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 setter, inherited

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 setter, inherited

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