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 autoRebalance: BooleanParam
    Attributes
    protected
  8. val balanceClasses: BooleanParam
    Attributes
    protected
  9. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  10. val buildTreeOneNode: BooleanParam
    Attributes
    protected
  11. val calibrateModel: BooleanParam
    Attributes
    protected
  12. val calibrationMethod: Param[String]
    Attributes
    protected
  13. val categoricalEncoding: Param[String]
    Attributes
    protected
  14. val checkConstantResponse: BooleanParam
    Attributes
    protected
  15. val classSamplingFactors: NullableFloatArrayParam
    Attributes
    protected
  16. final def clear(param: Param[_]): H2OGBMParams.this.type
    Definition Classes
    Params
  17. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  18. val colSampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  19. val colSampleRateChangePerLevel: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  20. val colSampleRatePerTree: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  21. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  22. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  23. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  24. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  25. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  26. val customDistributionFunc: NullableStringParam
    Attributes
    protected
  27. val customMetricFunc: NullableStringParam
    Attributes
    protected
  28. final val dataFrameSerializer: Param[String]
    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer
  29. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  30. val distribution: Param[String]
    Attributes
    protected
  31. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  32. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  33. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  34. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  35. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  36. def explainParams(): String
    Definition Classes
    Params
  37. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  38. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  39. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  40. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  41. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  42. val foldAssignment: Param[String]
    Attributes
    protected
  43. val foldCol: NullableStringParam
    Attributes
    protected
  44. val gainsliftBins: IntParam
    Attributes
    protected
  45. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  46. def getAucType(): String
  47. def getAutoRebalance(): Boolean
  48. def getBalanceClasses(): Boolean
  49. def getBuildTreeOneNode(): Boolean
  50. def getCalibrateModel(): Boolean
  51. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  52. def getCalibrationMethod(): String
  53. def getCategoricalEncoding(): String
  54. def getCheckConstantResponse(): Boolean
  55. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  56. def getClassSamplingFactors(): Array[Float]
  57. def getColSampleRate(): Double
  58. def getColSampleRateChangePerLevel(): Double
  59. def getColSampleRatePerTree(): Double
  60. def getCustomDistributionFunc(): String
  61. def getCustomMetricFunc(): String
  62. def getDataFrameSerializer(): String
    Definition Classes
    HasDataFrameSerializer
  63. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  64. def getDistribution(): String
  65. def getExportCheckpointsDir(): String
  66. def getFoldAssignment(): String
  67. def getFoldCol(): String
  68. def getGainsliftBins(): Int
  69. def getHistogramType(): String
  70. def getHuberAlpha(): Double
  71. def getIgnoreConstCols(): Boolean
  72. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  73. def getInTrainingCheckpointsDir(): String
  74. def getInTrainingCheckpointsTreeInterval(): Int
  75. def getInteractionConstraints(): Array[Array[String]]
  76. def getKeepCrossValidationFoldAssignment(): Boolean
  77. def getKeepCrossValidationModels(): Boolean
  78. def getKeepCrossValidationPredictions(): Boolean
  79. def getLabelCol(): String
  80. def getLearnRate(): Double
  81. def getLearnRateAnnealing(): Double
  82. def getMaxAbsLeafnodePred(): Double
  83. def getMaxAfterBalanceSize(): Float
  84. def getMaxConfusionMatrixSize(): Int
  85. def getMaxDepth(): Int
  86. def getMaxRuntimeSecs(): Double
  87. def getMinRows(): Double
  88. def getMinSplitImprovement(): Double
  89. def getModelId(): String
  90. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  91. def getNbins(): Int
  92. def getNbinsCats(): Int
  93. def getNbinsTopLevel(): Int
  94. def getNfolds(): Int
  95. def getNtrees(): Int
  96. def getOffsetCol(): String
  97. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  98. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  99. def getPredNoiseBandwidth(): Double
  100. def getQuantileAlpha(): Double
  101. def getSampleRate(): Double
  102. def getSampleRatePerClass(): Array[Double]
  103. def getScoreEachIteration(): Boolean
  104. def getScoreTreeInterval(): Int
  105. def getSeed(): Long
  106. def getStoppingMetric(): String
  107. def getStoppingRounds(): Int
  108. def getStoppingTolerance(): Double
  109. def getTweediePower(): Double
  110. def getWeightCol(): String
  111. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  112. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  113. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  114. val histogramType: Param[String]
    Attributes
    protected
  115. val huberAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  116. val ignoreConstCols: BooleanParam
    Attributes
    protected
  117. val inTrainingCheckpointsDir: NullableStringParam
    Attributes
    protected
  118. val inTrainingCheckpointsTreeInterval: IntParam
    Attributes
    protected
  119. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  120. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  121. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  122. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  123. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  124. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  125. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  126. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  127. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  128. val labelCol: Param[String]
    Attributes
    protected
  129. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  130. val learnRateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  131. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  132. val maxAbsLeafnodePred: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  133. val maxAfterBalanceSize: FloatParam
    Attributes
    protected
  134. val maxConfusionMatrixSize: IntParam
    Attributes
    protected
  135. val maxDepth: IntParam
    Attributes
    protected
  136. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  137. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  138. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  139. val modelId: NullableStringParam
    Attributes
    protected
  140. val nbins: IntParam
    Attributes
    protected
  141. val nbinsCats: IntParam
    Attributes
    protected
  142. val nbinsTopLevel: IntParam
    Attributes
    protected
  143. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  144. val nfolds: IntParam
    Attributes
    protected
  145. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  146. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  147. val ntrees: IntParam
    Attributes
    protected
  148. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  149. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  150. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  152. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  153. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  154. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  155. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  156. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  157. val offsetCol: NullableStringParam
    Attributes
    protected
  158. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  159. def paramTag: ClassTag[GBMParameters]
    Attributes
    protected
  160. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  161. val predNoiseBandwidth: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  162. val quantileAlpha: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  163. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  164. val sampleRatePerClass: NullableDoubleArrayParam
    Attributes
    protected
  165. val scoreEachIteration: BooleanParam
    Attributes
    protected
  166. val scoreTreeInterval: IntParam
    Attributes
    protected
  167. val seed: LongParam
    Attributes
    protected
  168. final def set(paramPair: ParamPair[_]): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  169. final def set(param: String, value: Any): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  170. final def set[T](param: Param[T], value: T): H2OGBMParams.this.type
    Definition Classes
    Params
  171. def setAucType(value: String): H2OGBMParams.this.type
  172. def setAutoRebalance(value: Boolean): H2OGBMParams.this.type
  173. def setBalanceClasses(value: Boolean): H2OGBMParams.this.type
  174. def setBuildTreeOneNode(value: Boolean): H2OGBMParams.this.type
  175. def setCalibrateModel(value: Boolean): H2OGBMParams.this.type
  176. def setCalibrationDataFrame(value: DataFrame): H2OGBMParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  177. def setCalibrationMethod(value: String): H2OGBMParams.this.type
  178. def setCategoricalEncoding(value: String): H2OGBMParams.this.type
  179. def setCheckConstantResponse(value: Boolean): H2OGBMParams.this.type
  180. def setClassSamplingFactors(value: Array[Float]): H2OGBMParams.this.type
  181. def setColSampleRate(value: Double): H2OGBMParams.this.type
  182. def setColSampleRateChangePerLevel(value: Double): H2OGBMParams.this.type
  183. def setColSampleRatePerTree(value: Double): H2OGBMParams.this.type
  184. def setCustomDistributionFunc(value: String): H2OGBMParams.this.type
  185. def setCustomMetricFunc(value: String): H2OGBMParams.this.type
  186. final def setDefault(paramPairs: ParamPair[_]*): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  187. final def setDefault[T](param: Param[T], value: T): H2OGBMParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  188. def setDistribution(value: String): H2OGBMParams.this.type
  189. def setExportCheckpointsDir(value: String): H2OGBMParams.this.type
  190. def setFoldAssignment(value: String): H2OGBMParams.this.type
  191. def setFoldCol(value: String): H2OGBMParams.this.type
  192. def setGainsliftBins(value: Int): H2OGBMParams.this.type
  193. def setHistogramType(value: String): H2OGBMParams.this.type
  194. def setHuberAlpha(value: Double): H2OGBMParams.this.type
  195. def setIgnoreConstCols(value: Boolean): H2OGBMParams.this.type
  196. def setIgnoredCols(value: Array[String]): H2OGBMParams.this.type
    Definition Classes
    HasIgnoredCols
  197. def setInTrainingCheckpointsDir(value: String): H2OGBMParams.this.type
  198. def setInTrainingCheckpointsTreeInterval(value: Int): H2OGBMParams.this.type
  199. def setInteractionConstraints(value: Array[Array[String]]): H2OGBMParams.this.type
  200. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGBMParams.this.type
  201. def setKeepCrossValidationModels(value: Boolean): H2OGBMParams.this.type
  202. def setKeepCrossValidationPredictions(value: Boolean): H2OGBMParams.this.type
  203. def setLabelCol(value: String): H2OGBMParams.this.type
  204. def setLearnRate(value: Double): H2OGBMParams.this.type
  205. def setLearnRateAnnealing(value: Double): H2OGBMParams.this.type
  206. def setMaxAbsLeafnodePred(value: Double): H2OGBMParams.this.type
  207. def setMaxAfterBalanceSize(value: Float): H2OGBMParams.this.type
  208. def setMaxConfusionMatrixSize(value: Int): H2OGBMParams.this.type
  209. def setMaxDepth(value: Int): H2OGBMParams.this.type
  210. def setMaxRuntimeSecs(value: Double): H2OGBMParams.this.type
  211. def setMinRows(value: Double): H2OGBMParams.this.type
  212. def setMinSplitImprovement(value: Double): H2OGBMParams.this.type
  213. def setModelId(value: String): H2OGBMParams.this.type
  214. def setMonotoneConstraints(value: Map[String, Double]): H2OGBMParams.this.type
    Definition Classes
    HasMonotoneConstraints
  215. def setNbins(value: Int): H2OGBMParams.this.type
  216. def setNbinsCats(value: Int): H2OGBMParams.this.type
  217. def setNbinsTopLevel(value: Int): H2OGBMParams.this.type
  218. def setNfolds(value: Int): H2OGBMParams.this.type
  219. def setNtrees(value: Int): H2OGBMParams.this.type
  220. def setOffsetCol(value: String): H2OGBMParams.this.type
  221. def setPredNoiseBandwidth(value: Double): H2OGBMParams.this.type
  222. def setQuantileAlpha(value: Double): H2OGBMParams.this.type
  223. def setSampleRate(value: Double): H2OGBMParams.this.type
  224. def setSampleRatePerClass(value: Array[Double]): H2OGBMParams.this.type
  225. def setScoreEachIteration(value: Boolean): H2OGBMParams.this.type
  226. def setScoreTreeInterval(value: Int): H2OGBMParams.this.type
  227. def setSeed(value: Long): H2OGBMParams.this.type
  228. def setStoppingMetric(value: String): H2OGBMParams.this.type
  229. def setStoppingRounds(value: Int): H2OGBMParams.this.type
  230. def setStoppingTolerance(value: Double): H2OGBMParams.this.type
  231. def setTweediePower(value: Double): H2OGBMParams.this.type
  232. def setWeightCol(value: String): H2OGBMParams.this.type
  233. val stoppingMetric: Param[String]
    Attributes
    protected
  234. val stoppingRounds: IntParam
    Attributes
    protected
  235. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  236. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  237. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  238. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  239. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  240. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  241. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  242. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  243. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  244. 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