Class GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveSpecDataDriftSpec

Data drift monitoring spec. Data drift measures the distribution distance between the current dataset and a baseline dataset. A typical use case is to detect data drift between the recent production serving dataset and the training dataset, or to compare the recent production dataset with a dataset from a previous period.

Inheritance

object

GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveSpecDataDriftSpec

Implements

IDirectResponseSchema

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Namespace: Google.Apis.Aiplatform.v1beta1.Data

Assembly: Google.Apis.Aiplatform.v1beta1.dll

Syntax

public class GoogleCloudAiplatformV1beta1ModelMonitoringObjectiveSpecDataDriftSpec : IDirectResponseSchema

Properties

CategoricalMetricType

Supported metrics type: * l_infinity * jensen_shannon_divergence

Declaration

[JsonProperty("categoricalMetricType")]
public virtual string CategoricalMetricType { get; set; }

Property Value

Type	Description
string

DefaultCategoricalAlertCondition

Default alert condition for all the categorical features.

Declaration

[JsonProperty("defaultCategoricalAlertCondition")]
public virtual GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition DefaultCategoricalAlertCondition { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition

DefaultNumericAlertCondition

Default alert condition for all the numeric features.

Declaration

[JsonProperty("defaultNumericAlertCondition")]
public virtual GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition DefaultNumericAlertCondition { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

FeatureAlertConditions

Per feature alert condition will override default alert condition.

Declaration

[JsonProperty("featureAlertConditions")]
public virtual IDictionary<string, GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition> FeatureAlertConditions { get; set; }

Property Value

Type	Description
IDictionary<string, GoogleCloudAiplatformV1beta1ModelMonitoringAlertCondition>

Features

Feature names / Prediction output names interested in monitoring. These should be a subset of the input feature names or prediction output names specified in the monitoring schema. If the field is not specified all features / prediction outputs outlied in the monitoring schema will be used.

Declaration

[JsonProperty("features")]
public virtual IList<string> Features { get; set; }

Property Value

Type	Description
IList<string>

NumericMetricType

Supported metrics type: * jensen_shannon_divergence

Declaration

[JsonProperty("numericMetricType")]
public virtual string NumericMetricType { get; set; }

Property Value

Type	Description
string

Implements

IDirectResponseSchema