams
  60. def getGainsliftBins(): Int
    Definition Classes
    H2OGBMParams
  61. def getH2ODoc(fieldName: String): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  62. def getHistogramType(): String
    Definition Classes
    H2OAlgoSharedTreeParams
  63. def getKeepCrossValidationFoldAssignment(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  64. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  65. def getLabelCol(): String
    Definition Classes
    H2OCommonSupervisedParams
  66. def getLearnRate(): Double
    Definition Classes
    H2OGBMParams
  67. def getLearnRateAnnealing(): Double
    Definition Classes
    H2OGBMParams
  68. def getMaxAbsLeafnodePred(): Double
    Definition Classes
    H2OGBMParams
  69. def getMaxDepth(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  70. def getMinRows(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  71. def getMinSplitImprovement(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  72. def getModelId(): String
    Definition Classes
    H2OAlgoCommonParams
  73. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  74. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  75. def getNbins(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  76. def getNbinsCats(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  77. def getNbinsTopLevel(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  78. def getNfolds(): Int
    Definition Classes
    H2OCommonParams
  79. def getNtrees(): Int
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  80. def getOffsetCol(): String
    Definition Classes
    H2OSupervisedMOJOParams
  81. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  82. def getParallelizeCrossValidation(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  83. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  84. def getPredNoiseBandwidth(): Double
    Definition Classes
    H2OGBMParams
  85. def getPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  86. def getQuantileAlpha(): Double
    Definition Classes
    HasQuantileAlpha
  87. def getSampleRate(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  88. def getSampleRatePerClass(): Array[Double]
    Definition Classes
    H2OAlgoSharedTreeParams
  89. def getScoreTreeInterval(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  90. def getSeed(): Long
    Definition Classes
    H2OCommonParams
  91. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  92. def getStoppingMetric(): String
    Definition Classes
    HasStoppingCriteria
  93. def getStoppingRounds(): Int
    Definition Classes
    HasStoppingCriteria
  94. def getStoppingTolerance(): Double
    Definition Classes
    HasStoppingCriteria
  95. def getWeightCol(): String
    Definition Classes
    H2OCommonParams
  96. def getWithContributions(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  97. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  98. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  99. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  100. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  101. final val histogramType: Param[String]
    Definition Classes
    H2OAlgoSharedTreeParams
  102. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  103. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  104. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  105. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  106. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  107. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  108. def intParam(name: String, doc: Option[String] = None): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  109. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  110. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  111. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  112. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  113. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  114. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  115. final val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams
  116. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  117. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  118. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  119. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  120. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  121. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  122. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  123. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  124. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  125. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  126. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  127. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  128. def longParam(name: String, doc: Option[String] = None): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  129. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  130. final val maxDepth: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  131. final val minRows: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  132. final val minSplitImprovement: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  133. final val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams
  134. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  135. final val nbins: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  136. final val nbinsCats: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  137. final val nbinsTopLevel: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  138. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  139. final val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  140. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  141. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  142. final val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  143. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  144. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  145. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  146. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  147. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  148. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  149. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  150. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  151. def param[T](name: String, doc: Option[String] = None): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  152. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  153. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper
  154. val parameters: GBMParameters
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  155. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  156. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  157. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame])
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  158. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm
  159. 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
  160. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  161. 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
  162. final val sampleRate: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  163. final val sampleRatePerClass: NullableDoubleArrayParam
    Definition Classes
    H2OAlgoSharedTreeParams
  164. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  165. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  166. def schemaTag: ClassTag[H2O_SCHEMA]
    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper
  167. final val scoreTreeInterval: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  168. final val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  169. final def set(paramPair: ParamPair[_]): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  170. final def set(param: String, value: Any): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  171. final def set[T](param: Param[T], value: T): H2OGBM.this.type
    Definition Classes
    Params
  172. def setAllStringColumnsToCategorical(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  173. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  174. def setColSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  175. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  176. def setColSampleRatePerTree(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  177. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  178. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  179. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  180. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  181. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  182. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  183. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  184. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  185. def setDistribution(value: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  186. def setFeaturesCol(first: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  187. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  188. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  189. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  190. def setFoldCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  191. def setGainsliftBins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  192. def setHistogramType(value: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  193. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  194. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  195. def setLabelCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonSupervisedParams
  196. def setLearnRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  197. def setLearnRateAnnealing(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  198. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  199. def setMaxDepth(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  200. def setMinRows(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  201. def setMinSplitImprovement(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  202. def setModelId(id: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  203. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type
    Definition Classes
    HasMonotoneConstraints
  204. def setNamedMojoOutputColumns(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  205. def setNbins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  206. def setNbinsCats(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  207. def setNbinsTopLevel(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  208. def setNfolds(value: Int): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  209. def setNtrees(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  210. def setOffsetCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonSupervisedParams
  211. def setParallelizeCrossValidation(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  212. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  213. def setPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  214. def setQuantileAlpha(value: Double): H2OGBM.this.type
    Definition Classes
    HasQuantileAlpha
  215. def setSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  216. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  217. def setScoreTreeInterval(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  218. def setSeed(value: Long): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  219. def setSplitRatio(ratio: Double): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  220. def setStoppingMetric(value: String): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  221. def setStoppingRounds(value: Int): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  222. def setStoppingTolerance(value: Double): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  223. def setWeightCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  224. def setWithContributions(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  225. def setWithDetailedPredictionCol(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$6 , x$5 )
  226. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  227. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  228. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  229. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  230. def stringParam(name: String, doc: Option[String] = None): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  231. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  232. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  233. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  234. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  235. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  236. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  237. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  238. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  239. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  240. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  241. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  242. val uid: String
    Definition Classes
    H2OGBM → Identifiable
  243. 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
  244. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  245. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  246. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  247. final val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  248. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  249. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  250. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  251. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from H2OGBMParams

Inherited from HasQuantileAlpha

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoSharedTreeParams[GBMParameters]

Inherited from HasStoppingCriteria[GBMParameters]

Inherited from H2OTreeBasedSupervisedAlgorithm[GBMParameters]

Inherited from H2OTreeBasedSupervisedMOJOParams

Inherited from H2OSupervisedAlgorithm[GBMParameters]

Inherited from H2OAlgoSupervisedParams[GBMParameters]

Inherited from H2OCommonSupervisedParams

Inherited from H2OSupervisedMOJOParams

Inherited from H2OAlgorithm[GBMParameters]

Inherited from H2OAlgoCommonParams[GBMParameters]

Inherited from H2OCommonParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from H2OAlgoParamsHelper[GBMParameters]

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