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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
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  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 trainFromRow(vw: VowpalWabbitNative, row: Row): Seq[Any]
  4. abstract val uid: String
    Definition Classes
    Identifiable

Concrete Value Members

  1. final def clear(param: Param[_]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    Params
  2. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  3. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  4. def explainParams(): String
    Definition Classes
    Params
  5. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  6. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  7. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  8. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  9. def getHashSeed: Int
    Definition Classes
    VowpalWabbitBase
  10. def getIgnoreNamespaces: String
    Definition Classes
    VowpalWabbitBase
  11. def getInitialModel: Array[Byte]
    Definition Classes
    VowpalWabbitBase
  12. def getInteractions: Array[String]
    Definition Classes
    VowpalWabbitBase
  13. def getL1: Double
    Definition Classes
    VowpalWabbitBase
  14. def getL2: Double
    Definition Classes
    VowpalWabbitBase
  15. def getLearningRate: Double
    Definition Classes
    VowpalWabbitBase
  16. def getNumBits: Int
    Definition Classes
    VowpalWabbitBase
  17. def getNumPasses: Int
    Definition Classes
    VowpalWabbitBase
  18. def getNumSyncsPerPass: Int
    Definition Classes
    VowpalWabbitBase
  19. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  20. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  21. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  22. def getPassThroughArgs: String
    Definition Classes
    VowpalWabbitBase
  23. def getPowerT: Double
    Definition Classes
    VowpalWabbitBase
  24. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    VowpalWabbitBase
  25. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  26. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  27. val hashSeed: IntParam
    Definition Classes
    VowpalWabbitBase
  28. val ignoreNamespaces: Param[String]
    Definition Classes
    VowpalWabbitBase
  29. val initialModel: ByteArrayParam
    Definition Classes
    VowpalWabbitBase
  30. val interactions: StringArrayParam
    Definition Classes
    VowpalWabbitBase
  31. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  32. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  33. val l1: DoubleParam
    Definition Classes
    VowpalWabbitBase
  34. val l2: DoubleParam
    Definition Classes
    VowpalWabbitBase
  35. val learningRate: DoubleParam
    Definition Classes
    VowpalWabbitBase
  36. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  37. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  38. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  39. val numBits: IntParam
    Definition Classes
    VowpalWabbitBase
  40. val numPasses: IntParam
    Definition Classes
    VowpalWabbitBase
  41. val numSyncsPerPass: IntParam
    Definition Classes
    VowpalWabbitBase
  42. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  43. val passThroughArgs: Param[String]
    Definition Classes
    VowpalWabbitBase
  44. val powerT: DoubleParam
    Definition Classes
    VowpalWabbitBase
  45. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  46. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  47. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  48. final def set[T](param: Param[T], value: T): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    Params
  49. def setHashSeed(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  50. def setIgnoreNamespaces(value: String): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  51. def setInitialModel(value: Array[Byte]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  52. def setInteractions(value: Array[String]): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  53. def setL1(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  54. def setL2(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  55. def setLearningRate(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  56. def setNumBits(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  57. def setNumPasses(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  58. def setNumSyncsPerPass(value: Int): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  59. def setPassThroughArgs(value: String): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  60. def setPowerT(value: Double): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  61. def setUseBarrierExecutionMode(value: Boolean): VowpalWabbitBaseProgressive.this.type
    Definition Classes
    VowpalWabbitBase
  62. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  63. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    VowpalWabbitBaseProgressive → Transformer
  64. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  65. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  66. def transformSchema(schema: StructType): StructType
    Definition Classes
    VowpalWabbitBaseProgressive → PipelineStage
  67. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    VowpalWabbitBase
  68. 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'.