class VowpalWabbitRegressor extends BaseRegressor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel] with VowpalWabbitBase with ComplexParamsWritable with BasicLogging

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Inherited
  1. VowpalWabbitRegressor
  2. BasicLogging
  3. ComplexParamsWritable
  4. MLWritable
  5. VowpalWabbitBase
  6. HasAdditionalFeatures
  7. HasWeightCol
  8. Wrappable
  9. DotnetWrappable
  10. RWrappable
  11. PythonWrappable
  12. BaseWrappable
  13. BaseRegressor
  14. Regressor
  15. Predictor
  16. PredictorParams
  17. HasPredictionCol
  18. HasFeaturesCol
  19. HasLabelCol
  20. Estimator
  21. PipelineStage
  22. Logging
  23. Params
  24. Serializable
  25. Serializable
  26. Identifiable
  27. AnyRef
  28. Any
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Visibility
  1. Public
  2. All

Instance Constructors

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

Type Members

  1. implicit class SpecificParamAppender extends AnyRef
    Definition Classes
    VowpalWabbitBase
  2. class TrainContext 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. val additionalFeatures: StringArrayParam
    Definition Classes
    HasAdditionalFeatures
  6. def appendExtraParams(sb: ParamsStringBuilder): ParamsStringBuilder

    Override to add parameters specific to subclass.

    Override to add parameters specific to subclass.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  7. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  8. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  9. final def clear(param: Param[_]): VowpalWabbitRegressor.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): VowpalWabbitRegressor
    Definition Classes
    VowpalWabbitRegressor → Predictor → 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. def createLabelSetter(schema: StructType): (Row, VowpalWabbitExample) ⇒ Unit
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  16. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  17. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  18. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  34. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  35. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. def extractInstances(dataset: Dataset[_], validateInstance: (Instance) ⇒ Unit): RDD[Instance]
    Attributes
    protected
    Definition Classes
    PredictorParams
  39. def extractInstances(dataset: Dataset[_]): RDD[Instance]
    Attributes
    protected
    Definition Classes
    PredictorParams
  40. def extractLabeledPoints(dataset: Dataset[_]): RDD[LabeledPoint]
    Attributes
    protected
    Definition Classes
    Predictor
  41. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  42. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  43. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  44. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  45. def fit(dataset: Dataset[_]): VowpalWabbitRegressionModel
    Definition Classes
    Predictor → Estimator
  46. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[VowpalWabbitRegressionModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  47. def fit(dataset: Dataset[_], paramMap: ParamMap): VowpalWabbitRegressionModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  48. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): VowpalWabbitRegressionModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  49. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  50. def getAdditionalColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  51. def getAdditionalFeatures: Array[String]
    Definition Classes
    HasAdditionalFeatures
  52. def getAsFloat(schema: StructType, idx: Int): (Row) ⇒ Float
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  53. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  54. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  55. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  56. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  57. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  58. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  59. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  60. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  61. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  62. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  63. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  64. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  65. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  66. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  67. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  68. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  69. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  70. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  71. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  72. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  73. def getWeightCol: String

    Definition Classes
    HasWeightCol
  74. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  75. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  76. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  77. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  78. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  79. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  80. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  81. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  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. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  90. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  91. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  92. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  93. def logClass(): Unit
    Definition Classes
    BasicLogging
  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
    BasicLogging
  99. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  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 logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  104. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  105. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  106. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  107. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  108. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  109. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  110. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  111. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  112. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  113. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  114. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  115. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  116. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  117. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  118. val numPasses: 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. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  123. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  124. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  125. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  126. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  127. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  128. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  129. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  130. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitRegressorVowpalWabbitBasePythonWrappable
  131. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  132. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  133. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  134. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  135. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  136. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  137. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  138. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  139. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  140. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  141. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  142. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  143. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  144. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  145. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  146. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  147. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  148. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  149. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  150. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  151. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  152. final def set(paramPair: ParamPair[_]): VowpalWabbitRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  153. final def set(param: String, value: Any): VowpalWabbitRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  154. final def set[T](param: Param[T], value: T): VowpalWabbitRegressor.this.type
    Definition Classes
    Params
  155. def setAdditionalFeatures(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    HasAdditionalFeatures
  156. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  157. final def setDefault[T](param: Param[T], value: T): VowpalWabbitRegressor.this.type
    Attributes
    protected
    Definition Classes
    Params
  158. def setFeaturesCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  159. def setHashSeed(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  160. def setIgnoreNamespaces(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  161. def setInitialModel(value: Array[Byte]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  162. def setInteractions(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  163. def setL1(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  164. def setL2(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  165. def setLabelCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  166. def setLearningRate(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  167. def setNumBits(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  168. def setNumPasses(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  169. def setPassThroughArgs(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  170. def setPowerT(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  171. def setPredictionCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  172. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  173. def setWeightCol(value: String): VowpalWabbitRegressor.this.type

    Definition Classes
    HasWeightCol
  174. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  175. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  176. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  177. def train(dataset: Dataset[_]): VowpalWabbitRegressionModel
    Definition Classes
    VowpalWabbitRegressor → Predictor
  178. 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
    VowpalWabbitBase
  179. def trainInternalDistributed(df: DataFrame, vwArgs: ParamsStringBuilder, numTasks: Int): Array[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
    VowpalWabbitBase
  180. def trainRow(schema: StructType, inputRows: Iterator[Row], ctx: TrainContext): Unit
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  181. def transformSchema(schema: StructType): StructType
    Definition Classes
    Predictor → PipelineStage
  182. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  183. val uid: String
    Definition Classes
    VowpalWabbitRegressorBasicLogging → Identifiable
  184. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  185. def validateAndTransformSchema(schema: StructType, fitting: Boolean, featuresDataType: DataType): StructType
    Attributes
    protected
    Definition Classes
    PredictorParams
  186. val ver: String
    Definition Classes
    BasicLogging
  187. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  188. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  189. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  190. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  191. 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): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.

Inherited from BasicLogging

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from VowpalWabbitBase

Inherited from HasAdditionalFeatures

Inherited from HasWeightCol

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from Regressor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel]

Inherited from Predictor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel]

Inherited from PredictorParams

Inherited from HasPredictionCol

Inherited from HasFeaturesCol

Inherited from HasLabelCol

Inherited from Estimator[VowpalWabbitRegressionModel]

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