class VowpalWabbitClassifier extends ProbabilisticClassifier[Row, VowpalWabbitClassifier, VowpalWabbitClassificationModel] with VowpalWabbitBaseSpark with ComplexParamsWritable with SynapseMLLogging

VowpalWabbit exposed as SparkML classifier.

Linear Supertypes
SynapseMLLogging, VowpalWabbitBaseSpark, HasAdditionalFeatures, HasWeightCol, VowpalWabbitBaseLearner, VowpalWabbitBase, ComplexParamsWritable, MLWritable, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, ProbabilisticClassifier[Row, VowpalWabbitClassifier, VowpalWabbitClassificationModel], ProbabilisticClassifierParams, HasThresholds, HasProbabilityCol, Classifier[Row, VowpalWabbitClassifier, VowpalWabbitClassificationModel], ClassifierParams, HasRawPredictionCol, Predictor[Row, VowpalWabbitClassifier, VowpalWabbitClassificationModel], PredictorParams, HasPredictionCol, HasFeaturesCol, HasLabelCol, Estimator[VowpalWabbitClassificationModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. VowpalWabbitClassifier
  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. ProbabilisticClassifier
  16. ProbabilisticClassifierParams
  17. HasThresholds
  18. HasProbabilityCol
  19. Classifier
  20. ClassifierParams
  21. HasRawPredictionCol
  22. Predictor
  23. PredictorParams
  24. HasPredictionCol
  25. HasFeaturesCol
  26. HasLabelCol
  27. Estimator
  28. PipelineStage
  29. Logging
  30. Params
  31. Serializable
  32. Serializable
  33. Identifiable
  34. AnyRef
  35. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new VowpalWabbitClassifier()
  2. new VowpalWabbitClassifier(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[_]): VowpalWabbitClassifier.this.type
    Definition Classes
    Params
  3. def copy(extra: ParamMap): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitClassifier → 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[_]): VowpalWabbitClassificationModel
    Definition Classes
    Predictor → Estimator
  11. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[VowpalWabbitClassificationModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  12. def fit(dataset: Dataset[_], paramMap: ParamMap): VowpalWabbitClassificationModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  13. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): VowpalWabbitClassificationModel
    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 getLabelConversion: Boolean
  26. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  27. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  28. def getNumClasses: Int
  29. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  30. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  31. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  32. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  33. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  34. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  35. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  36. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  37. def getPredictionIdCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  38. final def getProbabilityCol: String
    Definition Classes
    HasProbabilityCol
  39. final def getRawPredictionCol: String
    Definition Classes
    HasRawPredictionCol
  40. def getSplitCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  41. def getSplitColValues: Array[String]
    Definition Classes
    VowpalWabbitBaseLearner
  42. def getThresholds: Array[Double]
    Definition Classes
    HasThresholds
  43. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  44. def getWeightCol: String

    Definition Classes
    HasWeightCol
  45. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  46. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  47. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  48. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  49. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  50. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  51. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  52. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  53. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  54. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  55. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  56. val labelConversion: BooleanParam
  57. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  58. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  59. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  60. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  61. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  62. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  63. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  64. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  65. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  66. val numClasses: IntParam
  67. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  68. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  69. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  70. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  71. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  72. final val predictionCol: Param[String]
    Definition Classes
    HasPredictionCol
  73. val predictionIdCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  74. final val probabilityCol: Param[String]
    Definition Classes
    HasProbabilityCol
  75. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  76. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  77. final val rawPredictionCol: Param[String]
    Definition Classes
    HasRawPredictionCol
  78. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  79. final def set[T](param: Param[T], value: T): VowpalWabbitClassifier.this.type
    Definition Classes
    Params
  80. def setAdditionalFeatures(value: Array[String]): VowpalWabbitClassifier.this.type
    Definition Classes
    HasAdditionalFeatures
  81. def setFeaturesCol(value: String): VowpalWabbitClassifier
    Definition Classes
    Predictor
  82. def setHashSeed(value: Int): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  83. def setIgnoreNamespaces(value: String): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  84. def setInitialModel(value: Array[Byte]): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  85. def setInteractions(value: Array[String]): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  86. def setL1(value: Double): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  87. def setL2(value: Double): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  88. def setLabelCol(value: String): VowpalWabbitClassifier
    Definition Classes
    Predictor
  89. def setLabelConversion(value: Boolean): VowpalWabbitClassifier.this.type
  90. def setLearningRate(value: Double): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  91. def setNumBits(value: Int): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  92. def setNumClasses(value: Int): VowpalWabbitClassifier.this.type
  93. def setNumPasses(value: Int): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  94. def setNumSyncsPerPass(value: Int): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  95. def setPassThroughArgs(value: String): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  96. def setPowerT(value: Double): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  97. def setPredictionCol(value: String): VowpalWabbitClassifier
    Definition Classes
    Predictor
  98. def setPredictionIdCol(value: String): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  99. def setProbabilityCol(value: String): VowpalWabbitClassifier
    Definition Classes
    ProbabilisticClassifier
  100. def setRawPredictionCol(value: String): VowpalWabbitClassifier
    Definition Classes
    Classifier
  101. def setSplitCol(value: String): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  102. def setSplitColValues(value: Array[String]): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  103. def setThresholds(value: Array[Double]): VowpalWabbitClassifier
    Definition Classes
    ProbabilisticClassifier
  104. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
  105. def setWeightCol(value: String): VowpalWabbitClassifier.this.type

    Definition Classes
    HasWeightCol
  106. val splitCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  107. val splitColValues: StringArrayParam
    Definition Classes
    VowpalWabbitBaseLearner
  108. val thresholds: DoubleArrayParam
    Definition Classes
    HasThresholds
  109. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  110. def transformSchema(schema: StructType): StructType
    Definition Classes
    Predictor → PipelineStage
  111. val uid: String
    Definition Classes
    VowpalWabbitClassifier → SynapseMLLogging → Identifiable
  112. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  113. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  114. 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): VowpalWabbitClassifier.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.