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