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, 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. RWrappable
  10. PythonWrappable
  11. BaseWrappable
  12. Transformer
  13. PipelineStage
  14. Logging
  15. Params
  16. Serializable
  17. Serializable
  18. Identifiable
  19. AnyRef
  20. 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. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  18. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  19. 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
  20. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  21. def explainParams(): String
    Definition Classes
    Params
  22. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  23. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  24. var featureIdx: Int
  25. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  26. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  27. def getAdditionalOutputSchema: StructType
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBaseProgressive
  28. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  29. def getCommandLineArgs: ParamsStringBuilder
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  30. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  31. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  32. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  33. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  34. def getInputCol: String

    Definition Classes
    HasInputCol
  35. def getInputColumns: Seq[String]
    Attributes
    protected
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBase
  36. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  37. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  38. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  39. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  40. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  41. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  42. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  43. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  44. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  45. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  46. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  47. def getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  48. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  49. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  50. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  51. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  52. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  53. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  54. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  55. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  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 inputCol: Param[String]

    The name of the input column

    The name of the input column

    Definition Classes
    HasInputCol
  59. 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

  60. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  61. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  62. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  63. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  64. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  65. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  66. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  67. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  68. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  69. def logBase(info: Map[String, String], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  70. def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  71. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  72. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  73. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  77. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  78. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  81. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  84. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  85. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  86. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  87. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  88. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  89. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  90. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  91. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  92. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  93. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  94. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  95. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  96. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  97. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  98. lazy val predictionFunc: VowpalWabbitPredictionToSeqFunc
  99. def prepareDataSet(dataset: Dataset[_]): DataFrame
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase
  100. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  101. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  107. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    VowpalWabbitBase → PythonWrappable
  108. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  112. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  118. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  119. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  120. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  121. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  122. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  123. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  124. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  125. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  127. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  128. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  129. final def set(paramPair: ParamPair[_]): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  130. final def set(param: String, value: Any): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  131. final def set[T](param: Param[T], value: T): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    Params
  132. final def setDefault(paramPairs: ParamPair[_]*): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected
    Definition Classes
    Params
  133. final def setDefault[T](param: Param[T], value: T): VowpalWabbitGenericProgressive.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  134. def setHashSeed(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  135. def setIgnoreNamespaces(value: String): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  136. def setInitialModel(value: Array[Byte]): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  137. def setInputCol(value: String): VowpalWabbitGenericProgressive.this.type

    Definition Classes
    HasInputCol
  138. def setInteractions(value: Array[String]): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  139. def setL1(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  140. def setL2(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  141. def setLearningRate(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  142. def setNumBits(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  143. def setNumPasses(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  144. def setNumSyncsPerPass(value: Int): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  145. def setPassThroughArgs(value: String): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  146. def setPowerT(value: Double): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  147. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitGenericProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  148. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  149. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  150. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  151. def trainFromRow(vw: VowpalWabbitNative, row: Row): Seq[Any]
    Definition Classes
    VowpalWabbitGenericProgressive → VowpalWabbitBaseProgressive
  152. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    VowpalWabbitGenericProgressive → 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 uid: String
    Definition Classes
    VowpalWabbitGenericProgressive → SynapseMLLogging → Identifiable
  158. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  159. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  160. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  161. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  162. 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 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