t

ai.h2o.sparkling.ml.params

H2OXGBoostParams

trait H2OXGBoostParams extends H2OAlgoParamsBase with HasMonotoneConstraints with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasCalibrationDataFrame, 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. HasMonotoneConstraints
  5. H2OAlgoParamsBase
  6. H2OFrameLifecycle
  7. ParameterConstructorMethods
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
  1. Hide All
  2. Show All
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 def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  26. val distribution: Param[String]
    Attributes
    protected
  27. val dmatrixType: 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. val eta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  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. val gamma: FloatParam
    Attributes
    protected
  44. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  45. def getAucType(): String
  46. def getBackend(): String
  47. def getBooster(): String
  48. def getBuildTreeOneNode(): Boolean
  49. def getCalibrateModel(): Boolean
  50. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  51. def getCategoricalEncoding(): String
  52. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  53. def getColSampleByLevel(): Double
  54. def getColSampleByNode(): Double
  55. def getColSampleByTree(): Double
  56. def getColSampleRate(): Double
  57. def getColSampleRatePerTree(): Double
  58. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  59. def getDistribution(): String
  60. def getDmatrixType(): String
  61. def getEta(): Double
  62. def getExportCheckpointsDir(): String
  63. def getFoldAssignment(): String
  64. def getFoldCol(): String
  65. def getGainsliftBins(): Int
  66. def getGamma(): Float
  67. def getGpuId(): Array[Int]
  68. def getGrowPolicy(): String
  69. def getIgnoreConstCols(): Boolean
  70. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  71. def getInteractionConstraints(): Array[Array[String]]
  72. def getKeepCrossValidationFoldAssignment(): Boolean
  73. def getKeepCrossValidationModels(): Boolean
  74. def getKeepCrossValidationPredictions(): Boolean
  75. def getLabelCol(): String
  76. def getLearnRate(): Double
  77. def getMaxAbsLeafnodePred(): Float
  78. def getMaxBins(): Int
  79. def getMaxDeltaStep(): Float
  80. def getMaxDepth(): Int
  81. def getMaxLeaves(): Int
  82. def getMaxRuntimeSecs(): Double
  83. def getMinChildWeight(): Double
  84. def getMinRows(): Double
  85. def getMinSplitImprovement(): Float
  86. def getModelId(): String
  87. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  88. def getNfolds(): Int
  89. def getNormalizeType(): String
  90. def getNthread(): Int
  91. def getNtrees(): Int
  92. def getOffsetCol(): String
  93. def getOneDrop(): Boolean
  94. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  95. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  96. def getQuietMode(): Boolean
  97. def getRateDrop(): Float
  98. def getRegAlpha(): Float
  99. def getRegLambda(): Float
  100. def getSampleRate(): Double
  101. def getSampleType(): String
  102. def getSaveMatrixDirectory(): String
  103. def getScalePosWeight(): Float
  104. def getScoreEachIteration(): Boolean
  105. def getScoreTreeInterval(): Int
  106. def getSeed(): Long
  107. def getSkipDrop(): Float
  108. def getStoppingMetric(): String
  109. def getStoppingRounds(): Int
  110. def getStoppingTolerance(): Double
  111. def getSubsample(): Double
  112. def getTreeMethod(): String
  113. def getTweediePower(): Double
  114. def getWeightCol(): String
  115. val gpuId: NullableIntArrayParam
    Attributes
    protected
  116. val growPolicy: Param[String]
    Attributes
    protected
  117. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  118. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  119. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  120. val ignoreConstCols: BooleanParam
    Attributes
    protected
  121. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  122. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  123. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  124. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  125. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  126. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  127. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  128. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  129. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  130. val labelCol: Param[String]
    Attributes
    protected
  131. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  132. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  133. val maxAbsLeafnodePred: FloatParam
    Attributes
    protected
  134. val maxBins: IntParam
    Attributes
    protected
  135. val maxDeltaStep: FloatParam
    Attributes
    protected
  136. val maxDepth: IntParam
    Attributes
    protected
  137. val maxLeaves: IntParam
    Attributes
    protected
  138. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  139. val minChildWeight: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  140. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  141. val minSplitImprovement: FloatParam
    Attributes
    protected
  142. val modelId: NullableStringParam
    Attributes
    protected
  143. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  144. val nfolds: IntParam
    Attributes
    protected
  145. val normalizeType: Param[String]
    Attributes
    protected
  146. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  147. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  148. val nthread: IntParam
    Attributes
    protected
  149. val ntrees: IntParam
    Attributes
    protected
  150. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  152. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  153. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  154. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  155. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  156. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  157. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  158. val offsetCol: NullableStringParam
    Attributes
    protected
  159. val oneDrop: BooleanParam
    Attributes
    protected
  160. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  161. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
  162. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  163. val quietMode: BooleanParam
    Attributes
    protected
  164. val rateDrop: FloatParam
    Attributes
    protected
  165. val regAlpha: FloatParam
    Attributes
    protected
  166. val regLambda: FloatParam
    Attributes
    protected
  167. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  168. val sampleType: Param[String]
    Attributes
    protected
  169. val saveMatrixDirectory: NullableStringParam
    Attributes
    protected
  170. val scalePosWeight: FloatParam
    Attributes
    protected
  171. val scoreEachIteration: BooleanParam
    Attributes
    protected
  172. val scoreTreeInterval: IntParam
    Attributes
    protected
  173. val seed: LongParam
    Attributes
    protected
  174. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  175. final def set(param: String, value: Any): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  176. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Definition Classes
    Params
  177. def setAucType(value: String): H2OXGBoostParams.this.type
  178. def setBackend(value: String): H2OXGBoostParams.this.type
  179. def setBooster(value: String): H2OXGBoostParams.this.type
  180. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type
  181. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type
  182. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  183. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type
  184. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type
  185. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type
  186. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type
  187. def setColSampleRate(value: Double): H2OXGBoostParams.this.type
  188. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type
  189. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  190. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  191. def setDistribution(value: String): H2OXGBoostParams.this.type
  192. def setDmatrixType(value: String): H2OXGBoostParams.this.type
  193. def setEta(value: Double): H2OXGBoostParams.this.type
  194. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type
  195. def setFoldAssignment(value: String): H2OXGBoostParams.this.type
  196. def setFoldCol(value: String): H2OXGBoostParams.this.type
  197. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type
  198. def setGamma(value: Float): H2OXGBoostParams.this.type
  199. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type
  200. def setGrowPolicy(value: String): H2OXGBoostParams.this.type
  201. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type
  202. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type
    Definition Classes
    HasIgnoredCols
  203. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type
  204. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type
  205. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type
  206. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type
  207. def setLabelCol(value: String): H2OXGBoostParams.this.type
  208. def setLearnRate(value: Double): H2OXGBoostParams.this.type
  209. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type
  210. def setMaxBins(value: Int): H2OXGBoostParams.this.type
  211. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type
  212. def setMaxDepth(value: Int): H2OXGBoostParams.this.type
  213. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type
  214. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type
  215. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type
  216. def setMinRows(value: Double): H2OXGBoostParams.this.type
  217. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type
  218. def setModelId(value: String): H2OXGBoostParams.this.type
  219. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type
    Definition Classes
    HasMonotoneConstraints
  220. def setNfolds(value: Int): H2OXGBoostParams.this.type
  221. def setNormalizeType(value: String): H2OXGBoostParams.this.type
  222. def setNthread(value: Int): H2OXGBoostParams.this.type
  223. def setNtrees(value: Int): H2OXGBoostParams.this.type
  224. def setOffsetCol(value: String): H2OXGBoostParams.this.type
  225. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type
  226. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type
  227. def setRateDrop(value: Float): H2OXGBoostParams.this.type
  228. def setRegAlpha(value: Float): H2OXGBoostParams.this.type
  229. def setRegLambda(value: Float): H2OXGBoostParams.this.type
  230. def setSampleRate(value: Double): H2OXGBoostParams.this.type
  231. def setSampleType(value: String): H2OXGBoostParams.this.type
  232. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type
  233. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type
  234. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type
  235. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type
  236. def setSeed(value: Long): H2OXGBoostParams.this.type
  237. def setSkipDrop(value: Float): H2OXGBoostParams.this.type
  238. def setStoppingMetric(value: String): H2OXGBoostParams.this.type
  239. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type
  240. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type
  241. def setSubsample(value: Double): H2OXGBoostParams.this.type
  242. def setTreeMethod(value: String): H2OXGBoostParams.this.type
  243. def setTweediePower(value: Double): H2OXGBoostParams.this.type
  244. def setWeightCol(value: String): H2OXGBoostParams.this.type
  245. val skipDrop: FloatParam
    Attributes
    protected
  246. val stoppingMetric: Param[String]
    Attributes
    protected
  247. val stoppingRounds: IntParam
    Attributes
    protected
  248. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  249. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  250. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  251. val subsample: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  252. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  253. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  254. val treeMethod: Param[String]
    Attributes
    protected
  255. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  256. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  257. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  258. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  259. 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

Ungrouped