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DataDriftMonitoringSignal Class

Definition

The DataDriftMonitoringSignal.

public class DataDriftMonitoringSignal : Azure.ResourceManager.MachineLearning.Models.MonitoringSignalBase, System.ClientModel.Primitives.IJsonModel<Azure.ResourceManager.MachineLearning.Models.DataDriftMonitoringSignal>, System.ClientModel.Primitives.IPersistableModel<Azure.ResourceManager.MachineLearning.Models.DataDriftMonitoringSignal>
public class DataDriftMonitoringSignal : Azure.ResourceManager.MachineLearning.Models.MonitoringSignalBase
type DataDriftMonitoringSignal = class
    inherit MonitoringSignalBase
    interface IJsonModel<DataDriftMonitoringSignal>
    interface IPersistableModel<DataDriftMonitoringSignal>
type DataDriftMonitoringSignal = class
    inherit MonitoringSignalBase
Public Class DataDriftMonitoringSignal
Inherits MonitoringSignalBase
Implements IJsonModel(Of DataDriftMonitoringSignal), IPersistableModel(Of DataDriftMonitoringSignal)
Public Class DataDriftMonitoringSignal
Inherits MonitoringSignalBase
Inheritance
DataDriftMonitoringSignal
Implements

Constructors

DataDriftMonitoringSignal(IEnumerable<DataDriftMetricThresholdBase>, MonitoringInputDataBase, MonitoringInputDataBase)

Initializes a new instance of DataDriftMonitoringSignal.

Properties

DataSegment

The data segment used for scoping on a subset of the data population.

FeatureDataTypeOverride

A dictionary that maps feature names to their respective data types.

FeatureImportanceSettings

The settings for computing feature importance.

Features

The feature filter which identifies which feature to calculate drift over. Please note MonitoringFeatureFilterBase is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include MachineLearningAllFeatures, FeatureSubset and TopNFeaturesByAttribution.

MetricThresholds

[Required] A list of metrics to calculate and their associated thresholds. Please note DataDriftMetricThresholdBase is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include CategoricalDataDriftMetricThreshold and NumericalDataDriftMetricThreshold.

Mode

The current notification mode for this signal.

(Inherited from MonitoringSignalBase)
NotificationTypes

The current notification mode for this signal.

(Inherited from MonitoringSignalBase)
ProductionData

[Required] The data which drift will be calculated for. Please note MonitoringInputDataBase is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include FixedInputData, RollingInputData and StaticInputData.

Properties

Property dictionary. Properties can be added, but not removed or altered.

(Inherited from MonitoringSignalBase)
ReferenceData

[Required] The data to calculate drift against. Please note MonitoringInputDataBase is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include FixedInputData, RollingInputData and StaticInputData.

Explicit Interface Implementations

IJsonModel<DataDriftMonitoringSignal>.Create(Utf8JsonReader, ModelReaderWriterOptions)

Reads one JSON value (including objects or arrays) from the provided reader and converts it to a model.

IJsonModel<DataDriftMonitoringSignal>.Write(Utf8JsonWriter, ModelReaderWriterOptions)

Writes the model to the provided Utf8JsonWriter.

IJsonModel<MonitoringSignalBase>.Create(Utf8JsonReader, ModelReaderWriterOptions)

Reads one JSON value (including objects or arrays) from the provided reader and converts it to a model.

(Inherited from MonitoringSignalBase)
IJsonModel<MonitoringSignalBase>.Write(Utf8JsonWriter, ModelReaderWriterOptions)

Writes the model to the provided Utf8JsonWriter.

(Inherited from MonitoringSignalBase)
IPersistableModel<DataDriftMonitoringSignal>.Create(BinaryData, ModelReaderWriterOptions)

Converts the provided BinaryData into a model.

IPersistableModel<DataDriftMonitoringSignal>.GetFormatFromOptions(ModelReaderWriterOptions)

Gets the data interchange format (JSON, Xml, etc) that the model uses when communicating with the service.

IPersistableModel<DataDriftMonitoringSignal>.Write(ModelReaderWriterOptions)

Writes the model into a BinaryData.

IPersistableModel<MonitoringSignalBase>.Create(BinaryData, ModelReaderWriterOptions)

Converts the provided BinaryData into a model.

(Inherited from MonitoringSignalBase)
IPersistableModel<MonitoringSignalBase>.GetFormatFromOptions(ModelReaderWriterOptions)

Gets the data interchange format (JSON, Xml, etc) that the model uses when communicating with the service.

(Inherited from MonitoringSignalBase)
IPersistableModel<MonitoringSignalBase>.Write(ModelReaderWriterOptions)

Writes the model into a BinaryData.

(Inherited from MonitoringSignalBase)

Applies to