Class

com.databricks.labs.automl.executor.config

TunerConfig

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case class TunerConfig(tunerAutoStoppingScore: Double, tunerParallelism: Int, tunerKFold: Int, tunerTrainPortion: Double, tunerTrainSplitMethod: String, tunerKSampleSyntheticCol: String, tunerKSampleKGroups: Int, tunerKSampleKMeansMaxIter: Int, tunerKSampleKMeansTolerance: Double, tunerKSampleKMeansDistanceMeasurement: String, tunerKSampleKMeansSeed: Long, tunerKSampleKMeansPredictionCol: String, tunerKSampleLSHHashTables: Int, tunerKSampleLSHSeed: Long, tunerKSampleLSHOutputCol: String, tunerKSampleQuorumCount: Int, tunerKSampleMinimumVectorCountToMutate: Int, tunerKSampleVectorMutationMethod: String, tunerKSampleMutationMode: String, tunerKSampleMutationValue: Double, tunerKSampleLabelBalanceMode: String, tunerKSampleCardinalityThreshold: Int, tunerKSampleNumericRatio: Double, tunerKSampleNumericTarget: Int, tunerTrainSplitChronologicalColumn: String, tunerTrainSplitChronologicalRandomPercentage: Double, tunerSeed: Long, tunerFirstGenerationGenePool: Int, tunerNumberOfGenerations: Int, tunerNumberOfParentsToRetain: Int, tunerNumberOfMutationsPerGeneration: Int, tunerGeneticMixing: Double, tunerGenerationalMutationStrategy: String, tunerFixedMutationValue: Int, tunerMutationMagnitudeMode: String, tunerEvolutionStrategy: String, tunerGeneticMBORegressorType: String, tunerGeneticMBOCandidateFactor: Int, tunerContinuousEvolutionImprovementThreshold: Int, tunerContinuousEvolutionMaxIterations: Int, tunerContinuousEvolutionStoppingScore: Double, tunerContinuousEvolutionParallelism: Int, tunerContinuousEvolutionMutationAggressiveness: Int, tunerContinuousEvolutionGeneticMixing: Double, tunerContinuousEvolutionRollingImprovingCount: Int, tunerModelSeed: Map[String, Any], tunerHyperSpaceInference: Boolean, tunerHyperSpaceInferenceCount: Int, tunerHyperSpaceModelCount: Int, tunerHyperSpaceModelType: String, tunerInitialGenerationMode: String, tunerInitialGenerationPermutationCount: Int, tunerInitialGenerationIndexMixingMode: String, tunerInitialGenerationArraySeed: Long, tunerOutputDfRepartitionScaleFactor: Int, tunerDeltaCacheBackingDirectory: String, tunerDeltaCacheBackingDirectoryRemovalFlag: Boolean, splitCachingStrategy: String) extends Product with Serializable

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Instance Constructors

  1. new TunerConfig(tunerAutoStoppingScore: Double, tunerParallelism: Int, tunerKFold: Int, tunerTrainPortion: Double, tunerTrainSplitMethod: String, tunerKSampleSyntheticCol: String, tunerKSampleKGroups: Int, tunerKSampleKMeansMaxIter: Int, tunerKSampleKMeansTolerance: Double, tunerKSampleKMeansDistanceMeasurement: String, tunerKSampleKMeansSeed: Long, tunerKSampleKMeansPredictionCol: String, tunerKSampleLSHHashTables: Int, tunerKSampleLSHSeed: Long, tunerKSampleLSHOutputCol: String, tunerKSampleQuorumCount: Int, tunerKSampleMinimumVectorCountToMutate: Int, tunerKSampleVectorMutationMethod: String, tunerKSampleMutationMode: String, tunerKSampleMutationValue: Double, tunerKSampleLabelBalanceMode: String, tunerKSampleCardinalityThreshold: Int, tunerKSampleNumericRatio: Double, tunerKSampleNumericTarget: Int, tunerTrainSplitChronologicalColumn: String, tunerTrainSplitChronologicalRandomPercentage: Double, tunerSeed: Long, tunerFirstGenerationGenePool: Int, tunerNumberOfGenerations: Int, tunerNumberOfParentsToRetain: Int, tunerNumberOfMutationsPerGeneration: Int, tunerGeneticMixing: Double, tunerGenerationalMutationStrategy: String, tunerFixedMutationValue: Int, tunerMutationMagnitudeMode: String, tunerEvolutionStrategy: String, tunerGeneticMBORegressorType: String, tunerGeneticMBOCandidateFactor: Int, tunerContinuousEvolutionImprovementThreshold: Int, tunerContinuousEvolutionMaxIterations: Int, tunerContinuousEvolutionStoppingScore: Double, tunerContinuousEvolutionParallelism: Int, tunerContinuousEvolutionMutationAggressiveness: Int, tunerContinuousEvolutionGeneticMixing: Double, tunerContinuousEvolutionRollingImprovingCount: Int, tunerModelSeed: Map[String, Any], tunerHyperSpaceInference: Boolean, tunerHyperSpaceInferenceCount: Int, tunerHyperSpaceModelCount: Int, tunerHyperSpaceModelType: String, tunerInitialGenerationMode: String, tunerInitialGenerationPermutationCount: Int, tunerInitialGenerationIndexMixingMode: String, tunerInitialGenerationArraySeed: Long, tunerOutputDfRepartitionScaleFactor: Int, tunerDeltaCacheBackingDirectory: String, tunerDeltaCacheBackingDirectoryRemovalFlag: Boolean, splitCachingStrategy: String)

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Value Members

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  7. def finalize(): Unit

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  11. final def notify(): Unit

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  12. final def notifyAll(): Unit

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  13. var splitCachingStrategy: String

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  14. final def synchronized[T0](arg0: ⇒ T0): T0

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  15. var tunerAutoStoppingScore: Double

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  16. var tunerContinuousEvolutionGeneticMixing: Double

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  17. var tunerContinuousEvolutionImprovementThreshold: Int

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  18. var tunerContinuousEvolutionMaxIterations: Int

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  19. var tunerContinuousEvolutionMutationAggressiveness: Int

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  20. var tunerContinuousEvolutionParallelism: Int

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  21. var tunerContinuousEvolutionRollingImprovingCount: Int

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  22. var tunerContinuousEvolutionStoppingScore: Double

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  23. var tunerDeltaCacheBackingDirectory: String

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  24. var tunerDeltaCacheBackingDirectoryRemovalFlag: Boolean

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  25. var tunerEvolutionStrategy: String

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  26. var tunerFirstGenerationGenePool: Int

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  27. var tunerFixedMutationValue: Int

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  28. var tunerGenerationalMutationStrategy: String

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  29. var tunerGeneticMBOCandidateFactor: Int

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  30. var tunerGeneticMBORegressorType: String

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  31. var tunerGeneticMixing: Double

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  32. var tunerHyperSpaceInference: Boolean

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  33. var tunerHyperSpaceInferenceCount: Int

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  34. var tunerHyperSpaceModelCount: Int

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  35. var tunerHyperSpaceModelType: String

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  36. var tunerInitialGenerationArraySeed: Long

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  37. var tunerInitialGenerationIndexMixingMode: String

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  38. var tunerInitialGenerationMode: String

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  39. var tunerInitialGenerationPermutationCount: Int

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  40. var tunerKFold: Int

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  41. var tunerKSampleCardinalityThreshold: Int

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  42. var tunerKSampleKGroups: Int

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  43. var tunerKSampleKMeansDistanceMeasurement: String

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  44. var tunerKSampleKMeansMaxIter: Int

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  45. var tunerKSampleKMeansPredictionCol: String

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  46. var tunerKSampleKMeansSeed: Long

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  47. var tunerKSampleKMeansTolerance: Double

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  48. var tunerKSampleLSHHashTables: Int

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  49. var tunerKSampleLSHOutputCol: String

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  50. var tunerKSampleLSHSeed: Long

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  51. var tunerKSampleLabelBalanceMode: String

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  52. var tunerKSampleMinimumVectorCountToMutate: Int

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  53. var tunerKSampleMutationMode: String

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  54. var tunerKSampleMutationValue: Double

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  55. var tunerKSampleNumericRatio: Double

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  56. var tunerKSampleNumericTarget: Int

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  57. var tunerKSampleQuorumCount: Int

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  58. var tunerKSampleSyntheticCol: String

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  59. var tunerKSampleVectorMutationMethod: String

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  60. var tunerModelSeed: Map[String, Any]

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  61. var tunerMutationMagnitudeMode: String

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  62. var tunerNumberOfGenerations: Int

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  63. var tunerNumberOfMutationsPerGeneration: Int

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  64. var tunerNumberOfParentsToRetain: Int

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  65. var tunerOutputDfRepartitionScaleFactor: Int

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  66. var tunerParallelism: Int

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  67. var tunerSeed: Long

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  68. var tunerTrainPortion: Double

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  69. var tunerTrainSplitChronologicalColumn: String

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  70. var tunerTrainSplitChronologicalRandomPercentage: Double

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  71. var tunerTrainSplitMethod: String

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  72. final def wait(): Unit

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

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

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