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
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  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
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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 getMonotoneConstraintsAsKeyValuePairs(): Array[KeyValue]
    Attributes
    protected
    Definition Classes
    HasMonotoneConstraints
  75. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  76. def getNbins(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  77. def getNbinsCats(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  78. def getNbinsTopLevel(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  79. def getNfolds(): Int
    Definition Classes
    H2OCommonParams
  80. def getNtrees(): Int
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  81. def getOffsetCol(): String
    Definition Classes
    H2OSupervisedMOJOParams
  82. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  83. def getParallelizeCrossValidation(): Boolean
    Definition Classes
    H2OAlgoCommonParams
  84. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  85. def getPredNoiseBandwidth(): Double
    Definition Classes
    H2OGBMParams
  86. def getPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  87. def getQuantileAlpha(): Double
    Definition Classes
    HasQuantileAlpha
  88. def getSampleRate(): Double
    Definition Classes
    H2OAlgoSharedTreeParams
  89. def getSampleRatePerClass(): Array[Double]
    Definition Classes
    H2OAlgoSharedTreeParams
  90. def getScoreTreeInterval(): Int
    Definition Classes
    H2OAlgoSharedTreeParams
  91. def getSeed(): Long
    Definition Classes
    H2OCommonParams
  92. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  93. def getStoppingMetric(): String
    Definition Classes
    HasStoppingCriteria
  94. def getStoppingRounds(): Int
    Definition Classes
    HasStoppingCriteria
  95. def getStoppingTolerance(): Double
    Definition Classes
    HasStoppingCriteria
  96. def getWeightCol(): String
    Definition Classes
    H2OCommonParams
  97. def getWithContributions(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  98. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  99. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  100. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  101. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  102. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  103. final val histogramType: Param[String]
    Definition Classes
    H2OAlgoSharedTreeParams
  104. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  105. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  106. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  107. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  108. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  109. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  110. def intParam(name: String, doc: Option[String] = None): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  111. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  112. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  113. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  114. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  115. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  116. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  117. final val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams
  118. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  119. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  120. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  121. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  122. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  123. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  124. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  125. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  126. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  127. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  128. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  129. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  130. def longParam(name: String, doc: Option[String] = None): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  131. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  132. final val maxDepth: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  133. final val minRows: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  134. final val minSplitImprovement: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  135. final val modelId: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonParams
  136. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  137. final val nbins: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  138. final val nbinsCats: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  139. final val nbinsTopLevel: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  140. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  141. final val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  142. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  143. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  144. final val ntrees: IntParam
    Attributes
    protected
    Definition Classes
    H2OTreeBasedSupervisedMOJOParams
  145. def nullableDoubleArrayArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  146. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  147. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  148. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  149. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  150. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  151. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  152. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  153. def param[T](name: String, doc: Option[String] = None): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  154. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  155. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper
  156. val parameters: GBMParameters
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  157. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  158. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  159. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame])
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  160. def prepareH2OTrainFrameForFitting(trainFrame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm
  161. 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
  162. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  163. 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
  164. final val sampleRate: DoubleParam
    Definition Classes
    H2OAlgoSharedTreeParams
  165. final val sampleRatePerClass: NullableDoubleArrayParam
    Definition Classes
    H2OAlgoSharedTreeParams
  166. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  167. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  168. def schemaTag: ClassTag[H2O_SCHEMA]
    Attributes
    protected
    Definition Classes
    H2OGBMParams → H2OAlgoParamsHelper
  169. final val scoreTreeInterval: IntParam
    Definition Classes
    H2OAlgoSharedTreeParams
  170. final val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  171. final def set(paramPair: ParamPair[_]): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  172. final def set(param: String, value: Any): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  173. final def set[T](param: Param[T], value: T): H2OGBM.this.type
    Definition Classes
    Params
  174. def setAllStringColumnsToCategorical(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  175. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  176. def setColSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  177. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  178. def setColSampleRatePerTree(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  179. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  180. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  181. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  182. def setConvertInvalidNumbersToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  183. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  184. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  185. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type
    Attributes
    protected
    Definition Classes
    Params
  186. def setDetailedPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  187. def setDistribution(value: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  188. def setFeaturesCol(first: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  189. def setFeaturesCols(columnNames: ArrayList[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  190. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  191. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  192. def setFoldCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  193. def setGainsliftBins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  194. def setHistogramType(value: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  195. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  196. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  197. def setLabelCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonSupervisedParams
  198. def setLearnRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  199. def setLearnRateAnnealing(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  200. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  201. def setMaxDepth(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  202. def setMinRows(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  203. def setMinSplitImprovement(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  204. def setModelId(id: String): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  205. def setMonotoneConstraints(value: Map[String, Double]): H2OGBM.this.type
    Definition Classes
    HasMonotoneConstraints
  206. def setNamedMojoOutputColumns(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  207. def setNbins(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  208. def setNbinsCats(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  209. def setNbinsTopLevel(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  210. def setNfolds(value: Int): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  211. def setNtrees(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  212. def setOffsetCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonSupervisedParams
  213. def setParallelizeCrossValidation(value: Boolean): H2OGBM.this.type
    Definition Classes
    H2OAlgoCommonParams
  214. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type
    Definition Classes
    H2OGBMParams
  215. def setPredictionCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  216. def setQuantileAlpha(value: Double): H2OGBM.this.type
    Definition Classes
    HasQuantileAlpha
  217. def setSampleRate(value: Double): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  218. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  219. def setScoreTreeInterval(value: Int): H2OGBM.this.type
    Definition Classes
    H2OAlgoSharedTreeParams
  220. def setSeed(value: Long): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  221. def setSplitRatio(ratio: Double): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  222. def setStoppingMetric(value: String): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  223. def setStoppingRounds(value: Int): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  224. def setStoppingTolerance(value: Double): H2OGBM.this.type
    Definition Classes
    HasStoppingCriteria
  225. def setWeightCol(columnName: String): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  226. def setWithContributions(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  227. def setWithDetailedPredictionCol(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  228. def setWithLeafNodeAssignments(enabled: Boolean): H2OGBM.this.type
    Definition Classes
    H2OCommonParams
  229. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  230. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  231. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  232. def stringParam(name: String, doc: Option[String] = None): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  233. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  234. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  235. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  236. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  237. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  238. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  239. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  240. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  241. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  242. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OSupervisedAlgorithm → H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  243. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  244. val uid: String
    Definition Classes
    H2OGBM → Identifiable
  245. 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
  246. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  247. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  248. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  249. final val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  250. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  251. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  252. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  253. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

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