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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, 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. RWrappable
  7. PythonWrappable
  8. BaseWrappable
  9. Transformer
  10. PipelineStage
  11. Logging
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. Any
  1. Hide All
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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. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  16. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  17. 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
  18. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  19. def explainParams(): String
    Definition Classes
    Params
  20. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  21. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  22. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  23. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  24. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  25. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  26. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  27. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  28. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  29. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  30. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  31. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  32. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  33. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  34. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  35. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  36. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  37. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  38. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  39. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  40. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  41. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  42. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  43. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  44. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  45. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  46. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  47. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  48. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  49. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  50. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  51. 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

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