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 val allStringColumnsToCategorical: BooleanParam

   

   Definition Classes

   H2OAlgoParams

8. final def asInstanceOf[T0]: T0

   

   Definition Classes

   Any

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

   

   Definition Classes

   H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

11. final val buildTreeOneNode: BooleanParam

    

    Definition Classes

    H2OSharedTreeParams

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

    

    Definition Classes

    Params

13. def clone(): AnyRef

    

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

14. final val colSampleRate: DoubleParam

    

    Definition Classes

    H2OGBMParams

15. final val colSampleRateChangePerLevel: DoubleParam

    

    Definition Classes

    H2OSharedTreeParams

16. final val colSampleRatePerTree: DoubleParam

    

    Definition Classes

    H2OSharedTreeParams

17. final val columnsToCategorical: StringArrayParam

    

    Definition Classes

    H2OAlgoParams

18. final val convertUnknownCategoricalLevelsToNa: BooleanParam

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    H2OAlgorithm → Estimator → PipelineStage → Params

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

    

    Attributes

    protected

    Definition Classes

    Params

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

    

    Attributes

    protected

    Definition Classes

    Params

22. def defaultFileName: String

    

    Definition Classes

    H2OGBM → H2OAlgorithm

23. final val distribution: H2ODistributionParam

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParams

35. def finalize(): Unit

    

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

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

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

    

    Definition Classes

    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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

42. final val foldCol: NullableStringParam

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    Params

44. def getAllStringColumnsToCategorical(): Boolean

    

    Definition Classes

    H2OAlgoParams

45. def getBuildTreeOneNode(): Boolean

    
    Definition Classes

    H2OSharedTreeParams

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

    

    Definition Classes

    AnyRef → Any

47. def getColSampleRate(): Double

    
    Definition Classes

    H2OGBMParams

48. def getColSampleRateChangePerLevel(): Double

    
    Definition Classes

    H2OSharedTreeParams

49. def getColSampleRatePerTree(): Double

    
    Definition Classes

    H2OSharedTreeParams

50. def getColumnsToCategorical(): Array[String]

    

    Definition Classes

    H2OAlgoParams

51. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    Params

53. def getDistribution(): DistributionFamily

    

    Definition Classes

    H2OAlgoParams

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

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

55. def getFeaturesCols(): Array[String]

    

    Definition Classes

    H2OAlgoParams

56. def getFoldCol(): String

    

    Definition Classes

    H2OAlgoParams

57. def getH2ODoc(fieldName: String): String

    

    Attributes

    protected

    Definition Classes

    H2OAlgoParamsHelper

58. def getHistogramType(): HistogramType

    
    Definition Classes

    H2OSharedTreeParams

59. def getKeepCrossValidationFoldAssignment(): Boolean

    

    Definition Classes

    H2OAlgoParams

60. def getKeepCrossValidationPredictions(): Boolean

    

    Definition Classes

    H2OAlgoParams

61. def getLabelCol(): String

    

    Definition Classes

    H2OAlgoParams

62. def getLearnRate(): Double

    
    Definition Classes

    H2OGBMParams

63. def getLearnRateAnnealing(): Double

    
    Definition Classes

    H2OGBMParams

64. def getMaxAbsLeafnodePred(): Double

    
    Definition Classes

    H2OGBMParams

65. def getMaxDepth(): Int

    
    Definition Classes

    H2OSharedTreeParams

66. def getMinRows(): Double

    
    Definition Classes

    H2OSharedTreeParams

67. def getMinSplitImprovement(): Double

    
    Definition Classes

    H2OSharedTreeParams

68. def getNbins(): Int

    
    Definition Classes

    H2OSharedTreeParams

69. def getNbinsCats(): Int

    
    Definition Classes

    H2OSharedTreeParams

70. def getNbinsTopLevel(): Int

    
    Definition Classes

    H2OSharedTreeParams

71. def getNfolds(): Int

    

    Definition Classes

    H2OAlgoParams

72. def getNtrees(): Int

    
    Definition Classes

    H2OSharedTreeParams

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

    

    Definition Classes

    Params

74. def getParallelizeCrossValidation(): Boolean

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    DeprecatableParams → Params

76. def getParams: GBMParameters

    

    Definition Classes

    H2OAlgoParamsHelper

77. def getPredNoiseBandwidth(): Double

    
    Definition Classes

    H2OGBMParams

78. def getPredictionCol(): String

    

    Definition Classes

    H2OAlgoParams

    Annotations

    @DeprecatedMethod( "getLabelCol" )

79. def getR2Stopping(): Double

    
    Definition Classes

    H2OSharedTreeParams

80. def getSampleRate(): Double

    
    Definition Classes

    H2OSharedTreeParams

81. def getSampleRatePerClass(): Array[Double]

    
    Definition Classes

    H2OSharedTreeParams

82. def getScoreTreeInterval(): Int

    
    Definition Classes

    H2OSharedTreeParams

83. def getSeed(): Long

    

    Definition Classes

    H2OAlgoParams

84. def getTrainRatio(): Double

    

    Definition Classes

    H2OAlgoParams

85. def getWeightCol(): String

    

    Definition Classes

    H2OAlgoParams

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

    

    Definition Classes

    Params

87. def hasParam(paramName: String): Boolean

    

    Definition Classes

    DeprecatableParams → Params

88. def hashCode(): Int

    

    Definition Classes

    AnyRef → Any

89. final val histogramType: H2OHistogramTypeParam

    

    Definition Classes

    H2OSharedTreeParams

90. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

    

    Attributes

    protected

    Definition Classes

    Logging

91. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    

    Attributes

    protected

    Definition Classes

    Logging

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    H2OAlgoParamsHelper

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

    

    Definition Classes

    Params

97. final def isInstanceOf[T0]: Boolean

    

    Definition Classes

    Any

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

    

    Definition Classes

    Params

99. def isTraceEnabled(): Boolean

    

    Attributes

    protected

    Definition Classes

    Logging

100. final val keepCrossValidationFoldAssignment: BooleanParam

     

     Definition Classes

     H2OAlgoParams

101. final val keepCrossValidationPredictions: BooleanParam

     

     Definition Classes

     H2OAlgoParams

102. final val labelCol: Param[String]

     

     Definition Classes

     H2OAlgoParams

103. final val learnRate: DoubleParam

     

     Definition Classes

     H2OGBMParams

104. final val learnRateAnnealing: DoubleParam

     

     Definition Classes

     H2OGBMParams

105. def log: Logger

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

107. def logDebug(msg: ⇒ String): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

109. def logError(msg: ⇒ String): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

111. def logInfo(msg: ⇒ String): Unit

     

     Attributes

     protected

     Definition Classes

     Logging

112. def logName: String

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Attributes

     protected

     Definition Classes

     Logging

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

119. final val maxAbsLeafnodePred: DoubleParam

     

     Definition Classes

     H2OGBMParams

120. final val maxDepth: IntParam

     

     Definition Classes

     H2OSharedTreeParams

121. final val minRows: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

122. final val minSplitImprovement: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

123. final val nbins: IntParam

     

     Definition Classes

     H2OSharedTreeParams

124. final val nbinsCats: IntParam

     

     Definition Classes

     H2OSharedTreeParams

125. final val nbinsTopLevel: IntParam

     

     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     AnyRef

127. final val nfolds: IntParam

     

     Definition Classes

     H2OAlgoParams

128. final def notify(): Unit

     

     Definition Classes

     AnyRef

129. final def notifyAll(): Unit

     

     Definition Classes

     AnyRef

130. final val ntrees: IntParam

     

     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

137. final val parallelizeCrossValidation: BooleanParam

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

140. def paramTag: ClassTag[GBMParameters]

     

     Attributes

     protected

     Definition Classes

     H2OGBMParams → H2OAlgoParamsHelper

141. var parameters: GBMParameters

     

     Attributes

     protected

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     Params

143. final val predNoiseBandwidth: DoubleParam

     

     Definition Classes

     H2OGBMParams

144. final val r2Stopping: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

145. final val ratio: DoubleParam

     

     Definition Classes

     H2OAlgoParams

146. 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

147. final val sampleRate: DoubleParam

     

     Definition Classes

     H2OSharedTreeParams

148. final val sampleRatePerClass: NullableDoubleArrayParam

     

     Definition Classes

     H2OSharedTreeParams

149. def save(path: String): Unit

     

     Definition Classes

     MLWritable

     Annotations

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

150. def schemaTag: ClassTag[H2O_SCHEMA]

     

     Attributes

     protected

     Definition Classes

     H2OGBMParams → H2OAlgoParamsHelper

151. final val scoreTreeInterval: IntParam

     

     Definition Classes

     H2OSharedTreeParams

152. final val seed: LongParam

     

     Definition Classes

     H2OAlgoParams

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

     

     Attributes

     protected

     Definition Classes

     Params

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

     

     Attributes

     protected

     Definition Classes

     Params

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

     

     Definition Classes

     Params

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

     

     Definition Classes

     H2OAlgoParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OGBMParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Attributes

     protected

     Definition Classes

     Params

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

     

     Attributes

     protected

     Definition Classes

     Params

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

168. def setFeaturesCols(cols: Array[String]): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

174. def setLabelCol(value: String): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

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

     
     Definition Classes

     H2OGBMParams

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

     
     Definition Classes

     H2OGBMParams

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

     
     Definition Classes

     H2OGBMParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParams

187. def setParams(params: GBMParameters): Unit

     

     Definition Classes

     H2OAlgoParamsHelper

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

     
     Definition Classes

     H2OGBMParams

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

     

     Definition Classes

     H2OAlgoParams

     Annotations

     @DeprecatedMethod( "setLabelCol" )

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     
     Definition Classes

     H2OSharedTreeParams

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

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParams

196. def setWeightCol(value: String): H2OGBM.this.type

     

     Definition Classes

     H2OAlgoParams

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     H2OAlgoParamsHelper

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

     

     Definition Classes

     AnyRef

202. def toString(): String

     

     Definition Classes

     Identifiable → AnyRef → Any

203. def trainModel(params: GBMParameters): H2OMOJOModel

     

     Definition Classes

     H2OGBM → H2OGBM → H2OAlgorithm

204. def transformSchema(schema: StructType): StructType

     

     Definition Classes

     H2OAlgorithm → PipelineStage

     Annotations

     @DeveloperApi()

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

     

     Attributes

     protected

     Definition Classes

     PipelineStage

     Annotations

     @DeveloperApi()

206. val uid: String

     

     Definition Classes

     H2OGBM → H2OGBM → Identifiable

207. 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

208. final def wait(): Unit

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

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

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

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

     

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

211. final val weightCol: NullableStringParam

     

     Definition Classes

     H2OAlgoParams

212. def write: MLWriter

     

     Definition Classes

     H2OAlgorithm → MLWritable

     Annotations

     @Since( "1.6.0" )