Object/Class

com.databricks.labs.automl.executor.config

ConfigurationGenerator

Related Docs: class ConfigurationGenerator | package config

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object ConfigurationGenerator extends ConfigurationDefaults

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  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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  3. final def ==(arg0: Any): Boolean

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  4. final val allowableCardinalilties: List[String]

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    Definition Classes
    ConfigurationDefaults
  5. final val allowableCategoricalFilterModes: List[String]

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    ConfigurationDefaults
  6. final val allowableCharacterFillStats: List[String]

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    Definition Classes
    ConfigurationDefaults
  7. final val allowableClassificationScoringMetrics: List[String]

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    ConfigurationDefaults
  8. final val allowableDateTimeConversionTypes: List[String]

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    Static restrictions

    Static restrictions

    Definition Classes
    ConfigurationDefaults
  9. final val allowableDateTimeConversions: List[String]

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    Definition Classes
    ConfigurationDefaults
  10. final val allowableEvolutionStrategies: List[String]

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    Definition Classes
    ConfigurationDefaults
  11. final val allowableFeatureImportanceCutoffTypes: List[String]

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    Definition Classes
    ConfigurationDefaults
  12. final val allowableFeatureInteractionModes: List[String]

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    ConfigurationDefaults
  13. final val allowableGeneticMBORegressorTypes: List[String]

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    Definition Classes
    ConfigurationDefaults
  14. final val allowableHyperSpaceModelTypes: List[String]

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    ConfigurationDefaults
  15. final val allowableInitialGenerationIndexMixingModes: List[String]

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    ConfigurationDefaults
  16. final val allowableInitialGenerationModes: List[String]

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    ConfigurationDefaults
  17. final val allowableKMeansDistanceMeasurements: List[String]

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    ConfigurationDefaults
  18. final val allowableLabelBalanceModes: List[String]

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    ConfigurationDefaults
  19. final val allowableMlFlowLoggingModes: List[String]

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    ConfigurationDefaults
  20. final val allowableMutationMagnitudeMode: List[String]

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    Definition Classes
    ConfigurationDefaults
  21. final val allowableMutationModes: List[String]

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    ConfigurationDefaults
  22. final val allowableMutationStrategies: List[String]

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    Definition Classes
    ConfigurationDefaults
  23. final val allowableNAFillModes: List[String]

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    Definition Classes
    ConfigurationDefaults
  24. final val allowableNumericFillStats: List[String]

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    Definition Classes
    ConfigurationDefaults
  25. final val allowableOutlierFilterBounds: List[String]

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    Definition Classes
    ConfigurationDefaults
  26. final val allowablePearsonFilterDirections: List[String]

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    ConfigurationDefaults
  27. final val allowablePearsonFilterModes: List[String]

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    ConfigurationDefaults
  28. final val allowablePearsonFilterStats: List[String]

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    ConfigurationDefaults
  29. final val allowableRegressionScoringMetrics: List[String]

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    ConfigurationDefaults
  30. final val allowableScalers: List[String]

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    ConfigurationDefaults
  31. final val allowableScoringOptimizationStrategies: List[String]

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    ConfigurationDefaults
  32. final val allowableTrainSplitMethods: List[String]

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    Definition Classes
    ConfigurationDefaults
  33. final val allowableVectorMutationMethods: List[String]

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    Definition Classes
    ConfigurationDefaults
  34. def apply(modelFamily: String, predictionType: String, genericConfig: GenericConfig): ConfigurationGenerator

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  35. final def asInstanceOf[T0]: T0

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  36. def clone(): AnyRef

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  37. final def eq(arg0: AnyRef): Boolean

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  38. def equals(arg0: Any): Boolean

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  39. def finalize(): Unit

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  40. def generateConfigFromMap(modelFamily: String, predictionType: String, config: Map[String, Any]): InstanceConfig

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  41. def generateDefaultConfig(modelFamily: String, predictionType: String): InstanceConfig

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  42. def generateDefaultMainConfig(modelFamily: String, predictionType: String): MainConfig

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    Method for generating a default configuration if no overrides are specified

    Method for generating a default configuration if no overrides are specified

    modelFamily

    The model family (i.e. RandomForest) to generate a tuned model for

    predictionType

    The type of prediction being made (either classifier or regressor)

    returns

    MainConfig instance

    Since

    0.4.0

  43. def generateFeatureImportanceConfig(config: InstanceConfig): FeatureImportanceConfig

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    Helper method for generating the configuration for executing an exploratory FeatureImportance run

    Helper method for generating the configuration for executing an exploratory FeatureImportance run

    config

    InstanceConfig Object

    returns

    Instance of FeatureImportanceConfig

    Since

    0.5.1

  44. def generateInstanceConfigFromJson(json: String): InstanceConfig

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  45. def generateMainConfig(config: InstanceConfig): MainConfig

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  46. def generateMainConfigFromJson(json: String): MainConfig

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  47. def generatePrettyJsonInstanceConfig(config: InstanceConfig): String

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  48. final def getClass(): Class[_]

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    Definition Classes
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  49. def getConfigMapKeys: Iterable[String]

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  50. def getDefaultConfig(modelFamily: String, predictionType: String): InstanceConfig

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    Definition Classes
    ConfigurationDefaults
  51. def getDefaultConfigMap(modelFamily: String, predictionType: String): Map[String, Any]

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  52. def hashCode(): Int

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  53. final def isInstanceOf[T0]: Boolean

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  54. def jsonStrToMap(jsonStr: String): Map[String, Any]

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  55. final def ne(arg0: AnyRef): Boolean

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  56. final def notify(): Unit

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  57. final def notifyAll(): Unit

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  58. def oneHotEncodeFlag(family: FamilyValidator): Boolean

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    Definition Classes
    ConfigurationDefaults
  59. def printConfigMapKeys(): Unit

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  60. def printFullConfig(config: MainConfig): Unit

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    User quality of life method for showing human readable config in pseudo-Map form

    User quality of life method for showing human readable config in pseudo-Map form

    config

    Instance config object

  61. def printFullConfig(config: InstanceConfig): Unit

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    User quality of life method for showing human readable config in pseudo-Map form

    User quality of life method for showing human readable config in pseudo-Map form

    config

    Instance config object

  62. def scalingFlag(family: FamilyValidator): Boolean

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    Definition Classes
    ConfigurationDefaults
  63. final def synchronized[T0](arg0: ⇒ T0): T0

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  64. def toString(): String

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  65. final def wait(): Unit

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  66. final def wait(arg0: Long, arg1: Int): Unit

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  67. final def wait(arg0: Long): Unit

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Inherited from ConfigurationDefaults

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