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com.microsoft.azure.synapse.ml.vw

VowpalWabbitBaseProgressive

trait VowpalWabbitBaseProgressive extends Transformer with VowpalWabbitBase

VowpalWabbit is focused on online learning. In these settings it is common to operate in progressive validation using a 1-step ahead approach. By default when VW learns from data, it first computes the prediction without learning and then updates the model from the new data. This is especially useful in bandit scenarios as one wants to avoid cheating - as in "knowing the future".

Linear Supertypes
VowpalWabbitBase, ComplexParamsWritable, MLWritable, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
VowpalWabbitGenericProgressive
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. VowpalWabbitBaseProgressive
  2. VowpalWabbitBase
  3. ComplexParamsWritable
  4. MLWritable
  5. Wrappable
  6. DotnetWrappable
  7. RWrappable
  8. PythonWrappable
  9. BaseWrappable
  10. Transformer
  11. PipelineStage
  12. Logging
  13. Params
  14. Serializable
  15. Serializable
  16. Identifiable
  17. AnyRef
  18. Any
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Visibility
  1. Public
  2. All

Type Members

  1. implicit class SpecificParamAppender extends AnyRef
    Definition Classes
    VowpalWabbitBase
  2. class TrainingPartitionIterator extends Iterator[Row]

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Transformer
    Definition Classes
    Transformer → PipelineStage → Params
  2. abstract def getAdditionalOutputSchema: StructType
  3. abstract def getInputColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  4. abstract def trainFromRow(vw: VowpalWabbitNative, row: Row): Seq[Any]
  5. 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. def appendExtraParams(sb: ParamsStringBuilder): ParamsStringBuilder

    Override to add parameters specific to subclass.

    Override to add parameters specific to subclass.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  6. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  7. def buildCommandLineArguments(vwArgs: String, contextArgs: ⇒ String = ""): String
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  8. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  9. final def clear(param: Param[_]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  12. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  13. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  14. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  15. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  16. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  17. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  33. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  34. 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
  35. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  36. def explainParams(): String
    Definition Classes
    Params
  37. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  38. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  39. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  40. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  41. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  42. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  43. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  45. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  46. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  47. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  48. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  49. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  50. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  51. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  52. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  53. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  54. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  55. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  56. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  57. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  58. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  59. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  60. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  61. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  62. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  63. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  64. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  65. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  66. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  67. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. 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

  69. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  70. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  71. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  72. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  73. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  74. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  75. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  76. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  77. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  78. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  85. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  86. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  87. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  88. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  89. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  90. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  91. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  92. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  93. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  94. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  95. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  96. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  97. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  98. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  99. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  100. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  101. def prepareDataSet(dataset: Dataset[_]): DataFrame
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  102. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  103. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  109. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase → PythonWrappable
  110. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  118. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  119. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  120. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  121. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  122. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  123. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  127. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  128. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  129. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  130. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  131. final def set(paramPair: ParamPair[_]): VowpalWabbitBaseProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  132. final def set(param: String, value: Any): VowpalWabbitBaseProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  133. final def set[T](param: Param[T], value: T): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    Params
  134. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitBaseProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  135. final def setDefault[T](param: Param[T], value: T): VowpalWabbitBaseProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  136. def setHashSeed(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  137. def setIgnoreNamespaces(value: String): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  138. def setInitialModel(value: Array[Byte]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  139. def setInteractions(value: Array[String]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  140. def setL1(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  141. def setL2(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  142. def setLearningRate(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  143. def setNumBits(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  144. def setNumPasses(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  145. def setNumSyncsPerPass(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  146. def setPassThroughArgs(value: String): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  147. def setPowerT(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  148. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  149. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  150. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  151. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  152. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    VowpalWabbitBaseProgressive → Transformer
  153. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  154. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  155. def transformSchema(schema: StructType): StructType
    Definition Classes
    VowpalWabbitBaseProgressive → PipelineStage
  156. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  157. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  158. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  159. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  160. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  161. 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): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.

Inherited from VowpalWabbitBase

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

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

Ungrouped