t

ai.h2o.sparkling.ml.params

H2OGBMParams

trait H2OGBMParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, HasDataFrameSerializer, HasMonotoneConstraints, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGBM, H2OGBMClassifier, H2OGBMRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OGBMParams
  2. HasIgnoredCols
  3. HasCalibrationDataFrame
  4. HasDataFrameSerializer
  5. HasMonotoneConstraints
  6. H2OAlgoParamsBase
  7. H2OFrameLifecycle
  8. ParameterConstructorMethods
  9. Params
  10. Serializable
  11. Serializable
  12. Identifiable
  13. AnyRef
  14. Any
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Visibility
  1. Public
  2. All

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef
    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params
    Definition Classes
    Params
  2. abstract val uid: String
    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val aucType: Param[String]
    Attributes
    protected
  7. val balanceClasses: BooleanParam
    Attributes
    protected
  8. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  9. val buildTreeOneNode: BooleanParam
    Attributes
    protected
  10. val calibrateModel: BooleanParam
    Attributes
    protected
  11. val calibrationMethod: Param[String]
    Attributes
    protected
  12. val categoricalEncoding: Param[String]
    Attributes
    protected
  13. val checkConstantResponse: BooleanParam
    Attributes
    protected
  14. val classSamplingFactors: NullableFloatArrayParam
    Attributes
    protected
  15. final def clear(param: Param[_]): H2OGBMParams.this.type
    Definition Classes
    Params
  16. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  17. val colSampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  18. val colSampleRateChangePerLevel: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  19. val colSampleRatePerTree: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  20. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  21. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  22. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  23. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  24. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  25. val customDistributionFunc: NullableStringParam
    Attributes
    protected
  26. val customMetricFunc: NullableStringParam
    Attributes
    protected
  27. final val dataFrameSerializer: Param[String]
    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer
  28. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  29. val distribution: Param[String]
    Attributes
    protected
  30. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  31. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  32. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  33. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  34. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  35. def explainParams(): String
    Definition Classes
    Params
  36. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  37. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  38. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  39. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  40. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  41. val foldAssignment: Param[String]
    Attributes
    protected
  42. val foldCol: NullableStringParam
    Attributes
    protected
  43. val gainsliftBins: IntParam
    Attributes
    protected
  44. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  45. def getAucType(): String
  46. def getBalanceClasses(): Boolean
  47. def getBuildTreeOneNode(): Boolean
  48. def getCalibrateModel(): Boolean
  49. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  50. def getCalibrationMethod(): String
  51. def getCategoricalEncoding(): String
  52. def getCheckConstantResponse(): Boolean
  53. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  54. def getClassSamplingFactors(): Array[Float]
  55. def getColSampleRate(): Double
  56. def getColSampleRateChangePerLevel(): Double
  57. def getColSampleRatePerTree(): Double
  58. def getCustomDistributionFunc(): String
  59. def getCustomMetricFunc(): String
  60. def getDataFrameSerializer(): String
    Definition Classes
    HasDataFrameSerializer
  61. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  62. def getDistribution(): String
  63. def getExportCheckpointsDir(): String
  64. def getFoldAssignment(): String
  65. def getFoldCol(): String
  66. def getGainsliftBins(): Int
  67. def getHistogramType(): String
  68. def getHuberAlpha(): Double
  69. def getIgnoreConstCols(): Boolean
  70. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  71. def getInTrainingCheckpointsDir(): String
  72. def getInTrainingCheckpointsTreeInterval(): Int
  73. def getInteractionConstraints(): Array[Array[String]]
  74. def getKeepCrossValidationFoldAssignment(): Boolean
  75. def getKeepCrossValidationModels(): Boolean
  76. def getKeepCrossValidationPredictions(): Boolean
  77. def getLabelCol(): String
  78. def getLearnRate(): Double
  79. def getLearnRateAnnealing(): Double
  80. def getMaxAbsLeafnodePred(): Double
  81. def getMaxAfterBalanceSize(): Float
  82. def getMaxConfusionMatrixSize(): Int
  83. def getMaxDepth(): Int
  84. def getMaxRuntimeSecs(): Double
  85. def getMinRows(): Double
  86. def getMinSplitImprovement(): Double
  87. def getModelId(): String
  88. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  89. def getNbins(): Int
  90. def getNbinsCats(): Int
  91. def getNbinsTopLevel(): Int
  92. def getNfolds(): Int
  93. def getNtrees(): Int
  94. def getOffsetCol(): String
  95. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  96. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  97. def getPredNoiseBandwidth(): Double
  98. def getQuantileAlpha(): Double
  99. def getSampleRate(): Double
  100. def getSampleRatePerClass(): Array[Double]
  101. def getScoreEachIteration(): Boolean
  102. def getScoreTreeInterval(): Int
  103. def getSeed(): Long
  104. def getStoppingMetric(): String
  105. def getStoppingRounds(): Int
  106. def getStoppingTolerance(): Double
  107. def getTweediePower(): Double
  108. def getWeightCol(): String
  109. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  110. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  111. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  112. val histogramType: Param[String]
    Attributes
    protected
  113. val huberAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  114. val ignoreConstCols: BooleanParam
    Attributes
    protected
  115. val inTrainingCheckpointsDir: NullableStringParam
    Attributes
    protected
  116. val inTrainingCheckpointsTreeInterval: IntParam
    Attributes
    protected
  117. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  118. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  119. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  120. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  121. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  122. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  123. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  124. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  125. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  126. val labelCol: Param[String]
    Attributes
    protected
  127. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  128. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  129. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  130. val maxAbsLeafnodePred: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  131. val maxAfterBalanceSize: FloatParam
    Attributes
    protected
  132. val maxConfusionMatrixSize: IntParam
    Attributes
    protected
  133. val maxDepth: IntParam
    Attributes
    protected
  134. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  135. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  136. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  137. val modelId: NullableStringParam
    Attributes
    protected
  138. val nbins: IntParam
    Attributes
    protected
  139. val nbinsCats: IntParam
    Attributes
    protected
  140. val nbinsTopLevel: IntParam
    Attributes
    protected
  141. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  142. val nfolds: IntParam
    Attributes
    protected
  143. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  144. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  145. val ntrees: IntParam
    Attributes
    protected
  146. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  147. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  148. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  149. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  150. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  152. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  153. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  154. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  155. val offsetCol: NullableStringParam
    Attributes
    protected
  156. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  157. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
  158. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  159. val predNoiseBandwidth: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  160. val quantileAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  161. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  162. val sampleRatePerClass: NullableDoubleArrayParam
    Attributes
    protected
  163. val scoreEachIteration: BooleanParam
    Attributes
    protected
  164. val scoreTreeInterval: IntParam
    Attributes
    protected
  165. val seed: LongParam
    Attributes
    protected
  166. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  167. final def set(param: String, value: Any): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  168. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type
    Definition Classes
    Params
  169. def setAucType(value: String): H2OGBMParams.this.type
  170. def setBalanceClasses(value: Boolean): H2OGBMParams.this.type
  171. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type
  172. def setCalibrateModel(value: Boolean): H2OGBMParams.this.type
  173. def setCalibrationDataFrame(value: DataFrame): H2OGBMParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  174. def setCalibrationMethod(value: String): H2OGBMParams.this.type
  175. def setCategoricalEncoding(value: String): H2OGBMParams.this.type
  176. def setCheckConstantResponse(value: Boolean): H2OGBMParams.this.type
  177. def setClassSamplingFactors(value: Array[Float]): H2OGBMParams.this.type
  178. def setColSampleRate(value: Double): H2OGBMParams.this.type
  179. def setColSampleRateChangePerLevel(value: Double): H2OGBMParams.this.type
  180. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type
  181. def setCustomDistributionFunc(value: String): H2OGBMParams.this.type
  182. def setCustomMetricFunc(value: String): H2OGBMParams.this.type
  183. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  184. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  185. def setDistribution(value: String): H2OGBMParams.this.type
  186. def setExportCheckpointsDir(value: String): H2OGBMParams.this.type
  187. def setFoldAssignment(value: String): H2OGBMParams.this.type
  188. def setFoldCol(value: String): H2OGBMParams.this.type
  189. def setGainsliftBins(value: Int): H2OGBMParams.this.type
  190. def setHistogramType(value: String): H2OGBMParams.this.type
  191. def setHuberAlpha(value: Double): H2OGBMParams.this.type
  192. def setIgnoreConstCols(value: Boolean): H2OGBMParams.this.type
  193. def setIgnoredCols(value: Array[String]): H2OGBMParams.this.type
    Definition Classes
    HasIgnoredCols
  194. def setInTrainingCheckpointsDir(value: String): H2OGBMParams.this.type
  195. def setInTrainingCheckpointsTreeInterval(value: Int): H2OGBMParams.this.type
  196. def setInteractionConstraints(value: Array[Array[String]]): H2OGBMParams.this.type
  197. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type
  198. def setKeepCrossValidationModels(value: Boolean): H2OGBMParams.this.type
  199. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type
  200. def setLabelCol(value: String): H2OGBMParams.this.type
  201. def setLearnRate(value: Double): H2OGBMParams.this.type
  202. def setLearnRateAnnealing(value: Double): H2OGBMParams.this.type
  203. def setMaxAbsLeafnodePred(value: Double): H2OGBMParams.this.type
  204. def setMaxAfterBalanceSize(value: Float): H2OGBMParams.this.type
  205. def setMaxConfusionMatrixSize(value: Int): H2OGBMParams.this.type
  206. def setMaxDepth(value: Int): H2OGBMParams.this.type
  207. def setMaxRuntimeSecs(value: Double): H2OGBMParams.this.type
  208. def setMinRows(value: Double): H2OGBMParams.this.type
  209. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type
  210. def setModelId(value: String): H2OGBMParams.this.type
  211. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMParams.this.type
    Definition Classes
    HasMonotoneConstraints
  212. def setNbins(value: Int): H2OGBMParams.this.type
  213. def setNbinsCats(value: Int): H2OGBMParams.this.type
  214. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type
  215. def setNfolds(value: Int): H2OGBMParams.this.type
  216. def setNtrees(value: Int): H2OGBMParams.this.type
  217. def setOffsetCol(value: String): H2OGBMParams.this.type
  218. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type
  219. def setQuantileAlpha(value: Double): H2OGBMParams.this.type
  220. def setSampleRate(value: Double): H2OGBMParams.this.type
  221. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type
  222. def setScoreEachIteration(value: Boolean): H2OGBMParams.this.type
  223. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type
  224. def setSeed(value: Long): H2OGBMParams.this.type
  225. def setStoppingMetric(value: String): H2OGBMParams.this.type
  226. def setStoppingRounds(value: Int): H2OGBMParams.this.type
  227. def setStoppingTolerance(value: Double): H2OGBMParams.this.type
  228. def setTweediePower(value: Double): H2OGBMParams.this.type
  229. def setWeightCol(value: String): H2OGBMParams.this.type
  230. val stoppingMetric: Param[String]
    Attributes
    protected
  231. val stoppingRounds: IntParam
    Attributes
    protected
  232. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  233. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  234. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  235. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  236. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  237. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  238. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  239. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  240. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  241. val weightCol: NullableStringParam
    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

Inherited from HasDataFrameSerializer

Inherited from HasMonotoneConstraints

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped