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com.microsoft.azure.synapse.ml.vw

VowpalWabbitContextualBanditBase

trait VowpalWabbitContextualBanditBase extends VowpalWabbitBaseSpark

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Inherited
  1. VowpalWabbitContextualBanditBase
  2. VowpalWabbitBaseSpark
  3. HasAdditionalFeatures
  4. HasFeaturesCol
  5. HasWeightCol
  6. HasLabelCol
  7. VowpalWabbitBaseLearner
  8. VowpalWabbitBase
  9. Logging
  10. ComplexParamsWritable
  11. MLWritable
  12. Wrappable
  13. RWrappable
  14. PythonWrappable
  15. BaseWrappable
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Visibility
  1. Public
  2. All

Type Members

  1. implicit class SpecificParamAppender extends AnyRef
    Definition Classes
    VowpalWabbitBase
  2. type VowpalWabbitLabelSetFunc = (Row, VowpalWabbitExample) ⇒ Unit
    Definition Classes
    VowpalWabbitBaseSpark

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params
    Definition Classes
    Params
  2. abstract val uid: String
    Definition Classes
    Identifiable

Concrete 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. val additionalFeatures: StringArrayParam
    Definition Classes
    HasAdditionalFeatures
  6. val additionalSharedFeatures: StringArrayParam
  7. def appendExtraParams(sb: ParamsStringBuilder): ParamsStringBuilder

    Override to add parameters specific to subclass.

    Override to add parameters specific to subclass.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  8. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  9. def buildCommandLineArguments(vwArgs: String, contextArgs: ⇒ String = ""): String
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  10. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  11. final def clear(param: Param[_]): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    Params
  12. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  13. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  14. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  15. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  16. def createLabelSetter(schema: StructType): VowpalWabbitLabelSetFunc
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseSpark
  17. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  18. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  19. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  20. def executeWithVowpalWabbit[T](block: (VowpalWabbitNative) ⇒ T): T

    wrap the block w/ a VW instance that will be closed when the block is done.

    wrap the block w/ a VW instance that will be closed when the block is done.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  21. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  22. def explainParams(): String
    Definition Classes
    Params
  23. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  24. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  25. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  26. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  27. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  28. def getAdditionalColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseSpark
  29. def getAdditionalFeatures: Array[String]
    Definition Classes
    HasAdditionalFeatures
  30. def getAdditionalSharedFeatures: Array[String]
  31. def getAsFloat(schema: StructType, idx: Int): (Row) ⇒ Float
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  32. def getAsInt(schema: StructType, idx: Int): (Row) ⇒ Int
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  33. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  34. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  35. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  36. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  37. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  38. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  39. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  40. def getInputColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseSpark → VowpalWabbitBase
  41. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  42. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  43. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  44. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  45. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  46. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  47. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  48. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  49. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  50. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  51. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  52. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  53. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  54. def getPredictionIdCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  55. def getSharedCol: String
  56. def getSplitCol: String
    Definition Classes
    VowpalWabbitBaseLearner
  57. def getSplitColValues: Array[String]
    Definition Classes
    VowpalWabbitBaseLearner
  58. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  59. def getWeightCol: String

    Definition Classes
    HasWeightCol
  60. def getWeightGetter(schema: StructType): (Row) ⇒ Float

    default weight to 1 if not provided

    default weight to 1 if not provided

    schema

    the schema to fetch weight from

    returns

    an accessor method used to fetch the weight

    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseSpark
  61. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  62. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  63. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  64. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  65. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  66. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  67. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  68. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  69. def interPassSyncSchedule(df: DataFrame): VowpalWabbitSyncSchedule

    initialize sync schedule.

    initialize sync schedule. this might trigger computation (e.g. number of rows per partition)

    df

    the input dataframe used to compute the schedules' steps

    returns

    the synchronization schedule

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
    Note

    this is supposed to be executed on the driver

  70. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  71. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  72. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  73. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  74. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  75. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  76. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  77. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  78. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  79. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  80. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  85. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  86. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  87. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  88. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  89. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  90. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  91. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  92. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  93. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  94. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  95. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  96. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  97. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  98. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  99. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  100. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  101. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  102. val predictionIdCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  103. def prepareDataSet(dataset: Dataset[_]): DataFrame
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  104. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  105. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  111. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitContextualBanditBase → VowpalWabbitBase → PythonWrappable
  112. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  118. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  119. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  120. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  121. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  122. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  123. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  127. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  128. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  129. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  130. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  131. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  132. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  133. final def set(paramPair: ParamPair[_]): VowpalWabbitContextualBanditBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  134. final def set(param: String, value: Any): VowpalWabbitContextualBanditBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  135. final def set[T](param: Param[T], value: T): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    Params
  136. def setAdditionalFeatures(value: Array[String]): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    HasAdditionalFeatures
  137. def setAdditionalSharedFeatures(value: Array[String]): VowpalWabbitContextualBanditBase.this.type
  138. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitContextualBanditBase.this.type
    Attributes
    protected
    Definition Classes
    Params
  139. final def setDefault[T](param: Param[T], value: T): VowpalWabbitContextualBanditBase.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  140. def setHashSeed(value: Int): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  141. def setIgnoreNamespaces(value: String): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  142. def setInitialModel(value: Array[Byte]): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  143. def setInteractions(value: Array[String]): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  144. def setL1(value: Double): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  145. def setL2(value: Double): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  146. def setLearningRate(value: Double): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  147. def setNumBits(value: Int): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  148. def setNumPasses(value: Int): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  149. def setNumSyncsPerPass(value: Int): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  150. def setPassThroughArgs(value: String): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  151. def setPowerT(value: Double): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  152. def setPredictionIdCol(value: String): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  153. def setSharedCol(value: String): VowpalWabbitContextualBanditBase.this.type
  154. def setSplitCol(value: String): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  155. def setSplitColValues(value: Array[String]): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBaseLearner
  156. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
  157. def setWeightCol(value: String): VowpalWabbitContextualBanditBase.this.type

    Definition Classes
    HasWeightCol
  158. val sharedCol: Param[String]
  159. val splitCol: Param[String]
    Definition Classes
    VowpalWabbitBaseLearner
  160. val splitColValues: StringArrayParam
    Definition Classes
    VowpalWabbitBaseLearner
  161. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  162. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  163. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  164. def trainDistributedExternal[T <: VowpalWabbitBaseModel](df: DataFrame, model: T): T
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  165. def trainFromRows(schema: StructType, inputRows: Iterator[Row], ctx: TrainContext): Unit
    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseSpark → VowpalWabbitBaseLearner
  166. def trainInternal[T <: VowpalWabbitBaseModel](dataset: Dataset[_], model: T): T

    Main training loop

    Main training loop

    dataset

    input data.

    returns

    binary VW model.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  167. def trainInternalDistributed(df: DataFrame, vwArgs: ParamsStringBuilder, numTasks: Int): Seq[TrainingResult]

    Setup spanning tree and invoke training.

    Setup spanning tree and invoke training.

    df

    input data.

    vwArgs

    VW command line arguments.

    numTasks

    number of target tasks.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBaseLearner
  168. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  169. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  170. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  171. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  172. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  173. 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): VowpalWabbitContextualBanditBase.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.

Inherited from VowpalWabbitBaseSpark

Inherited from HasAdditionalFeatures

Inherited from HasFeaturesCol

Inherited from HasWeightCol

Inherited from HasLabelCol

Inherited from VowpalWabbitBaseLearner

Inherited from VowpalWabbitBase

Inherited from Logging

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

setParam

Ungrouped