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