H2OGBM

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. def H2ODistributionParam(name: String): H2ODistributionParam

   

   Definition Classes

   H2OAlgoParams

6. def H2OHistogramTypeParam(name: String): H2OHistogramTypeParam

   

   Definition Classes

   H2OSharedTreeParams

7. final def asInstanceOf[T0]: T0

   

   Definition Classes

   Any

8. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

   

   Attributes

   protected

   Definition Classes

   H2OAlgoParamsHelper

9. def booleanParam(name: String, doc: String): BooleanParam

   

   Attributes

   protected

   Definition Classes

   H2OAlgoParamsHelper

10. final val buildTreeOneNode: BooleanParam

    

    Definition Classes

    H2OSharedTreeParams

11. final def clear(param: Param[_]): H2OGBM.this.type

    

    Definition Classes

    Params

12. def clone(): AnyRef

    

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

13. final val colSampleRateChangePerLevel: DoubleParam

    

    Definition Classes

    H2OSharedTreeParams

14. final val colSampleRatePerTree: DoubleParam

    

    Definition Classes

    H2OSharedTreeParams

15. def copy(extra: ParamMap): H2OGBM.this.type

    

    Definition Classes

    H2OAlgorithm → Estimator → PipelineStage → Params

16. def copyValues[T <: Params](to: T, extra: ParamMap): T

    

    Attributes

    protected

    Definition Classes

    Params

17. final def defaultCopy[T <: Params](extra: ParamMap): T

    

    Attributes

    protected

    Definition Classes

    Params

18. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

19. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

20. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

21. def doubleParam(name: String, doc: String): DoubleParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

22. final def eq(arg0: AnyRef): Boolean

    

    Definition Classes

    AnyRef

23. def equals(arg0: Any): Boolean

    

    Definition Classes

    AnyRef → Any

24. def explainParam(param: Param[_]): String

    

    Definition Classes

    Params

25. def explainParams(): String

    

    Definition Classes

    Params

26. final def extractParamMap(): ParamMap

    

    Definition Classes

    Params

27. final def extractParamMap(extra: ParamMap): ParamMap

    

    Definition Classes

    Params

28. final val featuresCols: StringArrayParam

    

    Attributes

    protected

    Definition Classes

    H2OCommonParams

29. def finalize(): Unit

    

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( classOf[java.lang.Throwable] )

30. def fit(dataset: Dataset[_]): H2OMOJOModel

    

    Definition Classes

    H2OAlgorithm → Estimator

31. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

    

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" )

32. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

    

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" )

33. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

    

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" ) @varargs()

34. def floatParam(name: String, doc: Option[String] = None): FloatParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

35. def floatParam(name: String, doc: String): FloatParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

36. final def get[T](param: Param[T]): Option[T]

    

    Definition Classes

    Params

37. def getAllStringColumnsToCategorical(): Boolean

    

    Definition Classes

    H2OAlgoParams

38. def getBuildTreeOneNode(): Boolean

    
    Definition Classes

    H2OSharedTreeParams

39. final def getClass(): Class[_]

    

    Definition Classes

    AnyRef → Any

40. def getColSampleRate(): Double

    

    Definition Classes

    H2OGBMParams

41. def getColSampleRateChangePerLevel(): Double

    
    Definition Classes

    H2OSharedTreeParams

42. def getColSampleRatePerTree(): Double

    
    Definition Classes

    H2OSharedTreeParams

43. def getColumnsToCategorical(): Array[String]

    

    Definition Classes

    H2OAlgoParams

44. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    

    Definition Classes

    H2OAlgoParams

45. final def getDefault[T](param: Param[T]): Option[T]

    

    Definition Classes

    Params

46. def getDistribution(): DistributionFamily

    

    Definition Classes

    H2OAlgoParams

47. def getDoc(doc: Option[String], fieldName: String): String

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

48. def getExcludedCols(): Seq[String]

    

    Attributes

    protected

    Definition Classes

    H2OCommonParams

49. def getFeaturesCols(): Array[String]

    

    Definition Classes

    H2OCommonParams

50. def getFoldCol(): String

    

    Definition Classes

    H2OCommonParams

51. def getH2ODoc(fieldName: String): String

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

52. def getHistogramType(): HistogramType

    
    Definition Classes

    H2OSharedTreeParams

53. def getKeepCrossValidationFoldAssignment(): Boolean

    

    Definition Classes

    H2OAlgoParams

54. def getKeepCrossValidationPredictions(): Boolean

    

    Definition Classes

    H2OAlgoParams

55. def getLabelCol(): String

    

    Definition Classes

    H2OCommonParams

56. def getLearnRate(): Double

    

    Definition Classes

    H2OGBMParams

57. def getLearnRateAnnealing(): Double

    

    Definition Classes

    H2OGBMParams

58. def getMaxAbsLeafnodePred(): Double

    

    Definition Classes

    H2OGBMParams

59. def getMaxDepth(): Int

    
    Definition Classes

    H2OSharedTreeParams

60. def getMinRows(): Double

    
    Definition Classes

    H2OSharedTreeParams

61. def getMinSplitImprovement(): Double

    
    Definition Classes

    H2OSharedTreeParams

62. def getNbins(): Int

    
    Definition Classes

    H2OSharedTreeParams

63. def getNbinsCats(): Int

    
    Definition Classes

    H2OSharedTreeParams

64. def getNbinsTopLevel(): Int

    
    Definition Classes

    H2OSharedTreeParams

65. def getNfolds(): Int

    

    Definition Classes

    H2OAlgoParams

66. def getNtrees(): Int

    
    Definition Classes

    H2OSharedTreeParams

67. final def getOrDefault[T](param: Param[T]): T

    

    Definition Classes

    Params

68. def getParallelizeCrossValidation(): Boolean

    

    Definition Classes

    H2OAlgoParams

69. def getParam(paramName: String): Param[Any]

    

    Definition Classes

    DeprecatableParams → Params

70. def getPredNoiseBandwidth(): Double

    

    Definition Classes

    H2OGBMParams

71. def getPredictionCol(): String

    

    Definition Classes

    H2OAlgoParams

    Annotations

    @DeprecatedMethod( "getLabelCol" )

72. def getR2Stopping(): Double

    
    Definition Classes

    H2OSharedTreeParams

73. def getSampleRate(): Double

    
    Definition Classes

    H2OSharedTreeParams

74. def getSampleRatePerClass(): Array[Double]

    
    Definition Classes

    H2OSharedTreeParams

75. def getScoreTreeInterval(): Int

    
    Definition Classes

    H2OSharedTreeParams

76. def getSeed(): Long

    

    Definition Classes

    H2OAlgoParams

77. def getTrainRatio(): Double

    

    Definition Classes

    H2OAlgoParams

78. def getWeightCol(): String

    

    Definition Classes

    H2OCommonParams

79. final def hasDefault[T](param: Param[T]): Boolean

    

    Definition Classes

    Params

80. def hasParam(paramName: String): Boolean

    

    Definition Classes

    DeprecatableParams → Params

81. def hashCode(): Int

    

    Definition Classes

    AnyRef → Any

82. final val histogramType: H2OHistogramTypeParam

    

    Definition Classes

    H2OSharedTreeParams

83. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

84. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

85. def intArrayParam(name: String, doc: String): IntArrayParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

86. def intParam(name: String, doc: Option[String] = None): IntParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

87. def intParam(name: String, doc: String): IntParam

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

88. final def isDefined(param: Param[_]): Boolean

    

    Definition Classes

    Params

89. final def isInstanceOf[T0]: Boolean

    

    Definition Classes

    Any

90. final def isSet(param: Param[_]): Boolean

    

    Definition Classes

    Params

91. def isTraceEnabled(): Boolean

    

    Attributes

    protected

    Definition Classes

    Logging

92. def log: Logger

    

    Attributes

    protected

    Definition Classes

    Logging

93. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

94. def logDebug(msg: ⇒ String): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

95. def logError(msg: ⇒ String, throwable: Throwable): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

96. def logError(msg: ⇒ String): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

97. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

98. def logInfo(msg: ⇒ String): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

99. def logName: String

    

    Attributes

    protected

    Definition Classes

    Logging

100. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

101. def logTrace(msg: ⇒ String): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

102. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

103. def logWarning(msg: ⇒ String): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

104. def longParam(name: String, doc: Option[String] = None): LongParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

105. def longParam(name: String, doc: String): LongParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

106. final val maxDepth: IntParam

     

     Definition Classes

     H2OSharedTreeParams

107. final val minRows: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

108. final val minSplitImprovement: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

109. final val nbins: IntParam

     

     Definition Classes

     H2OSharedTreeParams

110. final val nbinsCats: IntParam

     

     Definition Classes

     H2OSharedTreeParams

111. final val nbinsTopLevel: IntParam

     

     Definition Classes

     H2OSharedTreeParams

112. final def ne(arg0: AnyRef): Boolean

     

     Definition Classes

     AnyRef

113. final def notify(): Unit

     

     Definition Classes

     AnyRef

114. final def notifyAll(): Unit

     

     Definition Classes

     AnyRef

115. final val ntrees: IntParam

     

     Definition Classes

     H2OSharedTreeParams

116. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

117. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

118. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

119. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

120. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

121. def nullableStringParam(name: String, doc: String): NullableStringParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

122. def param[T](name: String, doc: Option[String] = None): Param[T]

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

123. def param[T](name: String, doc: String): Param[T]

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

124. def paramTag: ClassTag[GBMParameters]

     

     Attributes

     protected

     Definition Classes

     H2OGBMParams → H2OAlgoParamsHelper

125. var parameters: GBMParameters

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

126. lazy val params: Array[Param[_]]

     

     Definition Classes

     Params

127. def prepareDatasetForFitting(dataset: Dataset[_]): H2OFrame

     

     Attributes

     protected

     Definition Classes

     H2OAlgorithmCommons

128. final val r2Stopping: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

129. def renamingMap: Map[String, String]

     

     When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

     When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

     Attributes

     protected

     Definition Classes

     H2OAlgoParams → DeprecatableParams

130. final val sampleRate: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

131. final val sampleRatePerClass: NullableDoubleArrayParam

     

     Definition Classes

     H2OSharedTreeParams

132. def save(path: String): Unit

     

     Definition Classes

     MLWritable

     Annotations

     @Since( "1.6.0" ) @throws( ... )

133. def schemaTag: ClassTag[H2O_SCHEMA]

     

     Attributes

     protected

     Definition Classes

     H2OGBMParams → H2OAlgoParamsHelper

134. final val scoreTreeInterval: IntParam

     

     Definition Classes

     H2OSharedTreeParams

135. final def set(paramPair: ParamPair[_]): H2OGBM.this.type

     

     Attributes

     protected

     Definition Classes

     Params

136. final def set(param: String, value: Any): H2OGBM.this.type

     

     Attributes

     protected

     Definition Classes

     Params

137. final def set[T](param: Param[T], value: T): H2OGBM.this.type

     

     Definition Classes

     Params

138. def setAllStringColumnsToCategorical(transform: Boolean): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

139. def setBuildTreeOneNode(value: Boolean): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

140. def setColSampleRate(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OGBMParams

141. def setColSampleRateChangePerLevel(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

142. def setColSampleRatePerTree(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

143. def setColumnsToCategorical(columns: Array[String]): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

144. def setColumnsToCategorical(first: String, others: String*): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

145. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

146. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

     

     Attributes

     protected

     Definition Classes

     Params

147. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

     

     Attributes

     protected

     Definition Classes

     Params

148. def setDistribution(value: DistributionFamily): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

149. def setFeaturesCol(first: String): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

150. def setFeaturesCols(columnNames: Array[String]): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

151. def setFeaturesCols(first: String, others: String*): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

152. def setFoldCol(columnName: String): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

153. def setHistogramType(value: HistogramType): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

154. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

155. def setKeepCrossValidationPredictions(value: Boolean): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

156. def setLabelCol(columnName: String): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

157. def setLearnRate(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OGBMParams

158. def setLearnRateAnnealing(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OGBMParams

159. def setMaxAbsLeafnodePred(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OGBMParams

160. def setMaxDepth(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

161. def setMinRows(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

162. def setMinSplitImprovement(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

163. def setNbins(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

164. def setNbinsCats(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

165. def setNbinsTopLevel(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

166. def setNfolds(value: Int): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

167. def setNtrees(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

168. def setParallelizeCrossValidation(value: Boolean): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

169. def setPredNoiseBandwidth(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OGBMParams

170. def setPredictionCol(value: String): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

     Annotations

     @DeprecatedMethod( "setLabelCol" )

171. def setR2Stopping(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

172. def setSampleRate(value: Double): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

173. def setSampleRatePerClass(value: Array[Double]): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

174. def setScoreTreeInterval(value: Int): H2OGBM.this.type

     
     Definition Classes

     H2OSharedTreeParams

175. def setSeed(value: Long): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

176. def setTrainRatio(value: Double): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

177. def setWeightCol(columnName: String): H2OGBM.this.type

     

     Definition Classes

     H2OCommonParams

178. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

179. def stringArrayParam(name: String, doc: String): StringArrayParam

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

180. def stringParam(name: String, doc: Option[String] = None): Param[String]

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

181. def stringParam(name: String, doc: String): Param[String]

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

182. final def synchronized[T0](arg0: ⇒ T0): T0

     

     Definition Classes

     AnyRef

183. def toString(): String

     

     Definition Classes

     Identifiable → AnyRef → Any

184. def trainModel(params: GBMParameters): GBMModel

     

     Definition Classes

     H2OGBM → H2OAlgorithm

185. def transformSchema(schema: StructType): StructType

     

     Definition Classes

     H2OAlgorithm → PipelineStage

     Annotations

     @DeveloperApi()

186. def transformSchema(schema: StructType, logging: Boolean): StructType

     

     Attributes

     protected

     Definition Classes

     PipelineStage

     Annotations

     @DeveloperApi()

187. val uid: String

     

     Definition Classes

     H2OGBM → Identifiable

188. def updateH2OParams(): Unit

     

     Update H2O params based on provided parameters to Spark Transformer/Estimator

     Update H2O params based on provided parameters to Spark Transformer/Estimator

     Definition Classes

     H2OGBMParams → H2OSharedTreeParams → H2OAlgoParams

189. final def wait(): Unit

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

190. final def wait(arg0: Long, arg1: Int): Unit

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

191. final def wait(arg0: Long): Unit

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

192. def write: MLWriter

     

     Definition Classes

     DefaultParamsWritable → MLWritable