Class GoogleCloudAiplatformV1beta1FeatureStatsAndAnomaly

Stats and Anomaly generated by FeatureMonitorJobs. Anomaly only includes Drift.

Inheritance
object
GoogleCloudAiplatformV1beta1FeatureStatsAndAnomaly
Implements
Inherited Members
Namespace: Google.Apis.Aiplatform.v1beta1.Data
Assembly: Google.Apis.Aiplatform.v1beta1.dll
Syntax
public class GoogleCloudAiplatformV1beta1FeatureStatsAndAnomaly : IDirectResponseSchema

Properties

DistributionDeviation

Deviation from the current stats to baseline stats. 1. For categorical feature, the distribution distance is calculated by L-inifinity norm. 2. For numerical feature, the distribution distance is calculated by Jensen–Shannon divergence.

Declaration
[JsonProperty("distributionDeviation")]
public virtual double? DistributionDeviation { get; set; }
Property Value
Type Description
double?

DriftDetected

If set to true, indicates current stats is detected as and comparing with baseline stats.

Declaration
[JsonProperty("driftDetected")]
public virtual bool? DriftDetected { get; set; }
Property Value
Type Description
bool?

DriftDetectionThreshold

This is the threshold used when detecting drifts, which is set in FeatureMonitor.FeatureSelectionConfig.FeatureConfig.drift_threshold

Declaration
[JsonProperty("driftDetectionThreshold")]
public virtual double? DriftDetectionThreshold { get; set; }
Property Value
Type Description
double?

ETag

The ETag of the item.

Declaration
public virtual string ETag { get; set; }
Property Value
Type Description
string

FeatureId

Feature Id.

Declaration
[JsonProperty("featureId")]
public virtual string FeatureId { get; set; }
Property Value
Type Description
string

FeatureMonitorId

The ID of the FeatureMonitor that this FeatureStatsAndAnomaly generated according to.

Declaration
[JsonProperty("featureMonitorId")]
public virtual string FeatureMonitorId { get; set; }
Property Value
Type Description
string

FeatureMonitorJobId

The ID of the FeatureMonitorJob that generated this FeatureStatsAndAnomaly.

Declaration
[JsonProperty("featureMonitorJobId")]
public virtual long? FeatureMonitorJobId { get; set; }
Property Value
Type Description
long?

FeatureStats

Feature stats. e.g. histogram buckets. In the format of tensorflow.metadata.v0.DatasetFeatureStatistics.

Declaration
[JsonProperty("featureStats")]
public virtual object FeatureStats { get; set; }
Property Value
Type Description
object

StatsTime

object representation of StatsTimeRaw.

Declaration
[JsonIgnore]
[Obsolete("This property is obsolete and may behave unexpectedly; please use StatsTimeDateTimeOffset instead.")]
public virtual object StatsTime { get; set; }
Property Value
Type Description
object

StatsTimeDateTimeOffset

DateTimeOffset representation of StatsTimeRaw.

Declaration
[JsonIgnore]
public virtual DateTimeOffset? StatsTimeDateTimeOffset { get; set; }
Property Value
Type Description
DateTimeOffset?

StatsTimeRaw

The timestamp we take snapshot for feature values to generate stats.

Declaration
[JsonProperty("statsTime")]
public virtual string StatsTimeRaw { get; set; }
Property Value
Type Description
string

Implements