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

    Definition Classes
    HasWeightCol
  39. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  40. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  41. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  42. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  43. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  44. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  45. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  46. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  47. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  48. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  49. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  50. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  51. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  52. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  53. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  54. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  55. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  56. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  57. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  58. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  59. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  60. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  61. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  62. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  63. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  64. val predictionIdCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  65. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  66. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  67. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  68. final def set[T](param: Param[T], value: T): VowpalWabbitRegressor.this.type
    Definition Classes
    Params
  69. def setAdditionalFeatures(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    HasAdditionalFeatures
  70. def setFeaturesCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  71. def setHashSeed(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  72. def setIgnoreNamespaces(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  73. def setInitialModel(value: Array[Byte]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  74. def setInteractions(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  75. def setL1(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  76. def setL2(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  77. def setLabelCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  78. def setLearningRate(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  79. def setNumBits(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  80. def setNumPasses(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  81. def setNumSyncsPerPass(value: Int): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  82. def setPassThroughArgs(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  83. def setPowerT(value: Double): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  84. def setPredictionCol(value: String): VowpalWabbitRegressor
    Definition Classes
    Predictor
  85. def setPredictionIdCol(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  86. def setSplitCol(value: String): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  87. def setSplitColValues(value: Array[String]): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  88. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitRegressor.this.type
    Definition Classes
    VowpalWabbitBase
  89. def setWeightCol(value: String): VowpalWabbitRegressor.this.type

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

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  98. 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'.