t

ai.h2o.sparkling.ml.params

H2OXGBoostParams

trait H2OXGBoostParams 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
H2OXGBoost, H2OXGBoostClassifier, H2OXGBoostRegressor
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OXGBoostParams
  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
  1. Hide All
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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 backend: Param[String]
    Attributes
    protected
  8. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  9. val booster: Param[String]
    Attributes
    protected
  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. final def clear(param: Param[_]): H2OXGBoostParams.this.type
    Definition Classes
    Params
  15. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  16. val colSampleByLevel: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  17. val colSampleByNode: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  18. val colSampleByTree: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  19. val colSampleRate: 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. 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. val dmatrixType: 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. val eta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  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. val gamma: FloatParam
    Attributes
    protected
  46. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  47. def getAucType(): String
  48. def getBackend(): String
  49. def getBooster(): String
  50. def getBuildTreeOneNode(): Boolean
  51. def getCalibrateModel(): Boolean
  52. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  53. def getCalibrationMethod(): String
  54. def getCategoricalEncoding(): String
  55. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  56. def getColSampleByLevel(): Double
  57. def getColSampleByNode(): Double
  58. def getColSampleByTree(): Double
  59. def getColSampleRate(): Double
  60. def getColSampleRatePerTree(): Double
  61. def getDataFrameSerializer(): String
    Definition Classes
    HasDataFrameSerializer
  62. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  63. def getDistribution(): String
  64. def getDmatrixType(): String
  65. def getEta(): Double
  66. def getExportCheckpointsDir(): String
  67. def getFoldAssignment(): String
  68. def getFoldCol(): String
  69. def getGainsliftBins(): Int
  70. def getGamma(): Float
  71. def getGpuId(): Array[Int]
  72. def getGrowPolicy(): String
  73. def getIgnoreConstCols(): Boolean
  74. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  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 getMaxAbsLeafnodePred(): Float
  82. def getMaxBins(): Int
  83. def getMaxDeltaStep(): Float
  84. def getMaxDepth(): Int
  85. def getMaxLeaves(): Int
  86. def getMaxRuntimeSecs(): Double
  87. def getMinChildWeight(): Double
  88. def getMinRows(): Double
  89. def getMinSplitImprovement(): Float
  90. def getModelId(): String
  91. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  92. def getNfolds(): Int
  93. def getNormalizeType(): String
  94. def getNthread(): Int
  95. def getNtrees(): Int
  96. def getOffsetCol(): String
  97. def getOneDrop(): Boolean
  98. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  99. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  100. def getQuietMode(): Boolean
  101. def getRateDrop(): Float
  102. def getRegAlpha(): Float
  103. def getRegLambda(): Float
  104. def getSampleRate(): Double
  105. def getSampleType(): String
  106. def getSaveMatrixDirectory(): String
  107. def getScalePosWeight(): Float
  108. def getScoreEachIteration(): Boolean
  109. def getScoreTreeInterval(): Int
  110. def getSeed(): Long
  111. def getSkipDrop(): Float
  112. def getStoppingMetric(): String
  113. def getStoppingRounds(): Int
  114. def getStoppingTolerance(): Double
  115. def getSubsample(): Double
  116. def getTreeMethod(): String
  117. def getTweediePower(): Double
  118. def getWeightCol(): String
  119. val gpuId: NullableIntArrayParam
    Attributes
    protected
  120. val growPolicy: Param[String]
    Attributes
    protected
  121. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  122. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  123. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  124. val ignoreConstCols: BooleanParam
    Attributes
    protected
  125. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  126. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  127. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  128. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  129. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  130. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  131. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  132. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  133. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  134. val labelCol: Param[String]
    Attributes
    protected
  135. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  136. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  137. val maxAbsLeafnodePred: FloatParam
    Attributes
    protected
  138. val maxBins: IntParam
    Attributes
    protected
  139. val maxDeltaStep: FloatParam
    Attributes
    protected
  140. val maxDepth: IntParam
    Attributes
    protected
  141. val maxLeaves: IntParam
    Attributes
    protected
  142. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  143. val minChildWeight: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  144. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  145. val minSplitImprovement: FloatParam
    Attributes
    protected
  146. val modelId: NullableStringParam
    Attributes
    protected
  147. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  148. val nfolds: IntParam
    Attributes
    protected
  149. val normalizeType: Param[String]
    Attributes
    protected
  150. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  151. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  152. val nthread: IntParam
    Attributes
    protected
  153. val ntrees: IntParam
    Attributes
    protected
  154. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  155. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  156. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  157. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  158. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  159. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  160. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  161. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  162. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  163. val offsetCol: NullableStringParam
    Attributes
    protected
  164. val oneDrop: BooleanParam
    Attributes
    protected
  165. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  166. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
  167. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  168. val quietMode: BooleanParam
    Attributes
    protected
  169. val rateDrop: FloatParam
    Attributes
    protected
  170. val regAlpha: FloatParam
    Attributes
    protected
  171. val regLambda: FloatParam
    Attributes
    protected
  172. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  173. val sampleType: Param[String]
    Attributes
    protected
  174. val saveMatrixDirectory: NullableStringParam
    Attributes
    protected
  175. val scalePosWeight: FloatParam
    Attributes
    protected
  176. val scoreEachIteration: BooleanParam
    Attributes
    protected
  177. val scoreTreeInterval: IntParam
    Attributes
    protected
  178. val seed: LongParam
    Attributes
    protected
  179. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  180. final def set(param: String, value: Any): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  181. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Definition Classes
    Params
  182. def setAucType(value: String): H2OXGBoostParams.this.type
  183. def setBackend(value: String): H2OXGBoostParams.this.type
  184. def setBooster(value: String): H2OXGBoostParams.this.type
  185. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type
  186. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type
  187. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  188. def setCalibrationMethod(value: String): H2OXGBoostParams.this.type
  189. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type
  190. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type
  191. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type
  192. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type
  193. def setColSampleRate(value: Double): H2OXGBoostParams.this.type
  194. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type
  195. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  196. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  197. def setDistribution(value: String): H2OXGBoostParams.this.type
  198. def setDmatrixType(value: String): H2OXGBoostParams.this.type
  199. def setEta(value: Double): H2OXGBoostParams.this.type
  200. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type
  201. def setFoldAssignment(value: String): H2OXGBoostParams.this.type
  202. def setFoldCol(value: String): H2OXGBoostParams.this.type
  203. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type
  204. def setGamma(value: Float): H2OXGBoostParams.this.type
  205. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type
  206. def setGrowPolicy(value: String): H2OXGBoostParams.this.type
  207. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type
  208. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type
    Definition Classes
    HasIgnoredCols
  209. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type
  210. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type
  211. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type
  212. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type
  213. def setLabelCol(value: String): H2OXGBoostParams.this.type
  214. def setLearnRate(value: Double): H2OXGBoostParams.this.type
  215. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type
  216. def setMaxBins(value: Int): H2OXGBoostParams.this.type
  217. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type
  218. def setMaxDepth(value: Int): H2OXGBoostParams.this.type
  219. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type
  220. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type
  221. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type
  222. def setMinRows(value: Double): H2OXGBoostParams.this.type
  223. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type
  224. def setModelId(value: String): H2OXGBoostParams.this.type
  225. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type
    Definition Classes
    HasMonotoneConstraints
  226. def setNfolds(value: Int): H2OXGBoostParams.this.type
  227. def setNormalizeType(value: String): H2OXGBoostParams.this.type
  228. def setNthread(value: Int): H2OXGBoostParams.this.type
  229. def setNtrees(value: Int): H2OXGBoostParams.this.type
  230. def setOffsetCol(value: String): H2OXGBoostParams.this.type
  231. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type
  232. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type
  233. def setRateDrop(value: Float): H2OXGBoostParams.this.type
  234. def setRegAlpha(value: Float): H2OXGBoostParams.this.type
  235. def setRegLambda(value: Float): H2OXGBoostParams.this.type
  236. def setSampleRate(value: Double): H2OXGBoostParams.this.type
  237. def setSampleType(value: String): H2OXGBoostParams.this.type
  238. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type
  239. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type
  240. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type
  241. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type
  242. def setSeed(value: Long): H2OXGBoostParams.this.type
  243. def setSkipDrop(value: Float): H2OXGBoostParams.this.type
  244. def setStoppingMetric(value: String): H2OXGBoostParams.this.type
  245. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type
  246. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type
  247. def setSubsample(value: Double): H2OXGBoostParams.this.type
  248. def setTreeMethod(value: String): H2OXGBoostParams.this.type
  249. def setTweediePower(value: Double): H2OXGBoostParams.this.type
  250. def setWeightCol(value: String): H2OXGBoostParams.this.type
  251. val skipDrop: FloatParam
    Attributes
    protected
  252. val stoppingMetric: Param[String]
    Attributes
    protected
  253. val stoppingRounds: IntParam
    Attributes
    protected
  254. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  255. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  256. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  257. val subsample: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  258. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  259. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  260. val treeMethod: Param[String]
    Attributes
    protected
  261. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  262. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  263. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  264. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  265. 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