class VowpalWabbitGenericProgressive extends Transformer with VowpalWabbitBaseProgressive with HasInputCol with SynapseMLLogging

VW-style string based input implementation of online learning with progressive (1-step ahead) output.

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

Instance Constructors

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

Type Members

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

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. lazy val additionalOutputSchema: StructType
  6. def appendExtraParams(sb: ParamsStringBuilder): ParamsStringBuilder

    Override to add parameters specific to subclass.

    Override to add parameters specific to subclass.

    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  7. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  8. def buildCommandLineArguments(vwArgs: String, contextArgs: ⇒ String = ""): String
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  9. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  10. final def clear(param: Param[_]): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    Params
  11. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  12. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  13. def copy(extra: ParamMap): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitGenericProgressive → Transformer → PipelineStage → Params
  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. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  17. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  18. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  34. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  35. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  36. 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
  37. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  38. def explainParams(): String
    Definition Classes
    Params
  39. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  40. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  41. var featureIdx: Int
  42. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  43. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. def getAdditionalOutputSchema: StructType
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBaseProgressive
  45. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  46. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  47. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  48. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  49. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  50. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  51. def getInputCol: String

    Definition Classes
    HasInputCol
  52. def getInputColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBase
  53. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  54. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  55. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  56. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  57. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  58. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  59. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  60. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  61. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  62. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  63. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  64. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  65. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  66. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  67. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  68. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  69. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  70. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  71. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  72. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  73. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. val inputCol: Param[String]

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol
  75. 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

  76. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  77. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  78. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  79. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  80. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  81. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  82. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  83. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  84. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  85. def logBase(info: SynapseMLLogInfo): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  86. def logBase(methodName: String, columns: Option[Int]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  87. def logClass(): Unit
    Definition Classes
    SynapseMLLogging
  88. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  89. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  90. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  91. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  92. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  93. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  94. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  95. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  96. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  97. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  98. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  99. def logTrain[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  100. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  101. def logVerb[T](verb: String, f: ⇒ T, columns: Int = -1): T
    Definition Classes
    SynapseMLLogging
  102. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  103. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  104. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  105. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  106. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  107. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  108. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  109. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  110. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  111. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  112. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  113. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  114. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  115. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  116. lazy val predictionFunc: VowpalWabbitPredictionToSeqFunc
  117. def prepareDataSet(dataset: Dataset[_]): DataFrame
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  118. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  119. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  120. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  121. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  122. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  123. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  124. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  125. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase → PythonWrappable
  126. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  127. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  128. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  129. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  130. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  131. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  132. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  133. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  134. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  135. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  136. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  137. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  138. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  139. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  140. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  141. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  142. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  143. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  144. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  145. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  146. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  147. final def set(paramPair: ParamPair[_]): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  148. final def set(param: String, value: Any): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  149. final def set[T](param: Param[T], value: T): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    Params
  150. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  151. final def setDefault[T](param: Param[T], value: T): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  152. def setHashSeed(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  153. def setIgnoreNamespaces(value: String): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  154. def setInitialModel(value: Array[Byte]): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  155. def setInputCol(value: String): VowpalWabbitGenericProgressive.this.type

    Definition Classes
    HasInputCol
  156. def setInteractions(value: Array[String]): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  157. def setL1(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  158. def setL2(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  159. def setLearningRate(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  160. def setNumBits(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  161. def setNumPasses(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  162. def setNumSyncsPerPass(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  163. def setPassThroughArgs(value: String): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  164. def setPowerT(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  165. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  166. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  167. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  168. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  169. def trainFromRow(vw: VowpalWabbitNative, row: Row): Seq[Any]
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBaseProgressive
  170. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBaseProgressive → Transformer
  171. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  172. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  173. def transformSchema(schema: StructType): StructType
    Definition Classes
    VowpalWabbitBaseProgressive → PipelineStage
  174. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  175. val uid: String
    Definition Classes
    VowpalWabbitGenericProgressive → SynapseMLLogging → Identifiable
  176. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  177. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  178. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  179. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  180. 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): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
    Annotations
    @deprecated
    Deprecated

    (Since version 0.9.6) Please use 'setPassThroughArgs'.

Inherited from SynapseMLLogging

Inherited from HasInputCol

Inherited from VowpalWabbitBaseProgressive

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

getParam

param

setParam

Ungrouped