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. val evalMetric: NullableStringParam
    Attributes
    protected
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  39. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  40. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  41. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  42. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  43. val foldAssignment: Param[String]
    Attributes
    protected
  44. val foldCol: NullableStringParam
    Attributes
    protected
  45. val gainsliftBins: IntParam
    Attributes
    protected
  46. val gamma: FloatParam
    Attributes
    protected
  47. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  48. def getAucType(): String
  49. def getBackend(): String
  50. def getBooster(): String
  51. def getBuildTreeOneNode(): Boolean
  52. def getCalibrateModel(): Boolean
  53. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  54. def getCalibrationMethod(): String
  55. def getCategoricalEncoding(): String
  56. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  57. def getColSampleByLevel(): Double
  58. def getColSampleByNode(): Double
  59. def getColSampleByTree(): Double
  60. def getColSampleRate(): Double
  61. def getColSampleRatePerTree(): Double
  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 getDmatrixType(): String
  66. def getEta(): Double
  67. def getEvalMetric(): String
  68. def getExportCheckpointsDir(): String
  69. def getFoldAssignment(): String
  70. def getFoldCol(): String
  71. def getGainsliftBins(): Int
  72. def getGamma(): Float
  73. def getGpuId(): Array[Int]
  74. def getGrowPolicy(): String
  75. def getIgnoreConstCols(): Boolean
  76. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  77. def getInteractionConstraints(): Array[Array[String]]
  78. def getKeepCrossValidationFoldAssignment(): Boolean
  79. def getKeepCrossValidationModels(): Boolean
  80. def getKeepCrossValidationPredictions(): Boolean
  81. def getLabelCol(): String
  82. def getLearnRate(): Double
  83. def getMaxAbsLeafnodePred(): Float
  84. def getMaxBins(): Int
  85. def getMaxDeltaStep(): Float
  86. def getMaxDepth(): Int
  87. def getMaxLeaves(): Int
  88. def getMaxRuntimeSecs(): Double
  89. def getMinChildWeight(): Double
  90. def getMinRows(): Double
  91. def getMinSplitImprovement(): Float
  92. def getModelId(): String
  93. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  94. def getNfolds(): Int
  95. def getNormalizeType(): String
  96. def getNthread(): Int
  97. def getNtrees(): Int
  98. def getOffsetCol(): String
  99. def getOneDrop(): Boolean
  100. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  101. def getParallelizeCrossValidation(): Boolean
  102. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  103. def getQuietMode(): Boolean
  104. def getRateDrop(): Float
  105. def getRegAlpha(): Float
  106. def getRegLambda(): Float
  107. def getSampleRate(): Double
  108. def getSampleType(): String
  109. def getSaveMatrixDirectory(): String
  110. def getScalePosWeight(): Float
  111. def getScoreEachIteration(): Boolean
  112. def getScoreEvalMetricOnly(): Boolean
  113. def getScoreTreeInterval(): Int
  114. def getSeed(): Long
  115. def getSkipDrop(): Float
  116. def getStoppingMetric(): String
  117. def getStoppingRounds(): Int
  118. def getStoppingTolerance(): Double
  119. def getSubsample(): Double
  120. def getTreeMethod(): String
  121. def getTweediePower(): Double
  122. def getWeightCol(): String
  123. val gpuId: NullableIntArrayParam
    Attributes
    protected
  124. val growPolicy: Param[String]
    Attributes
    protected
  125. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  126. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  127. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  128. val ignoreConstCols: BooleanParam
    Attributes
    protected
  129. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  130. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  131. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  132. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  133. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  134. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  135. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  136. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  137. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  138. val labelCol: Param[String]
    Attributes
    protected
  139. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  140. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  141. val maxAbsLeafnodePred: FloatParam
    Attributes
    protected
  142. val maxBins: IntParam
    Attributes
    protected
  143. val maxDeltaStep: FloatParam
    Attributes
    protected
  144. val maxDepth: IntParam
    Attributes
    protected
  145. val maxLeaves: IntParam
    Attributes
    protected
  146. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  147. val minChildWeight: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  148. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  149. val minSplitImprovement: FloatParam
    Attributes
    protected
  150. val modelId: NullableStringParam
    Attributes
    protected
  151. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  152. val nfolds: IntParam
    Attributes
    protected
  153. val normalizeType: Param[String]
    Attributes
    protected
  154. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  155. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  156. val nthread: IntParam
    Attributes
    protected
  157. val ntrees: IntParam
    Attributes
    protected
  158. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  159. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  160. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  161. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  162. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  163. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  164. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  165. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  166. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  167. val offsetCol: NullableStringParam
    Attributes
    protected
  168. val oneDrop: BooleanParam
    Attributes
    protected
  169. val parallelizeCrossValidation: BooleanParam
    Attributes
    protected
  170. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  171. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
  172. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  173. val quietMode: BooleanParam
    Attributes
    protected
  174. val rateDrop: FloatParam
    Attributes
    protected
  175. val regAlpha: FloatParam
    Attributes
    protected
  176. val regLambda: FloatParam
    Attributes
    protected
  177. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  178. val sampleType: Param[String]
    Attributes
    protected
  179. val saveMatrixDirectory: NullableStringParam
    Attributes
    protected
  180. val scalePosWeight: FloatParam
    Attributes
    protected
  181. val scoreEachIteration: BooleanParam
    Attributes
    protected
  182. val scoreEvalMetricOnly: BooleanParam
    Attributes
    protected
  183. val scoreTreeInterval: IntParam
    Attributes
    protected
  184. val seed: LongParam
    Attributes
    protected
  185. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  186. final def set(param: String, value: Any): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  187. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Definition Classes
    Params
  188. def setAucType(value: String): H2OXGBoostParams.this.type
  189. def setBackend(value: String): H2OXGBoostParams.this.type
  190. def setBooster(value: String): H2OXGBoostParams.this.type
  191. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type
  192. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type
  193. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  194. def setCalibrationMethod(value: String): H2OXGBoostParams.this.type
  195. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type
  196. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type
  197. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type
  198. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type
  199. def setColSampleRate(value: Double): H2OXGBoostParams.this.type
  200. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type
  201. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  202. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  203. def setDistribution(value: String): H2OXGBoostParams.this.type
  204. def setDmatrixType(value: String): H2OXGBoostParams.this.type
  205. def setEta(value: Double): H2OXGBoostParams.this.type
  206. def setEvalMetric(value: String): H2OXGBoostParams.this.type
  207. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type
  208. def setFoldAssignment(value: String): H2OXGBoostParams.this.type
  209. def setFoldCol(value: String): H2OXGBoostParams.this.type
  210. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type
  211. def setGamma(value: Float): H2OXGBoostParams.this.type
  212. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type
  213. def setGrowPolicy(value: String): H2OXGBoostParams.this.type
  214. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type
  215. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type
    Definition Classes
    HasIgnoredCols
  216. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type
  217. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type
  218. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type
  219. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type
  220. def setLabelCol(value: String): H2OXGBoostParams.this.type
  221. def setLearnRate(value: Double): H2OXGBoostParams.this.type
  222. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type
  223. def setMaxBins(value: Int): H2OXGBoostParams.this.type
  224. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type
  225. def setMaxDepth(value: Int): H2OXGBoostParams.this.type
  226. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type
  227. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type
  228. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type
  229. def setMinRows(value: Double): H2OXGBoostParams.this.type
  230. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type
  231. def setModelId(value: String): H2OXGBoostParams.this.type
  232. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type
    Definition Classes
    HasMonotoneConstraints
  233. def setNfolds(value: Int): H2OXGBoostParams.this.type
  234. def setNormalizeType(value: String): H2OXGBoostParams.this.type
  235. def setNthread(value: Int): H2OXGBoostParams.this.type
  236. def setNtrees(value: Int): H2OXGBoostParams.this.type
  237. def setOffsetCol(value: String): H2OXGBoostParams.this.type
  238. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type
  239. def setParallelizeCrossValidation(value: Boolean): H2OXGBoostParams.this.type
  240. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type
  241. def setRateDrop(value: Float): H2OXGBoostParams.this.type
  242. def setRegAlpha(value: Float): H2OXGBoostParams.this.type
  243. def setRegLambda(value: Float): H2OXGBoostParams.this.type
  244. def setSampleRate(value: Double): H2OXGBoostParams.this.type
  245. def setSampleType(value: String): H2OXGBoostParams.this.type
  246. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type
  247. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type
  248. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type
  249. def setScoreEvalMetricOnly(value: Boolean): H2OXGBoostParams.this.type
  250. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type
  251. def setSeed(value: Long): H2OXGBoostParams.this.type
  252. def setSkipDrop(value: Float): H2OXGBoostParams.this.type
  253. def setStoppingMetric(value: String): H2OXGBoostParams.this.type
  254. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type
  255. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type
  256. def setSubsample(value: Double): H2OXGBoostParams.this.type
  257. def setTreeMethod(value: String): H2OXGBoostParams.this.type
  258. def setTweediePower(value: Double): H2OXGBoostParams.this.type
  259. def setWeightCol(value: String): H2OXGBoostParams.this.type
  260. val skipDrop: FloatParam
    Attributes
    protected
  261. val stoppingMetric: Param[String]
    Attributes
    protected
  262. val stoppingRounds: IntParam
    Attributes
    protected
  263. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  264. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  265. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  266. val subsample: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  267. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  268. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  269. val treeMethod: Param[String]
    Attributes
    protected
  270. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  271. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  272. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  273. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  274. 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