GoogleCloudAiplatformV1ModelDeploymentMonitoringJob class

Represents a job that runs periodically to monitor the deployed models in an endpoint.

It will analyze the logged training & prediction data to detect any abnormal behaviors.

Constructors

GoogleCloudAiplatformV1ModelDeploymentMonitoringJob({String? analysisInstanceSchemaUri, List<GoogleCloudAiplatformV1ModelDeploymentMonitoringBigQueryTable>? bigqueryTables, String? createTime, String? displayName, bool? enableMonitoringPipelineLogs, GoogleCloudAiplatformV1EncryptionSpec? encryptionSpec, String? endpoint, GoogleRpcStatus? error, Map<String, String>? labels, GoogleCloudAiplatformV1ModelDeploymentMonitoringJobLatestMonitoringPipelineMetadata? latestMonitoringPipelineMetadata, String? logTtl, GoogleCloudAiplatformV1SamplingStrategy? loggingSamplingStrategy, List<GoogleCloudAiplatformV1ModelDeploymentMonitoringObjectiveConfig>? modelDeploymentMonitoringObjectiveConfigs, GoogleCloudAiplatformV1ModelDeploymentMonitoringScheduleConfig? modelDeploymentMonitoringScheduleConfig, GoogleCloudAiplatformV1ModelMonitoringAlertConfig? modelMonitoringAlertConfig, String? name, String? nextScheduleTime, String? predictInstanceSchemaUri, Object? samplePredictInstance, String? scheduleState, String? state, GoogleCloudAiplatformV1GcsDestination? statsAnomaliesBaseDirectory, String? updateTime})
GoogleCloudAiplatformV1ModelDeploymentMonitoringJob.fromJson(Map json_)

Properties

analysisInstanceSchemaUri String?
YAML schema file uri describing the format of a single instance that you want Tensorflow Data Validation (TFDV) to analyze.
getter/setter pair
bigqueryTables List<GoogleCloudAiplatformV1ModelDeploymentMonitoringBigQueryTable>?
The created bigquery tables for the job under customer project.
getter/setter pair
createTime String?
Timestamp when this ModelDeploymentMonitoringJob was created.
getter/setter pair
displayName String?
The user-defined name of the ModelDeploymentMonitoringJob.
getter/setter pair
enableMonitoringPipelineLogs bool?
If true, the scheduled monitoring pipeline logs are sent to Google Cloud Logging, including pipeline status and anomalies detected.
getter/setter pair
encryptionSpec GoogleCloudAiplatformV1EncryptionSpec?
Customer-managed encryption key spec for a ModelDeploymentMonitoringJob.
getter/setter pair
endpoint String?
Endpoint resource name.
getter/setter pair
error GoogleRpcStatus?
Only populated when the job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.
getter/setter pair
hashCode int
The hash code for this object.
no setterinherited
labels Map<String, String>?
The labels with user-defined metadata to organize your ModelDeploymentMonitoringJob.
getter/setter pair
latestMonitoringPipelineMetadata GoogleCloudAiplatformV1ModelDeploymentMonitoringJobLatestMonitoringPipelineMetadata?
Latest triggered monitoring pipeline metadata.
getter/setter pair
loggingSamplingStrategy GoogleCloudAiplatformV1SamplingStrategy?
Sample Strategy for logging.
getter/setter pair
logTtl String?
The TTL of BigQuery tables in user projects which stores logs.
getter/setter pair
modelDeploymentMonitoringObjectiveConfigs List<GoogleCloudAiplatformV1ModelDeploymentMonitoringObjectiveConfig>?
The config for monitoring objectives.
getter/setter pair
modelDeploymentMonitoringScheduleConfig GoogleCloudAiplatformV1ModelDeploymentMonitoringScheduleConfig?
Schedule config for running the monitoring job.
getter/setter pair
modelMonitoringAlertConfig GoogleCloudAiplatformV1ModelMonitoringAlertConfig?
Alert config for model monitoring.
getter/setter pair
name String?
Resource name of a ModelDeploymentMonitoringJob.
getter/setter pair
nextScheduleTime String?
Timestamp when this monitoring pipeline will be scheduled to run for the next round.
getter/setter pair
predictInstanceSchemaUri String?
YAML schema file uri describing the format of a single instance, which are given to format this Endpoint's prediction (and explanation).
getter/setter pair
runtimeType Type
A representation of the runtime type of the object.
no setterinherited
samplePredictInstance Object?
Sample Predict instance, same format as PredictRequest.instances, this can be set as a replacement of ModelDeploymentMonitoringJob.predict_instance_schema_uri.
getter/setter pair
scheduleState String?
Schedule state when the monitoring job is in Running state.
getter/setter pair
state String?
The detailed state of the monitoring job.
getter/setter pair
statsAnomaliesBaseDirectory GoogleCloudAiplatformV1GcsDestination?
Stats anomalies base folder path.
getter/setter pair
updateTime String?
Timestamp when this ModelDeploymentMonitoringJob was updated most recently.
getter/setter pair

Methods

noSuchMethod(Invocation invocation) → dynamic
Invoked when a nonexistent method or property is accessed.
inherited
toJson() Map<String, dynamic>
toString() String
A string representation of this object.
inherited

Operators

operator ==(Object other) bool
The equality operator.
inherited