package anomaly
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Visibility
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Type Members
- 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
- 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
- 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
- case class ADSingleResponse(isAnomaly: Boolean, isPositiveAnomaly: Boolean, isNegativeAnomaly: Boolean, period: Int, expectedValue: Double, upperMargin: Double, lowerMargin: Double, severity: Double) extends Product with Serializable
- case class AlignPolicy(alignMode: Option[String], fillNAMethod: Option[String], paddingValue: Option[Int]) extends Product with Serializable
- abstract class AnomalyDetectorBase extends CognitiveServicesBase with HasCognitiveServiceInput with HasInternalJsonOutputParser with HasSetLocation with HasSetLinkedService
- case class CorrelationChanges(changedVariables: Option[Seq[String]]) extends Product with Serializable
- case class DMAError(code: String, message: String) extends Product with Serializable
- case class DMARequest(dataSource: String, startTime: String, endTime: String, topContributorCount: Option[Int]) extends Product with Serializable
- case class DMAResponse(resultId: String, summary: DMASummary, results: Option[Seq[DMAResult]]) extends Product with Serializable
- case class DMAResult(timestamp: String, value: Option[DMAValue], errors: Option[Seq[DMAError]]) extends Product with Serializable
- case class DMASetupInfo(dataSource: String, topContributorCount: Option[Int], startTime: String, endTime: String) extends Product with Serializable
- case class DMASummary(status: String, errors: Option[Seq[DMAError]], variableStates: Option[Seq[DMAVariableState]], setupInfo: DMASetupInfo) extends Product with Serializable
- case class DMAValue(interpretation: Option[Seq[Interpretation]], isAnomaly: Option[Boolean], severity: Option[Double], score: Option[Double]) extends Product with Serializable
- case class DMAVariableState(variable: Option[String], filledNARatio: Option[Double], effectiveCount: Option[Int], firstTimestamp: Option[String], lastTimestamp: Option[String]) extends Product with Serializable
- class DetectAnomalies extends AnomalyDetectorBase with SynapseMLLogging
- class DetectLastAnomaly extends AnomalyDetectorBase with SynapseMLLogging
- case class DiagnosticsInfo(modelState: Option[ModelState], variableStates: Option[Seq[DMAVariableState]]) extends Product with Serializable
- case class Interpretation(variable: Option[String], contributionScore: Option[Double], correlationChanges: Option[CorrelationChanges]) extends Product with Serializable
- trait MADBase extends HasOutputCol with MADHttpRequest with HasSetLocation with HasInputCols with ComplexParamsWritable with Wrappable with HasErrorCol with SynapseMLLogging
- trait MADHttpRequest extends HasURL with HasSubscriptionKey with HasAsyncReply
- 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
- case class MAERequest(dataSource: String, dataSchema: String, startTime: String, endTime: String, slidingWindow: Option[Int], alignPolicy: Option[AlignPolicy], displayName: Option[String]) extends Product with Serializable
- case class MAEResponse(modelId: String, createdTime: String, lastUpdatedTime: String, modelInfo: MAEModelInfo) extends Product with Serializable
- case class ModelState(epochIds: Option[Seq[Int]], trainLosses: Option[Seq[Double]], validationLosses: Option[Seq[Double]], latenciesInSeconds: Option[Seq[Double]]) extends Product with Serializable
- class SimpleDetectAnomalies extends AnomalyDetectorBase with HasOutputCol with SynapseMLLogging
- class SimpleDetectMultivariateAnomaly extends Model[SimpleDetectMultivariateAnomaly] with MADBase with HasHandler
- class SimpleFitMultivariateAnomaly extends Estimator[SimpleDetectMultivariateAnomaly] with MADBase
- case class TimeSeriesPoint(timestamp: String, value: Double) extends Product with Serializable
Value Members
- object ADEntireResponse extends SparkBindings[ADEntireResponse]
- object ADLastResponse extends SparkBindings[ADLastResponse]
- object ADRequest extends SparkBindings[ADRequest]
- object ADSingleResponse extends SparkBindings[ADSingleResponse]
- object AnomalyDetectorProtocol
- object DMAError extends SparkBindings[DMAError]
- object DMARequest extends SparkBindings[DMARequest]
- object DMAResponse extends SparkBindings[DMAResponse]
- object DetectAnomalies extends ComplexParamsReadable[DetectAnomalies] with Serializable
- object DetectLastAnomaly extends ComplexParamsReadable[DetectLastAnomaly] with Serializable
- object MADJsonProtocol extends DefaultJsonProtocol
- object MADUtils
- object MAERequest extends SparkBindings[MAERequest]
- object MAEResponse extends SparkBindings[MAEResponse]
- object SimpleDetectAnomalies extends ComplexParamsReadable[SimpleDetectAnomalies] with Serializable
- object SimpleDetectMultivariateAnomaly extends ComplexParamsReadable[SimpleDetectMultivariateAnomaly] with Serializable
- object SimpleFitMultivariateAnomaly extends ComplexParamsReadable[SimpleFitMultivariateAnomaly] with Serializable
- object TimeSeriesPoint extends SparkBindings[TimeSeriesPoint]