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. val customMetricFunc: NullableStringParam
    Attributes
    protected
  27. final val dataFrameSerializer: Param[String]
    Attributes
    protected
    Definition Classes
    HasDataFrameSerializer
  28. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  29. val distribution: Param[String]
    Attributes
    protected
  30. val dmatrixType: 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. val eta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  36. val evalMetric: NullableStringParam
    Attributes
    protected
  37. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  38. def explainParams(): String
    Definition Classes
    Params
  39. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  40. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  41. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  42. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  43. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  44. val foldAssignment: Param[String]
    Attributes
    protected
  45. val foldCol: NullableStringParam
    Attributes
    protected
  46. val gainsliftBins: IntParam
    Attributes
    protected
  47. val gamma: FloatParam
    Attributes
    protected
  48. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  49. def getAucType(): String
  50. def getBackend(): String
  51. def getBooster(): String
  52. def getBuildTreeOneNode(): Boolean
  53. def getCalibrateModel(): Boolean
  54. def getCalibrationDataFrame(): DataFrame
    Definition Classes
    HasCalibrationDataFrame
  55. def getCalibrationMethod(): String
  56. def getCategoricalEncoding(): String
  57. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  58. def getColSampleByLevel(): Double
  59. def getColSampleByNode(): Double
  60. def getColSampleByTree(): Double
  61. def getColSampleRate(): Double
  62. def getColSampleRatePerTree(): Double
  63. def getCustomMetricFunc(): String
  64. def getDataFrameSerializer(): String
    Definition Classes
    HasDataFrameSerializer
  65. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  66. def getDistribution(): String
  67. def getDmatrixType(): String
  68. def getEta(): Double
  69. def getEvalMetric(): String
  70. def getExportCheckpointsDir(): String
  71. def getFoldAssignment(): String
  72. def getFoldCol(): String
  73. def getGainsliftBins(): Int
  74. def getGamma(): Float
  75. def getGpuId(): Array[Int]
  76. def getGrowPolicy(): String
  77. def getIgnoreConstCols(): Boolean
  78. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  79. def getInteractionConstraints(): Array[Array[String]]
  80. def getKeepCrossValidationFoldAssignment(): Boolean
  81. def getKeepCrossValidationModels(): Boolean
  82. def getKeepCrossValidationPredictions(): Boolean
  83. def getLabelCol(): String
  84. def getLearnRate(): Double
  85. def getMaxAbsLeafnodePred(): Float
  86. def getMaxBins(): Int
  87. def getMaxDeltaStep(): Float
  88. def getMaxDepth(): Int
  89. def getMaxLeaves(): Int
  90. def getMaxRuntimeSecs(): Double
  91. def getMinChildWeight(): Double
  92. def getMinRows(): Double
  93. def getMinSplitImprovement(): Float
  94. def getModelId(): String
  95. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  96. def getNfolds(): Int
  97. def getNormalizeType(): String
  98. def getNthread(): Int
  99. def getNtrees(): Int
  100. def getOffsetCol(): String
  101. def getOneDrop(): Boolean
  102. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  103. def getParallelizeCrossValidation(): Boolean
  104. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  105. def getQuietMode(): Boolean
  106. def getRateDrop(): Float
  107. def getRegAlpha(): Float
  108. def getRegLambda(): Float
  109. def getSampleRate(): Double
  110. def getSampleType(): String
  111. def getSaveMatrixDirectory(): String
  112. def getScalePosWeight(): Float
  113. def getScoreEachIteration(): Boolean
  114. def getScoreEvalMetricOnly(): Boolean
  115. def getScoreTreeInterval(): Int
  116. def getSeed(): Long
  117. def getSkipDrop(): Float
  118. def getStoppingMetric(): String
  119. def getStoppingRounds(): Int
  120. def getStoppingTolerance(): Double
  121. def getSubsample(): Double
  122. def getTreeMethod(): String
  123. def getTweediePower(): Double
  124. def getWeightCol(): String
  125. val gpuId: NullableIntArrayParam
    Attributes
    protected
  126. val growPolicy: Param[String]
    Attributes
    protected
  127. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  128. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  129. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  130. val ignoreConstCols: BooleanParam
    Attributes
    protected
  131. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  132. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  133. val interactionConstraints: NullableStringArrayArrayParam
    Attributes
    protected
  134. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  135. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  136. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  137. val keepCrossValidationFoldAssignment: BooleanParam
    Attributes
    protected
  138. val keepCrossValidationModels: BooleanParam
    Attributes
    protected
  139. val keepCrossValidationPredictions: BooleanParam
    Attributes
    protected
  140. val labelCol: Param[String]
    Attributes
    protected
  141. val learnRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  142. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  143. val maxAbsLeafnodePred: FloatParam
    Attributes
    protected
  144. val maxBins: IntParam
    Attributes
    protected
  145. val maxDeltaStep: FloatParam
    Attributes
    protected
  146. val maxDepth: IntParam
    Attributes
    protected
  147. val maxLeaves: IntParam
    Attributes
    protected
  148. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  149. val minChildWeight: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  150. val minRows: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  151. val minSplitImprovement: FloatParam
    Attributes
    protected
  152. val modelId: NullableStringParam
    Attributes
    protected
  153. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  154. val nfolds: IntParam
    Attributes
    protected
  155. val normalizeType: Param[String]
    Attributes
    protected
  156. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  157. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  158. val nthread: IntParam
    Attributes
    protected
  159. val ntrees: IntParam
    Attributes
    protected
  160. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  161. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  162. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  163. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  164. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  165. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  166. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  167. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  168. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  169. val offsetCol: NullableStringParam
    Attributes
    protected
  170. val oneDrop: BooleanParam
    Attributes
    protected
  171. val parallelizeCrossValidation: BooleanParam
    Attributes
    protected
  172. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  173. def paramTag: ClassTag[XGBoostParameters]
    Attributes
    protected
  174. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  175. val quietMode: BooleanParam
    Attributes
    protected
  176. val rateDrop: FloatParam
    Attributes
    protected
  177. val regAlpha: FloatParam
    Attributes
    protected
  178. val regLambda: FloatParam
    Attributes
    protected
  179. val sampleRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  180. val sampleType: Param[String]
    Attributes
    protected
  181. val saveMatrixDirectory: NullableStringParam
    Attributes
    protected
  182. val scalePosWeight: FloatParam
    Attributes
    protected
  183. val scoreEachIteration: BooleanParam
    Attributes
    protected
  184. val scoreEvalMetricOnly: BooleanParam
    Attributes
    protected
  185. val scoreTreeInterval: IntParam
    Attributes
    protected
  186. val seed: LongParam
    Attributes
    protected
  187. final def set(paramPair: ParamPair[_]): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  188. final def set(param: String, value: Any): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  189. final def set[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Definition Classes
    Params
  190. def setAucType(value: String): H2OXGBoostParams.this.type
  191. def setBackend(value: String): H2OXGBoostParams.this.type
  192. def setBooster(value: String): H2OXGBoostParams.this.type
  193. def setBuildTreeOneNode(value: Boolean): H2OXGBoostParams.this.type
  194. def setCalibrateModel(value: Boolean): H2OXGBoostParams.this.type
  195. def setCalibrationDataFrame(value: DataFrame): H2OXGBoostParams.this.type
    Definition Classes
    HasCalibrationDataFrame
  196. def setCalibrationMethod(value: String): H2OXGBoostParams.this.type
  197. def setCategoricalEncoding(value: String): H2OXGBoostParams.this.type
  198. def setColSampleByLevel(value: Double): H2OXGBoostParams.this.type
  199. def setColSampleByNode(value: Double): H2OXGBoostParams.this.type
  200. def setColSampleByTree(value: Double): H2OXGBoostParams.this.type
  201. def setColSampleRate(value: Double): H2OXGBoostParams.this.type
  202. def setColSampleRatePerTree(value: Double): H2OXGBoostParams.this.type
  203. def setCustomMetricFunc(value: String): H2OXGBoostParams.this.type
  204. final def setDefault(paramPairs: ParamPair[_]*): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  205. final def setDefault[T](param: Param[T], value: T): H2OXGBoostParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  206. def setDistribution(value: String): H2OXGBoostParams.this.type
  207. def setDmatrixType(value: String): H2OXGBoostParams.this.type
  208. def setEta(value: Double): H2OXGBoostParams.this.type
  209. def setEvalMetric(value: String): H2OXGBoostParams.this.type
  210. def setExportCheckpointsDir(value: String): H2OXGBoostParams.this.type
  211. def setFoldAssignment(value: String): H2OXGBoostParams.this.type
  212. def setFoldCol(value: String): H2OXGBoostParams.this.type
  213. def setGainsliftBins(value: Int): H2OXGBoostParams.this.type
  214. def setGamma(value: Float): H2OXGBoostParams.this.type
  215. def setGpuId(value: Array[Int]): H2OXGBoostParams.this.type
  216. def setGrowPolicy(value: String): H2OXGBoostParams.this.type
  217. def setIgnoreConstCols(value: Boolean): H2OXGBoostParams.this.type
  218. def setIgnoredCols(value: Array[String]): H2OXGBoostParams.this.type
    Definition Classes
    HasIgnoredCols
  219. def setInteractionConstraints(value: Array[Array[String]]): H2OXGBoostParams.this.type
  220. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OXGBoostParams.this.type
  221. def setKeepCrossValidationModels(value: Boolean): H2OXGBoostParams.this.type
  222. def setKeepCrossValidationPredictions(value: Boolean): H2OXGBoostParams.this.type
  223. def setLabelCol(value: String): H2OXGBoostParams.this.type
  224. def setLearnRate(value: Double): H2OXGBoostParams.this.type
  225. def setMaxAbsLeafnodePred(value: Float): H2OXGBoostParams.this.type
  226. def setMaxBins(value: Int): H2OXGBoostParams.this.type
  227. def setMaxDeltaStep(value: Float): H2OXGBoostParams.this.type
  228. def setMaxDepth(value: Int): H2OXGBoostParams.this.type
  229. def setMaxLeaves(value: Int): H2OXGBoostParams.this.type
  230. def setMaxRuntimeSecs(value: Double): H2OXGBoostParams.this.type
  231. def setMinChildWeight(value: Double): H2OXGBoostParams.this.type
  232. def setMinRows(value: Double): H2OXGBoostParams.this.type
  233. def setMinSplitImprovement(value: Float): H2OXGBoostParams.this.type
  234. def setModelId(value: String): H2OXGBoostParams.this.type
  235. def setMonotoneConstraints(value: Map[String, Double]): H2OXGBoostParams.this.type
    Definition Classes
    HasMonotoneConstraints
  236. def setNfolds(value: Int): H2OXGBoostParams.this.type
  237. def setNormalizeType(value: String): H2OXGBoostParams.this.type
  238. def setNthread(value: Int): H2OXGBoostParams.this.type
  239. def setNtrees(value: Int): H2OXGBoostParams.this.type
  240. def setOffsetCol(value: String): H2OXGBoostParams.this.type
  241. def setOneDrop(value: Boolean): H2OXGBoostParams.this.type
  242. def setParallelizeCrossValidation(value: Boolean): H2OXGBoostParams.this.type
  243. def setQuietMode(value: Boolean): H2OXGBoostParams.this.type
  244. def setRateDrop(value: Float): H2OXGBoostParams.this.type
  245. def setRegAlpha(value: Float): H2OXGBoostParams.this.type
  246. def setRegLambda(value: Float): H2OXGBoostParams.this.type
  247. def setSampleRate(value: Double): H2OXGBoostParams.this.type
  248. def setSampleType(value: String): H2OXGBoostParams.this.type
  249. def setSaveMatrixDirectory(value: String): H2OXGBoostParams.this.type
  250. def setScalePosWeight(value: Float): H2OXGBoostParams.this.type
  251. def setScoreEachIteration(value: Boolean): H2OXGBoostParams.this.type
  252. def setScoreEvalMetricOnly(value: Boolean): H2OXGBoostParams.this.type
  253. def setScoreTreeInterval(value: Int): H2OXGBoostParams.this.type
  254. def setSeed(value: Long): H2OXGBoostParams.this.type
  255. def setSkipDrop(value: Float): H2OXGBoostParams.this.type
  256. def setStoppingMetric(value: String): H2OXGBoostParams.this.type
  257. def setStoppingRounds(value: Int): H2OXGBoostParams.this.type
  258. def setStoppingTolerance(value: Double): H2OXGBoostParams.this.type
  259. def setSubsample(value: Double): H2OXGBoostParams.this.type
  260. def setTreeMethod(value: String): H2OXGBoostParams.this.type
  261. def setTweediePower(value: Double): H2OXGBoostParams.this.type
  262. def setWeightCol(value: String): H2OXGBoostParams.this.type
  263. val skipDrop: FloatParam
    Attributes
    protected
  264. val stoppingMetric: Param[String]
    Attributes
    protected
  265. val stoppingRounds: IntParam
    Attributes
    protected
  266. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  267. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  268. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  269. val subsample: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  270. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  271. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  272. val treeMethod: Param[String]
    Attributes
    protected
  273. val tweediePower: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  274. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  275. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  276. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  277. 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