class VowpalWabbitRegressor extends BaseRegressor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel] with VowpalWabbitBaseSpark with ComplexParamsWritable with SynapseMLLogging

VowpalWabbit exposed as SparkML regressor.

Linear Supertypes
SynapseMLLogging, VowpalWabbitBaseSpark, HasAdditionalFeatures, HasWeightCol, VowpalWabbitBaseLearner, VowpalWabbitBase, ComplexParamsWritable, MLWritable, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, BaseRegressor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel], Regressor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel], Predictor[Row, VowpalWabbitRegressor, VowpalWabbitRegressionModel], PredictorParams, HasPredictionCol, HasFeaturesCol, HasLabelCol, Estimator[VowpalWabbitRegressionModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. VowpalWabbitRegressor
  2. SynapseMLLogging
  3. VowpalWabbitBaseSpark
  4. HasAdditionalFeatures
  5. HasWeightCol
  6. VowpalWabbitBaseLearner
  7. VowpalWabbitBase
  8. ComplexParamsWritable
  9. MLWritable
  10. Wrappable
  11. DotnetWrappable
  12. RWrappable
  13. PythonWrappable
  14. BaseWrappable
  15. BaseRegressor
  16. Regressor
  17. Predictor
  18. PredictorParams
  19. HasPredictionCol
  20. HasFeaturesCol
  21. HasLabelCol
  22. Estimator
  23. PipelineStage
  24. Logging
  25. Params
  26. Serializable
  27. Serializable
  28. Identifiable
  29. AnyRef
  30. 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. type VowpalWabbitLabelSetFunc = (Row, VowpalWabbitExample) ⇒ Unit
    Definition Classes
    VowpalWabbitBaseSpark

Value Members

  1. val additionalFeatures: StringArrayParam
    Definition Classes
    HasAdditionalFeatures
  2. final def clear(param: Param[_]): VowpalWabbitRegressor.this.type
    Definition Classes
    Params
  3. def copy(extra: ParamMap): VowpalWabbitRegressor
    Definition Classes
    VowpalWabbitRegressor → Predictor → Estimator → PipelineStage → Params
  4. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  5. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  6. def explainParams(): String
    Definition Classes
    Params
  7. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  8. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  9. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  10. def fit(dataset: Dataset[_]): VowpalWabbitRegressionModel
    Definition Classes
    Predictor → Estimator
  11. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[VowpalWabbitRegressionModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  12. def fit(dataset: Dataset[_], paramMap: ParamMap): VowpalWabbitRegressionModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  13. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): VowpalWabbitRegressionModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  14. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  15. def getAdditionalFeatures: Array[String]
    Definition Classes
    HasAdditionalFeatures
  16. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  17. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  18. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  19. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  20. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  21. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  22. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  23. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  24. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  25. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  26. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  27. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  28. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  29. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  30. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  31. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  32. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  33. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  34. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  35. def getPredictionIdCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  36. def getSplitCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  37. def getSplitColValues: Array[String]
    Definition Classes
    VowpalWabbitBaseLearner
  38. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  39. def getWeightCol: String

    Definition Classes
    HasWeightCol
  40. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  41. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  42. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  43. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  44. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  45. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  46. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  47. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  48. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  49. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  50. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  51. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  52. def logClass(): Unit
    Definition Classes
    SynapseMLLogging
  53. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  54. def logTrain[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  55. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  56. def logVerb[T](verb: String, f: ⇒ T, columns: Int = -1): T
    Definition Classes
    SynapseMLLogging
  57. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  58. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  59. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  60. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  61. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  62. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  63. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  64. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  65. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  66. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  67. val predictionIdCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  68. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  69. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  70. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  71. final def set[T](param: Param[T], value: T): VowpalWabbitRegressor.this.type
    Definition Classes
    Params
  72. def setAdditionalFeatures(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    HasAdditionalFeatures
  73. def setFeaturesCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  74. def setHashSeed(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  75. def setIgnoreNamespaces(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  76. def setInitialModel(value: Array[Byte]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  77. def setInteractions(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  78. def setL1(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  79. def setL2(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  80. def setLabelCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  81. def setLearningRate(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  82. def setNumBits(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  83. def setNumPasses(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  84. def setNumSyncsPerPass(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  85. def setPassThroughArgs(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  86. def setPowerT(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  87. def setPredictionCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  88. def setPredictionIdCol(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  89. def setSplitCol(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  90. def setSplitColValues(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  91. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  92. def setWeightCol(value: String): VowpalWabbitRegressor.this.type

    Definition Classes
    HasWeightCol
  93. val splitCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  94. val splitColValues: StringArrayParam
    Definition Classes
    VowpalWabbitBaseLearner
  95. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  96. def train(dataset: Dataset[_]): VowpalWabbitRegressionModel
    Definition Classes
    VowpalWabbitRegressor → Predictor
  97. def transformSchema(schema: StructType): StructType
    Definition Classes
    Predictor → PipelineStage
  98. val uid: String
    Definition Classes
    VowpalWabbitRegressor → SynapseMLLogging → Identifiable
  99. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  100. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  101. 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'.