package anomaly

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Visibility
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Type Members

  1. case class ADEntireResponse(isAnomaly: Seq[Boolean], isPositiveAnomaly: Seq[Boolean], isNegativeAnomaly: Seq[Boolean], period: Int, expectedValues: Seq[Double], upperMargins: Seq[Double], lowerMargins: Seq[Double], severity: Seq[Double]) extends Product with Serializable
  2. case class ADLastResponse(isAnomaly: Boolean, isPositiveAnomaly: Boolean, isNegativeAnomaly: Boolean, period: Int, expectedValue: Double, upperMargin: Double, lowerMargin: Double, suggestedWindow: Int, severity: Double) extends Product with Serializable
  3. case class ADRequest(series: Seq[TimeSeriesPoint], granularity: String, maxAnomalyRatio: Option[Double], sensitivity: Option[Int], customInterval: Option[Int], period: Option[Int], imputeMode: Option[String], imputeFixedValue: Option[Double]) extends Product with Serializable
  4. case class ADSingleResponse(isAnomaly: Boolean, isPositiveAnomaly: Boolean, isNegativeAnomaly: Boolean, period: Int, expectedValue: Double, upperMargin: Double, lowerMargin: Double, severity: Double) extends Product with Serializable
  5. case class AlignPolicy(alignMode: Option[String], fillNAMethod: Option[String], paddingValue: Option[Int]) extends Product with Serializable
  6. abstract class AnomalyDetectorBase extends CognitiveServicesBase with HasCognitiveServiceInput with HasInternalJsonOutputParser with HasSetLocation with HasSetLinkedService
  7. case class CorrelationChanges(changedVariables: Option[Seq[String]]) extends Product with Serializable
  8. case class DLMARequest(variables: Seq[Variable], topContributorCount: Int) extends Product with Serializable
  9. case class DLMAResponse(variableStates: Option[Seq[DMAVariableState]], results: Option[Seq[DMAResult]]) extends Product with Serializable
  10. case class DMAError(code: String, message: String) extends Product with Serializable
  11. case class DMARequest(dataSource: String, startTime: String, endTime: String, topContributorCount: Option[Int]) extends Product with Serializable
  12. case class DMAResponse(resultId: String, summary: DMASummary, results: Option[Seq[DMAResult]]) extends Product with Serializable
  13. case class DMAResult(timestamp: String, value: Option[DMAValue], errors: Option[Seq[DMAError]]) extends Product with Serializable
  14. case class DMASetupInfo(dataSource: String, topContributorCount: Option[Int], startTime: String, endTime: String) extends Product with Serializable
  15. case class DMASummary(status: String, errors: Option[Seq[DMAError]], variableStates: Option[Seq[DMAVariableState]], setupInfo: DMASetupInfo) extends Product with Serializable
  16. case class DMAValue(interpretation: Option[Seq[Interpretation]], isAnomaly: Option[Boolean], severity: Option[Double], score: Option[Double]) extends Product with Serializable
  17. case class DMAVariableState(variable: Option[String], filledNARatio: Option[Double], effectiveCount: Option[Int], firstTimestamp: Option[String], lastTimestamp: Option[String]) extends Product with Serializable
  18. class DetectAnomalies extends AnomalyDetectorBase with SynapseMLLogging
  19. class DetectLastAnomaly extends AnomalyDetectorBase with SynapseMLLogging
  20. class DetectLastMultivariateAnomaly extends CognitiveServicesBase with HasInternalJsonOutputParser with TimeConverter with HasTimestampCol with HasSetLocation with HasCognitiveServiceInput with HasBatchSize with ComplexParamsWritable with Wrappable with HasErrorCol with SynapseMLLogging with DetectMAParams
  21. trait DetectMAParams extends Params
  22. case class DiagnosticsInfo(modelState: Option[ModelState], variableStates: Option[Seq[DMAVariableState]]) extends Product with Serializable
  23. trait HasTimestampCol extends Params
  24. case class Interpretation(variable: Option[String], contributionScore: Option[Double], correlationChanges: Option[CorrelationChanges]) extends Product with Serializable
  25. trait MADBase extends HasOutputCol with TimeConverter with MADHttpRequest with HasSetLocation with HasInputCols with ComplexParamsWritable with Wrappable with HasTimestampCol with HasErrorCol with SynapseMLLogging
  26. trait MADHttpRequest extends HasURL with HasSubscriptionKey with HasAsyncReply
  27. case class MAEModelInfo(slidingWindow: Option[Int], alignPolicy: Option[AlignPolicy], dataSource: String, dataSchema: String, startTime: String, endTime: String, displayName: Option[String], status: String, errors: Option[Seq[DMAError]], diagnosticsInfo: Option[DiagnosticsInfo]) extends Product with Serializable
  28. case class MAERequest(dataSource: String, dataSchema: String, startTime: String, endTime: String, slidingWindow: Option[Int], alignPolicy: Option[AlignPolicy], displayName: Option[String]) extends Product with Serializable
  29. case class MAEResponse(modelId: String, createdTime: String, lastUpdatedTime: String, modelInfo: MAEModelInfo) extends Product with Serializable
  30. case class ModelState(epochIds: Option[Seq[Int]], trainLosses: Option[Seq[Double]], validationLosses: Option[Seq[Double]], latenciesInSeconds: Option[Seq[Double]]) extends Product with Serializable
  31. class SimpleDetectAnomalies extends AnomalyDetectorBase with HasOutputCol with SynapseMLLogging
  32. class SimpleDetectMultivariateAnomaly extends Model[SimpleDetectMultivariateAnomaly] with MADBase with HasHandler with DetectMAParams
  33. class SimpleFitMultivariateAnomaly extends Estimator[SimpleDetectMultivariateAnomaly] with MADBase
  34. trait TimeConverter extends AnyRef
  35. case class TimeSeriesPoint(timestamp: String, value: Double) extends Product with Serializable
  36. case class Variable(timestamps: Seq[String], values: Seq[Double], variable: String) extends Product with Serializable

Value Members

  1. object ADEntireResponse extends SparkBindings[ADEntireResponse]
  2. object ADLastResponse extends SparkBindings[ADLastResponse]
  3. object ADRequest extends SparkBindings[ADRequest]
  4. object ADSingleResponse extends SparkBindings[ADSingleResponse]
  5. object AnomalyDetectorProtocol
  6. object DLMARequest extends SparkBindings[DLMARequest]
  7. object DLMAResponse extends SparkBindings[DLMAResponse]
  8. object DMAError extends SparkBindings[DMAError]
  9. object DMARequest extends SparkBindings[DMARequest]
  10. object DMAResponse extends SparkBindings[DMAResponse]
  11. object DetectAnomalies extends ComplexParamsReadable[DetectAnomalies] with Serializable
  12. object DetectLastAnomaly extends ComplexParamsReadable[DetectLastAnomaly] with Serializable
  13. object DetectLastMultivariateAnomaly extends ComplexParamsReadable[DetectLastMultivariateAnomaly] with Serializable
  14. object MADJsonProtocol extends DefaultJsonProtocol
  15. object MADUtils extends Logging
  16. object MAERequest extends SparkBindings[MAERequest]
  17. object MAEResponse extends SparkBindings[MAEResponse]
  18. object SimpleDetectAnomalies extends ComplexParamsReadable[SimpleDetectAnomalies] with Serializable
  19. object SimpleDetectMultivariateAnomaly extends ComplexParamsReadable[SimpleDetectMultivariateAnomaly] with Serializable
  20. object SimpleFitMultivariateAnomaly extends ComplexParamsReadable[SimpleFitMultivariateAnomaly] with Serializable
  21. object TimeSeriesPoint extends SparkBindings[TimeSeriesPoint]
  22. object Variable extends SparkBindings[Variable]

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