class VowpalWabbitGeneric extends Estimator[VowpalWabbitGenericModel] with VowpalWabbitBaseLearner with HasInputCol with SynapseMLLogging

This Estimator supports driving VW using VW-style examples (e.g. 0 |a b c)

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  2. By Inheritance
Inherited
  1. VowpalWabbitGeneric
  2. SynapseMLLogging
  3. HasInputCol
  4. VowpalWabbitBaseLearner
  5. VowpalWabbitBase
  6. ComplexParamsWritable
  7. MLWritable
  8. Wrappable
  9. DotnetWrappable
  10. RWrappable
  11. PythonWrappable
  12. BaseWrappable
  13. Estimator
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new VowpalWabbitGeneric()
  2. new VowpalWabbitGeneric(uid: String)

Type Members

  1. implicit class SpecificParamAppender extends AnyRef
    Definition Classes
    VowpalWabbitBase

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. def appendExtraParams(sb: ParamsStringBuilder): ParamsStringBuilder

    Override to add parameters specific to subclass.

    Override to add parameters specific to subclass.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  6. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  7. def buildCommandLineArguments(vwArgs: String, contextArgs: ⇒ String = ""): String
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  8. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  9. final def clear(param: Param[_]): VowpalWabbitGeneric.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. def copy(extra: ParamMap): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitGeneric → Estimator → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  15. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  17. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  34. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  35. def executeWithVowpalWabbit[T](block: (VowpalWabbitNative) ⇒ T): T

    wrap the block w/ a VW instance that will be closed when the block is done.

    wrap the block w/ a VW instance that will be closed when the block is done.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  39. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  40. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  41. def fit(dataset: Dataset[_]): VowpalWabbitGenericModel
    Definition Classes
    VowpalWabbitGeneric → Estimator
  42. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[VowpalWabbitGenericModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  43. def fit(dataset: Dataset[_], paramMap: ParamMap): VowpalWabbitGenericModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  44. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): VowpalWabbitGenericModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  45. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  46. def getAsFloat(schema: StructType, idx: Int): (Row) ⇒ Float
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  47. def getAsInt(schema: StructType, idx: Int): (Row) ⇒ Int
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  48. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  49. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  50. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  51. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  52. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  53. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  54. def getInputCol: String

    Definition Classes
    HasInputCol
  55. def getInputColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitGenericVowpalWabbitBase
  56. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  57. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  58. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  59. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  60. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  61. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  62. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  63. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  64. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  65. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  66. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  67. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  68. def getPredictionIdCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  69. def getSplitCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  70. def getSplitColValues: Array[String]
    Definition Classes
    VowpalWabbitBaseLearner
  71. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  72. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  73. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  74. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  75. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  76. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  77. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  78. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  79. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. val inputCol: Param[String]

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol
  81. def interPassSyncSchedule(df: DataFrame): VowpalWabbitSyncSchedule

    initialize sync schedule.

    initialize sync schedule. this might trigger computation (e.g. number of rows per partition)

    df

    the input dataframe used to compute the schedules' steps

    returns

    the synchronization schedule

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
    Note

    this is supposed to be executed on the driver

  82. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  83. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  84. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  85. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  86. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  87. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  88. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  89. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  90. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  91. def logBase(info: SynapseMLLogInfo): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  92. def logBase(methodName: String, columns: Option[Int]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  93. def logClass(): Unit
    Definition Classes
    SynapseMLLogging
  94. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  95. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  96. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  97. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  98. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  99. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  100. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  101. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  102. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  103. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  104. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  105. def logTrain[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  106. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  107. def logVerb[T](verb: String, f: ⇒ T, columns: Int = -1): T
    Definition Classes
    SynapseMLLogging
  108. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  109. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  110. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  111. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  112. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  113. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  114. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  115. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  116. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  117. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  118. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  119. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  120. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  121. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  122. val predictionIdCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  123. def prepareDataSet(dataset: Dataset[_]): DataFrame
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  124. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  125. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  126. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  127. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  128. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  129. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  130. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  131. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitGenericVowpalWabbitBasePythonWrappable
  132. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  133. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  134. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  135. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  136. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  137. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  138. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  139. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  140. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  141. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  142. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  143. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  144. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  145. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  146. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  147. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  148. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  149. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  150. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  151. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  152. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  153. final def set(paramPair: ParamPair[_]): VowpalWabbitGeneric.this.type
    Attributes
    protected
    Definition Classes
    Params
  154. final def set(param: String, value: Any): VowpalWabbitGeneric.this.type
    Attributes
    protected
    Definition Classes
    Params
  155. final def set[T](param: Param[T], value: T): VowpalWabbitGeneric.this.type
    Definition Classes
    Params
  156. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitGeneric.this.type
    Attributes
    protected
    Definition Classes
    Params
  157. final def setDefault[T](param: Param[T], value: T): VowpalWabbitGeneric.this.type
    Attributes
    protected
    Definition Classes
    Params
  158. def setHashSeed(value: Int): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  159. def setIgnoreNamespaces(value: String): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  160. def setInitialModel(value: Array[Byte]): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  161. def setInputCol(value: String): VowpalWabbitGeneric.this.type

    Definition Classes
    HasInputCol
  162. def setInteractions(value: Array[String]): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  163. def setL1(value: Double): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  164. def setL2(value: Double): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  165. def setLearningRate(value: Double): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  166. def setNumBits(value: Int): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  167. def setNumPasses(value: Int): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  168. def setNumSyncsPerPass(value: Int): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  169. def setPassThroughArgs(value: String): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  170. def setPowerT(value: Double): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  171. def setPredictionIdCol(value: String): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  172. def setSplitCol(value: String): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  173. def setSplitColValues(value: Array[String]): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  174. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
  175. val splitCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  176. val splitColValues: StringArrayParam
    Definition Classes
    VowpalWabbitBaseLearner
  177. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  178. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  179. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  180. def train(dataset: Dataset[_]): VowpalWabbitGenericModel
    Attributes
    protected
  181. def trainDistributedExternal[T <: VowpalWabbitBaseModel](df: DataFrame, model: T): T
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  182. def trainFromRows(schema: StructType, inputRows: Iterator[Row], ctx: TrainContext): Unit
    Attributes
    protected
    Definition Classes
    VowpalWabbitGenericVowpalWabbitBaseLearner
  183. def trainInternal[T <: VowpalWabbitBaseModel](dataset: Dataset[_], model: T): T

    Main training loop

    Main training loop

    dataset

    input data.

    returns

    binary VW model.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  184. def trainInternalDistributed(df: DataFrame, vwArgs: ParamsStringBuilder, numTasks: Int): Seq[TrainingResult]

    Setup spanning tree and invoke training.

    Setup spanning tree and invoke training.

    df

    input data.

    vwArgs

    VW command line arguments.

    numTasks

    number of target tasks.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  185. def transformSchema(schema: StructType): StructType
    Definition Classes
    VowpalWabbitGeneric → PipelineStage
  186. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  187. val uid: String
    Definition Classes
    VowpalWabbitGenericSynapseMLLogging → Identifiable
  188. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  189. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  190. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  191. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  192. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Deprecated Value Members

  1. def getArgs: String
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'getPassThroughArgs'.

  2. def setArgs(value: String): VowpalWabbitGeneric.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.

Inherited from SynapseMLLogging

Inherited from HasInputCol

Inherited from VowpalWabbitBaseLearner

Inherited from VowpalWabbitBase

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from Estimator[VowpalWabbitGenericModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

setParam

Ungrouped