public sealed class ModelMonitoringConfig : IMessage<ModelMonitoringConfig>, IEquatable<ModelMonitoringConfig>, IDeepCloneable<ModelMonitoringConfig>, IBufferMessage, IMessage
Reference documentation and code samples for the Cloud AI Platform v1beta1 API class ModelMonitoringConfig.
The model monitoring configuration used for Batch Prediction Job.
Implements
IMessageModelMonitoringConfig, IEquatableModelMonitoringConfig, IDeepCloneableModelMonitoringConfig, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Beta1Assembly
Google.Cloud.AIPlatform.V1Beta1.dll
Constructors
ModelMonitoringConfig()
public ModelMonitoringConfig()
ModelMonitoringConfig(ModelMonitoringConfig)
public ModelMonitoringConfig(ModelMonitoringConfig other)
Parameter | |
---|---|
Name | Description |
other |
ModelMonitoringConfig |
Properties
AlertConfig
public ModelMonitoringAlertConfig AlertConfig { get; set; }
Model monitoring alert config.
Property Value | |
---|---|
Type | Description |
ModelMonitoringAlertConfig |
AnalysisInstanceSchemaUri
public string AnalysisInstanceSchemaUri { get; set; }
YAML schema file uri in Cloud Storage describing the format of a single instance that you want Tensorflow Data Validation (TFDV) to analyze.
If there are any data type differences between predict instance and TFDV instance, this field can be used to override the schema. For models trained with Vertex AI, this field must be set as all the fields in predict instance formatted as string.
Property Value | |
---|---|
Type | Description |
string |
ObjectiveConfigs
public RepeatedField<ModelMonitoringObjectiveConfig> ObjectiveConfigs { get; }
Model monitoring objective config.
Property Value | |
---|---|
Type | Description |
RepeatedFieldModelMonitoringObjectiveConfig |
StatsAnomaliesBaseDirectory
public GcsDestination StatsAnomaliesBaseDirectory { get; set; }
A Google Cloud Storage location for batch prediction model monitoring to dump statistics and anomalies. If not provided, a folder will be created in customer project to hold statistics and anomalies.
Property Value | |
---|---|
Type | Description |
GcsDestination |