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