class VowpalWabbitFeaturizer extends Transformer with HasInputCols with HasOutputCol with HasNumBits with HasSumCollisions with Wrappable with ComplexParamsWritable with SynapseMLLogging

Exposes VW-style featurizer using hashing to SparkML eco system.

Linear Supertypes
SynapseMLLogging, ComplexParamsWritable, MLWritable, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, HasSumCollisions, HasNumBits, HasOutputCol, HasInputCols, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. VowpalWabbitFeaturizer
  2. SynapseMLLogging
  3. ComplexParamsWritable
  4. MLWritable
  5. Wrappable
  6. DotnetWrappable
  7. RWrappable
  8. PythonWrappable
  9. BaseWrappable
  10. HasSumCollisions
  11. HasNumBits
  12. HasOutputCol
  13. HasInputCols
  14. Transformer
  15. PipelineStage
  16. Logging
  17. Params
  18. Serializable
  19. Serializable
  20. Identifiable
  21. AnyRef
  22. Any
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Visibility
  1. Public
  2. All

Instance Constructors

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

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. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  7. final def clear(param: Param[_]): VowpalWabbitFeaturizer.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  10. def copy(extra: ParamMap): VowpalWabbitFeaturizer
    Definition Classes
    VowpalWabbitFeaturizer → Transformer → PipelineStage → Params
  11. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  12. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  13. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  15. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  16. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  17. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  32. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  33. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  34. def explainParams(): String
    Definition Classes
    Params
  35. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  37. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  39. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  40. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  41. def getInputCols: Array[String]

    Definition Classes
    HasInputCols
  42. def getMask: Int

    returns

    the bitmask used to constrain the hash feature indices.

    Attributes
    protected
    Definition Classes
    HasNumBits
  43. def getNumBits: Int
    Definition Classes
    HasNumBits
  44. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  45. def getOutputCol: String

    Definition Classes
    HasOutputCol
  46. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  47. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  48. def getPrefixStringsWithColumnName: Boolean
  49. def getPreserveOrderNumBits: Int
  50. def getSeed: Int
  51. def getStringSplitInputCols: Array[String]
  52. def getSumCollisions: Boolean
    Definition Classes
    HasSumCollisions
  53. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  54. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  55. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  56. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  57. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  58. val inputCols: StringArrayParam

    The names of the inputColumns

    The names of the inputColumns

    Definition Classes
    HasInputCols
  59. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  60. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  61. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  62. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  63. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  64. def logBase(info: SynapseMLLogInfo): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  65. def logBase(methodName: String, columns: Option[Int]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  66. def logClass(): Unit
    Definition Classes
    SynapseMLLogging
  67. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  69. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  70. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  72. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  73. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  76. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  77. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logTrain[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  79. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  80. def logVerb[T](verb: String, f: ⇒ T, columns: Int = -1): T
    Definition Classes
    SynapseMLLogging
  81. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  84. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  85. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  86. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  87. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  88. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  89. val numBits: IntParam
    Definition Classes
    HasNumBits
  90. val outputCol: Param[String]

    The name of the output column

    The name of the output column

    Definition Classes
    HasOutputCol
  91. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  92. val prefixStringsWithColumnName: BooleanParam
  93. val preserveOrderNumBits: IntParam
  94. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  95. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  96. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  101. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  114. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  115. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  116. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  117. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  118. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  119. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  120. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  121. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  122. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  123. val seed: IntParam
  124. final def set(paramPair: ParamPair[_]): VowpalWabbitFeaturizer.this.type
    Attributes
    protected
    Definition Classes
    Params
  125. final def set(param: String, value: Any): VowpalWabbitFeaturizer.this.type
    Attributes
    protected
    Definition Classes
    Params
  126. final def set[T](param: Param[T], value: T): VowpalWabbitFeaturizer.this.type
    Definition Classes
    Params
  127. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitFeaturizer.this.type
    Attributes
    protected
    Definition Classes
    Params
  128. final def setDefault[T](param: Param[T], value: T): VowpalWabbitFeaturizer.this.type
    Attributes
    protected
    Definition Classes
    Params
  129. def setInputCols(value: Array[String]): VowpalWabbitFeaturizer.this.type

    Definition Classes
    HasInputCols
  130. def setNumBits(value: Int): VowpalWabbitFeaturizer.this.type
    Definition Classes
    HasNumBits
  131. def setOutputCol(value: String): VowpalWabbitFeaturizer.this.type

    Definition Classes
    HasOutputCol
  132. def setPrefixStringsWithColumnName(value: Boolean): VowpalWabbitFeaturizer.this.type
  133. def setPreserveOrderNumBits(value: Int): VowpalWabbitFeaturizer.this.type
  134. def setSeed(value: Int): VowpalWabbitFeaturizer.this.type
  135. def setStringSplitInputCols(value: Array[String]): VowpalWabbitFeaturizer.this.type
  136. def setSumCollisions(value: Boolean): VowpalWabbitFeaturizer.this.type
    Definition Classes
    HasSumCollisions
  137. val stringSplitInputCols: StringArrayParam
  138. val sumCollisions: BooleanParam
    Definition Classes
    HasSumCollisions
  139. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  140. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  141. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  142. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    VowpalWabbitFeaturizer → Transformer
  143. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  144. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  145. def transformSchema(schema: StructType): StructType
    Definition Classes
    VowpalWabbitFeaturizer → PipelineStage
  146. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  147. val uid: String
    Definition Classes
    VowpalWabbitFeaturizer → SynapseMLLogging → Identifiable
  148. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  149. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  150. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  151. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from SynapseMLLogging

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from HasSumCollisions

Inherited from HasNumBits

Inherited from HasOutputCol

Inherited from HasInputCols

Inherited from Transformer

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