Class/Object

org.apache.spark.ml.odkl

XGRegressionModelWrapper

Related Docs: object XGRegressionModelWrapper | package odkl

Permalink

class XGRegressionModelWrapper extends Model[XGRegressionModelWrapper] with ModelWithSummary[XGRegressionModelWrapper] with PredictorParams with OkXGBoostRegressorParams

Linear Supertypes
OkXGBoostRegressorParams, OkXGBoostParams, XGBoostRegressorParams, HasContribPredictionCol, HasLeafPredictionCol, ParamMapFuncs, HasGroupCol, HasWeightCol, HasBaseMarginCol, LearningTaskParams, BoosterParams, GeneralParams, PredictorParams, HasPredictionCol, HasFeaturesCol, HasLabelCol, ModelWithSummary[XGRegressionModelWrapper], MLWritable, Model[XGRegressionModelWrapper], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. XGRegressionModelWrapper
  2. OkXGBoostRegressorParams
  3. OkXGBoostParams
  4. XGBoostRegressorParams
  5. HasContribPredictionCol
  6. HasLeafPredictionCol
  7. ParamMapFuncs
  8. HasGroupCol
  9. HasWeightCol
  10. HasBaseMarginCol
  11. LearningTaskParams
  12. BoosterParams
  13. GeneralParams
  14. PredictorParams
  15. HasPredictionCol
  16. HasFeaturesCol
  17. HasLabelCol
  18. ModelWithSummary
  19. MLWritable
  20. Model
  21. Transformer
  22. PipelineStage
  23. Logging
  24. Params
  25. Serializable
  26. Serializable
  27. Identifiable
  28. AnyRef
  29. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new XGRegressionModelWrapper(dlmc: XGBoostRegressionModel)

    Permalink

  2. new XGRegressionModelWrapper(uid: String)

    Permalink

    For serialization only

    For serialization only

    Annotations
    @Deprecated

  3. new XGRegressionModelWrapper(_dlmc: XGBoostRegressionModel, uid: String)

    Permalink

Value Members

  1. final def !=(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  5. def MLlib2XGBoostParams: Map[String, Any]

    Permalink
    Definition Classes
    ParamMapFuncs

  6. def XGBoostToMLlibParams(xgboostParams: Map[String, Any]): Unit

    Permalink
    Definition Classes
    ParamMapFuncs

  7. val addRawTrees: BooleanParam

    Permalink
    Definition Classes
    OkXGBoostParams

  8. val addSignificance: BooleanParam

    Permalink
    Definition Classes
    OkXGBoostParams

  9. final val alpha: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  10. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  11. final val baseMarginCol: Param[String]

    Permalink
    Definition Classes
    HasBaseMarginCol

  12. final val baseScore: DoubleParam

    Permalink
    Definition Classes
    LearningTaskParams

  13. final val checkpointInterval: IntParam

    Permalink
    Definition Classes
    GeneralParams

  14. final val checkpointPath: Param[String]

    Permalink
    Definition Classes
    GeneralParams

  15. final def clear(param: Param[_]): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    Params

  16. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  17. final val colsampleBylevel: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  18. final val colsampleBytree: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  19. final val contribPredictionCol: Param[String]

    Permalink
    Definition Classes
    HasContribPredictionCol

  20. def copy(summary: ModelSummary, params: ParamMap): XGRegressionModelWrapper

    Permalink
    Definition Classes
    ModelWithSummary

  21. def copy(blocks: Map[Block, DataFrame], params: ParamMap = ParamMap()): XGRegressionModelWrapper

    Permalink
    Definition Classes
    ModelWithSummary

  22. def copy(extra: ParamMap): XGRegressionModelWrapper

    Permalink
    Definition Classes
    ModelWithSummary → Model → Transformer → PipelineStage → Params

  23. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  24. def create(): XGRegressionModelWrapper

    Permalink
    Attributes
    protected
    Definition Classes
    XGRegressionModelWrapper → ModelWithSummary

  25. final val customEval: CustomEvalParam

    Permalink
    Definition Classes
    GeneralParams

  26. final val customObj: CustomObjParam

    Permalink
    Definition Classes
    GeneralParams

  27. final def defaultCopy[T <: Params](extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  28. def densifyIfNeeded(dataset: Dataset[_]): Dataset[_]

    Permalink
    Attributes
    protected
    Definition Classes
    OkXGBoostParams

  29. val densifyInput: BooleanParam

    Permalink
    Definition Classes
    OkXGBoostParams

  30. def disableSaveSummary(): ModelWithSummary[XGRegressionModelWrapper]

    Permalink
    Definition Classes
    ModelWithSummary

  31. def dlmc: XGBoostRegressionModel

    Permalink

  32. final def eq(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef

  33. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  34. final val eta: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  35. final val evalMetric: Param[String]

    Permalink
    Definition Classes
    LearningTaskParams

  36. def explainParam(param: Param[_]): String

    Permalink
    Definition Classes
    Params

  37. def explainParams(): String

    Permalink
    Definition Classes
    Params

  38. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

  39. final def extractParamMap(extra: ParamMap): ParamMap

    Permalink
    Definition Classes
    Params

  40. final val featuresCol: Param[String]

    Permalink
    Definition Classes
    HasFeaturesCol

  41. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  42. final val gamma: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  43. final def get[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params

  44. final def getAlpha: Double

    Permalink
    Definition Classes
    BoosterParams

  45. final def getBaseMarginCol: String

    Permalink
    Definition Classes
    HasBaseMarginCol

  46. final def getBaseScore: Double

    Permalink
    Definition Classes
    LearningTaskParams

  47. final def getCheckpointInterval: Int

    Permalink
    Definition Classes
    GeneralParams

  48. final def getCheckpointPath: String

    Permalink
    Definition Classes
    GeneralParams

  49. final def getClass(): Class[_]

    Permalink
    Definition Classes
    AnyRef → Any

  50. final def getColsampleBylevel: Double

    Permalink
    Definition Classes
    BoosterParams

  51. final def getColsampleBytree: Double

    Permalink
    Definition Classes
    BoosterParams

  52. final def getContribPredictionCol: String

    Permalink
    Definition Classes
    HasContribPredictionCol

  53. final def getDefault[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params

  54. final def getEta: Double

    Permalink
    Definition Classes
    BoosterParams

  55. final def getEvalMetric: String

    Permalink
    Definition Classes
    LearningTaskParams

  56. final def getFeaturesCol: String

    Permalink
    Definition Classes
    HasFeaturesCol

  57. final def getGamma: Double

    Permalink
    Definition Classes
    BoosterParams

  58. final def getGroupCol: String

    Permalink
    Definition Classes
    HasGroupCol

  59. final def getGrowPolicy: String

    Permalink
    Definition Classes
    BoosterParams

  60. final def getLabelCol: String

    Permalink
    Definition Classes
    HasLabelCol

  61. final def getLambda: Double

    Permalink
    Definition Classes
    BoosterParams

  62. final def getLambdaBias: Double

    Permalink
    Definition Classes
    BoosterParams

  63. final def getLeafPredictionCol: String

    Permalink
    Definition Classes
    HasLeafPredictionCol

  64. final def getMaxBins: Int

    Permalink
    Definition Classes
    BoosterParams

  65. final def getMaxDeltaStep: Double

    Permalink
    Definition Classes
    BoosterParams

  66. final def getMaxDepth: Int

    Permalink
    Definition Classes
    BoosterParams

  67. final def getMinChildWeight: Double

    Permalink
    Definition Classes
    BoosterParams

  68. final def getMissing: Float

    Permalink
    Definition Classes
    GeneralParams

  69. final def getNormalizeType: String

    Permalink
    Definition Classes
    BoosterParams

  70. final def getNthread: Int

    Permalink
    Definition Classes
    GeneralParams

  71. final def getNumEarlyStoppingRounds: Int

    Permalink
    Definition Classes
    LearningTaskParams

  72. final def getNumRound: Int

    Permalink
    Definition Classes
    GeneralParams

  73. final def getNumWorkers: Int

    Permalink
    Definition Classes
    GeneralParams

  74. final def getObjective: String

    Permalink
    Definition Classes
    LearningTaskParams

  75. final def getOrDefault[T](param: Param[T]): T

    Permalink
    Definition Classes
    Params

  76. def getParam(paramName: String): Param[Any]

    Permalink
    Definition Classes
    Params

  77. final def getPredictionCol: String

    Permalink
    Definition Classes
    HasPredictionCol

  78. final def getRateDrop: Double

    Permalink
    Definition Classes
    BoosterParams

  79. final def getSampleType: String

    Permalink
    Definition Classes
    BoosterParams

  80. final def getScalePosWeight: Double

    Permalink
    Definition Classes
    BoosterParams

  81. final def getSeed: Long

    Permalink
    Definition Classes
    GeneralParams

  82. final def getSilent: Int

    Permalink
    Definition Classes
    GeneralParams

  83. final def getSketchEps: Double

    Permalink
    Definition Classes
    BoosterParams

  84. final def getSkipDrop: Double

    Permalink
    Definition Classes
    BoosterParams

  85. final def getSubsample: Double

    Permalink
    Definition Classes
    BoosterParams

  86. final def getTimeoutRequestWorkers: Long

    Permalink
    Definition Classes
    GeneralParams

  87. final def getTrainTestRatio: Double

    Permalink
    Definition Classes
    LearningTaskParams

  88. final def getTreeLimit: Double

    Permalink
    Definition Classes
    BoosterParams

  89. final def getTreeMethod: String

    Permalink
    Definition Classes
    BoosterParams

  90. final def getUseExternalMemory: Boolean

    Permalink
    Definition Classes
    GeneralParams

  91. final def getWeightCol: String

    Permalink
    Definition Classes
    HasWeightCol

  92. final val groupCol: Param[String]

    Permalink
    Definition Classes
    HasGroupCol

  93. final val growPolicy: Param[String]

    Permalink
    Definition Classes
    BoosterParams

  94. final def hasDefault[T](param: Param[T]): Boolean

    Permalink
    Definition Classes
    Params

  95. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    Params

  96. def hasParent: Boolean

    Permalink
    Definition Classes
    Model

  97. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  98. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  99. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  100. final def isDefined(param: Param[_]): Boolean

    Permalink
    Definition Classes
    Params

  101. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

  102. def isSaveSummaryEnabled: Boolean

    Permalink
    Definition Classes
    ModelWithSummary

  103. final def isSet(param: Param[_]): Boolean

    Permalink
    Definition Classes
    Params

  104. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  105. final val labelCol: Param[String]

    Permalink
    Definition Classes
    HasLabelCol

  106. final val lambda: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  107. final val lambdaBias: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  108. final val leafPredictionCol: Param[String]

    Permalink
    Definition Classes
    HasLeafPredictionCol

  109. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  110. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  111. def logDebug(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  112. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  113. def logError(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  114. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  115. def logInfo(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  116. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  117. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  118. def logTrace(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  119. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  120. def logWarning(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  121. final val maxBins: IntParam

    Permalink
    Definition Classes
    BoosterParams

  122. final val maxDeltaStep: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  123. final val maxDepth: IntParam

    Permalink
    Definition Classes
    BoosterParams

  124. final val minChildWeight: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  125. final val missing: FloatParam

    Permalink
    Definition Classes
    GeneralParams

  126. final def ne(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef

  127. final val normalizeType: Param[String]

    Permalink
    Definition Classes
    BoosterParams

  128. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  129. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  130. final val nthread: IntParam

    Permalink
    Definition Classes
    GeneralParams

  131. final val numEarlyStoppingRounds: IntParam

    Permalink
    Definition Classes
    LearningTaskParams

  132. final val numRound: IntParam

    Permalink
    Definition Classes
    GeneralParams

  133. final val numWorkers: IntParam

    Permalink
    Definition Classes
    GeneralParams

  134. final val objective: Param[String]

    Permalink
    Definition Classes
    LearningTaskParams

  135. lazy val params: Array[Param[_]]

    Permalink
    Definition Classes
    Params

  136. var parent: Estimator[XGRegressionModelWrapper]

    Permalink
    Definition Classes
    Model

  137. val predictAsDouble: BooleanParam

    Permalink
    Definition Classes
    OkXGBoostParams

  138. final val predictionCol: Param[String]

    Permalink
    Definition Classes
    HasPredictionCol

  139. final val rateDrop: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  140. final val sampleType: Param[String]

    Permalink
    Definition Classes
    BoosterParams

  141. def save(path: String): Unit

    Permalink
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  142. final val scalePosWeight: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  143. final val seed: LongParam

    Permalink
    Definition Classes
    GeneralParams

  144. final def set(paramPair: ParamPair[_]): XGRegressionModelWrapper.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  145. final def set(param: String, value: Any): XGRegressionModelWrapper.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  146. final def set[T](param: Param[T], value: T): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    Params

  147. def setAddRawTrees(value: Boolean): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    OkXGBoostParams

  148. def setAddSignificance(value: Boolean): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    OkXGBoostParams

  149. final def setDefault(paramPairs: ParamPair[_]*): XGRegressionModelWrapper.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  150. final def setDefault[T](param: Param[T], value: T): XGRegressionModelWrapper.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  151. def setDensifyInput(value: Boolean): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    OkXGBoostParams

  152. def setParent(parent: Estimator[XGRegressionModelWrapper]): XGRegressionModelWrapper

    Permalink
    Definition Classes
    Model

  153. def setPredictAsDouble(value: Boolean): XGRegressionModelWrapper.this.type

    Permalink
    Definition Classes
    OkXGBoostParams

  154. final val silent: IntParam

    Permalink
    Definition Classes
    GeneralParams

  155. final val sketchEps: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  156. final val skipDrop: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  157. final val subsample: DoubleParam

    Permalink
    Definition Classes
    BoosterParams

  158. def summary: ModelSummary

    Permalink
    Definition Classes
    ModelWithSummary

  159. val summaryParam: Param[ModelSummary]

    Permalink
    Attributes
    protected
    Definition Classes
    ModelWithSummary

  160. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef

  161. final val timeoutRequestWorkers: LongParam

    Permalink
    Definition Classes
    GeneralParams

  162. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  163. final val trackerConf: TrackerConfParam

    Permalink
    Definition Classes
    GeneralParams

  164. final val trainTestRatio: DoubleParam

    Permalink
    Definition Classes
    LearningTaskParams

  165. def transform(dataset: Dataset[_]): DataFrame

    Permalink
    Definition Classes
    XGRegressionModelWrapper → Transformer

  166. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )

  167. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()

  168. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    XGRegressionModelWrapper → PipelineStage

  169. def transformSchema(schema: StructType, logging: Boolean): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  170. final val treeLimit: IntParam

    Permalink
    Definition Classes
    BoosterParams

  171. final val treeMethod: Param[String]

    Permalink
    Definition Classes
    BoosterParams

  172. val uid: String

    Permalink
    Definition Classes
    XGRegressionModelWrapper → Identifiable

  173. final val useExternalMemory: BooleanParam

    Permalink
    Definition Classes
    GeneralParams

  174. def validateAndTransformSchema(schema: StructType, fitting: Boolean, featuresDataType: DataType): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PredictorParams

  175. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  176. final def wait(arg0: Long, arg1: Int): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  177. final def wait(arg0: Long): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  178. final val weightCol: Param[String]

    Permalink
    Definition Classes
    HasWeightCol

  179. def write: WithSummaryWriter[XGRegressionModelWrapper]

    Permalink
    Definition Classes
    XGRegressionModelWrapper → ModelWithSummary → MLWritable

Inherited from OkXGBoostRegressorParams

Inherited from OkXGBoostParams

Inherited from XGBoostRegressorParams

Inherited from HasContribPredictionCol

Inherited from HasLeafPredictionCol

Inherited from ParamMapFuncs

Inherited from HasGroupCol

Inherited from HasWeightCol

Inherited from HasBaseMarginCol

Inherited from LearningTaskParams

Inherited from BoosterParams

Inherited from GeneralParams

Inherited from PredictorParams

Inherited from HasPredictionCol

Inherited from HasFeaturesCol

Inherited from HasLabelCol

Inherited from ModelWithSummary[XGRegressionModelWrapper]

Inherited from MLWritable

Inherited from Model[XGRegressionModelWrapper]

Inherited from Transformer

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped