t

ai.h2o.sparkling.ml.params

H2OGBMParams

trait H2OGBMParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, 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. HasMonotoneConstraints
  5. H2OAlgoParamsBase
  6. H2OFrameLifecycle
  7. ParameterConstructorMethods
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. 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 def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  27. val distribution: Param[String]
    Attributes
    protected
  28. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  29. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  30. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  31. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  32. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  33. def explainParams(): String
    Definition Classes
    Params
  34. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  35. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  37. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  39. val foldAssignment: Param[String]
    Attributes
    protected
  40. val foldCol: NullableStringParam
    Attributes
    protected
  41. val gainsliftBins: IntParam
    Attributes
    protected
  42. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  43. def getAucType(): String
  44. def getBalanceClasses(): Boolean
  45. def getBuildTreeOneNode(): Boolean
  46. def getCalibrateModel(): Boolean
  47. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  48. def getCategoricalEncoding(): String
  49. def getCheckConstantResponse(): Boolean
  50. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  51. def getClassSamplingFactors(): Array[Float]
  52. def getColSampleRate(): Double
  53. def getColSampleRateChangePerLevel(): Double
  54. def getColSampleRatePerTree(): Double
  55. def getCustomDistributionFunc(): String
  56. def getCustomMetricFunc(): String
  57. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  58. def getDistribution(): String
  59. def getExportCheckpointsDir(): String
  60. def getFoldAssignment(): String
  61. def getFoldCol(): String
  62. def getGainsliftBins(): Int
  63. def getHistogramType(): String
  64. def getHuberAlpha(): Double
  65. def getIgnoreConstCols(): Boolean
  66. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  67. def getKeepCrossValidationFoldAssignment(): Boolean
  68. def getKeepCrossValidationModels(): Boolean
  69. def getKeepCrossValidationPredictions(): Boolean
  70. def getLabelCol(): String
  71. def getLearnRate(): Double
  72. def getLearnRateAnnealing(): Double
  73. def getMaxAbsLeafnodePred(): Double
  74. def getMaxAfterBalanceSize(): Float
  75. def getMaxConfusionMatrixSize(): Int
  76. def getMaxDepth(): Int
  77. def getMaxRuntimeSecs(): Double
  78. def getMinRows(): Double
  79. def getMinSplitImprovement(): Double
  80. def getModelId(): String
  81. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  82. def getNbins(): Int
  83. def getNbinsCats(): Int
  84. def getNbinsTopLevel(): Int
  85. def getNfolds(): Int
  86. def getNtrees(): Int
  87. def getOffsetCol(): String
  88. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  89. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  90. def getPredNoiseBandwidth(): Double
  91. def getQuantileAlpha(): Double
  92. def getSampleRate(): Double
  93. def getSampleRatePerClass(): Array[Double]
  94. def getScoreEachIteration(): Boolean
  95. def getScoreTreeInterval(): Int
  96. def getSeed(): Long
  97. def getStoppingMetric(): String
  98. def getStoppingRounds(): Int
  99. def getStoppingTolerance(): Double
  100. def getTweediePower(): Double
  101. def getWeightCol(): String
  102. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  103. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  104. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  105. val histogramType: Param[String]
    Attributes
    protected
  106. val huberAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  107. val ignoreConstCols: BooleanParam
    Attributes
    protected
  108. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  109. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  110. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  111. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  112. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  113. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  114. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  115. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  116. val labelCol: Param[String]
    Attributes
    protected
  117. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  118. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  119. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  120. val maxAbsLeafnodePred: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  121. val maxAfterBalanceSize: FloatParam
    Attributes
    protected
  122. val maxConfusionMatrixSize: IntParam
    Attributes
    protected
  123. val maxDepth: IntParam
    Attributes
    protected
  124. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  125. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  126. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  127. val modelId: NullableStringParam
    Attributes
    protected
  128. val nbins: IntParam
    Attributes
    protected
  129. val nbinsCats: IntParam
    Attributes
    protected
  130. val nbinsTopLevel: IntParam
    Attributes
    protected
  131. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  132. val nfolds: IntParam
    Attributes
    protected
  133. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  134. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  135. val ntrees: IntParam
    Attributes
    protected
  136. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  137. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  138. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  139. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  140. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  141. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  142. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  143. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  144. val offsetCol: NullableStringParam
    Attributes
    protected
  145. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  146. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
  147. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  148. val predNoiseBandwidth: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  149. val quantileAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  150. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  151. val sampleRatePerClass: NullableDoubleArrayParam
    Attributes
    protected
  152. val scoreEachIteration: BooleanParam
    Attributes
    protected
  153. val scoreTreeInterval: IntParam
    Attributes
    protected
  154. val seed: LongParam
    Attributes
    protected
  155. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  156. final def set(param: String, value: Any): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  157. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type
    Definition Classes
    Params
  158. def setAucType(value: String): H2OGBMParams.this.type
  159. def setBalanceClasses(value: Boolean): H2OGBMParams.this.type
  160. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type
  161. def setCalibrateModel(value: Boolean): H2OGBMParams.this.type
  162. def setCalibrationDataFrame(value: DataFrame): H2OGBMParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  163. def setCategoricalEncoding(value: String): H2OGBMParams.this.type
  164. def setCheckConstantResponse(value: Boolean): H2OGBMParams.this.type
  165. def setClassSamplingFactors(value: Array[Float]): H2OGBMParams.this.type
  166. def setColSampleRate(value: Double): H2OGBMParams.this.type
  167. def setColSampleRateChangePerLevel(value: Double): H2OGBMParams.this.type
  168. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type
  169. def setCustomDistributionFunc(value: String): H2OGBMParams.this.type
  170. def setCustomMetricFunc(value: String): H2OGBMParams.this.type
  171. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  172. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  173. def setDistribution(value: String): H2OGBMParams.this.type
  174. def setExportCheckpointsDir(value: String): H2OGBMParams.this.type
  175. def setFoldAssignment(value: String): H2OGBMParams.this.type
  176. def setFoldCol(value: String): H2OGBMParams.this.type
  177. def setGainsliftBins(value: Int): H2OGBMParams.this.type
  178. def setHistogramType(value: String): H2OGBMParams.this.type
  179. def setHuberAlpha(value: Double): H2OGBMParams.this.type
  180. def setIgnoreConstCols(value: Boolean): H2OGBMParams.this.type
  181. def setIgnoredCols(value: Array[String]): H2OGBMParams.this.type
    Definition Classes
    HasIgnoredCols
  182. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type
  183. def setKeepCrossValidationModels(value: Boolean): H2OGBMParams.this.type
  184. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type
  185. def setLabelCol(value: String): H2OGBMParams.this.type
  186. def setLearnRate(value: Double): H2OGBMParams.this.type
  187. def setLearnRateAnnealing(value: Double): H2OGBMParams.this.type
  188. def setMaxAbsLeafnodePred(value: Double): H2OGBMParams.this.type
  189. def setMaxAfterBalanceSize(value: Float): H2OGBMParams.this.type
  190. def setMaxConfusionMatrixSize(value: Int): H2OGBMParams.this.type
  191. def setMaxDepth(value: Int): H2OGBMParams.this.type
  192. def setMaxRuntimeSecs(value: Double): H2OGBMParams.this.type
  193. def setMinRows(value: Double): H2OGBMParams.this.type
  194. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type
  195. def setModelId(value: String): H2OGBMParams.this.type
  196. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMParams.this.type
    Definition Classes
    HasMonotoneConstraints
  197. def setNbins(value: Int): H2OGBMParams.this.type
  198. def setNbinsCats(value: Int): H2OGBMParams.this.type
  199. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type
  200. def setNfolds(value: Int): H2OGBMParams.this.type
  201. def setNtrees(value: Int): H2OGBMParams.this.type
  202. def setOffsetCol(value: String): H2OGBMParams.this.type
  203. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type
  204. def setQuantileAlpha(value: Double): H2OGBMParams.this.type
  205. def setSampleRate(value: Double): H2OGBMParams.this.type
  206. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type
  207. def setScoreEachIteration(value: Boolean): H2OGBMParams.this.type
  208. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type
  209. def setSeed(value: Long): H2OGBMParams.this.type
  210. def setStoppingMetric(value: String): H2OGBMParams.this.type
  211. def setStoppingRounds(value: Int): H2OGBMParams.this.type
  212. def setStoppingTolerance(value: Double): H2OGBMParams.this.type
  213. def setTweediePower(value: Double): H2OGBMParams.this.type
  214. def setWeightCol(value: String): H2OGBMParams.this.type
  215. val stoppingMetric: Param[String]
    Attributes
    protected
  216. val stoppingRounds: IntParam
    Attributes
    protected
  217. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  218. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  219. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  220. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  221. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  222. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  223. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  224. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  225. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  226. val weightCol: NullableStringParam
    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasCalibrationDataFrame

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

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