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, 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. RWrappable
  12. PythonWrappable
  13. BaseWrappable
  14. ProbabilisticClassifier
  15. ProbabilisticClassifierParams
  16. HasThresholds
  17. HasProbabilityCol
  18. Classifier
  19. ClassifierParams
  20. HasRawPredictionCol
  21. Predictor
  22. PredictorParams
  23. HasPredictionCol
  24. HasFeaturesCol
  25. HasLabelCol
  26. Estimator
  27. PipelineStage
  28. Logging
  29. Params
  30. Serializable
  31. Serializable
  32. Identifiable
  33. AnyRef
  34. 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 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[_]): VowpalWabbitClassificationModel
    Definition Classes
    Predictor → Estimator
  10. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[VowpalWabbitClassificationModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  11. def fit(dataset: Dataset[_], paramMap: ParamMap): VowpalWabbitClassificationModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  12. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): VowpalWabbitClassificationModel
    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 getLabelConversion: Boolean
  25. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  26. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  27. def getNumClasses: Int
  28. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  29. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  30. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  31. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  32. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  33. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  34. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  35. final def getPredictionCol: String
    Definition Classes
    HasPredictionCol
  36. def getPredictionIdCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  37. final def getProbabilityCol: String
    Definition Classes
    HasProbabilityCol
  38. final def getRawPredictionCol: String
    Definition Classes
    HasRawPredictionCol
  39. def getSplitCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  40. def getSplitColValues: Array[String]
    Definition Classes
    VowpalWabbitBaseLearner
  41. def getThresholds: Array[Double]
    Definition Classes
    HasThresholds
  42. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  43. def getWeightCol: String

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

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

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  112. 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'.