Method: projects.locations.modelDeploymentMonitoringJobs.searchModelDeploymentMonitoringStatsAnomalies

Searches Model Monitoring Statistics generated within a given time window.

Endpoint

post https://{service-endpoint}/v1beta1/{modelDeploymentMonitoringJob}:searchModelDeploymentMonitoringStatsAnomalies

Where {service-endpoint} is one of the supported service endpoints.

Path parameters

modelDeploymentMonitoringJob string

Required. ModelDeploymentMonitoring Job resource name. Format: projects/{project}/locations/{location}/modelDeploymentMonitoringJobs/{modelDeploymentMonitoringJob}

Request body

The request body contains data with the following structure:

Fields
deployedModelId string

Required. The DeployedModel id of the [ModelDeploymentMonitoringObjectiveConfig.deployed_model_id].

featureDisplayName string

The feature display name. If specified, only return the stats belonging to this feature. Format: ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies.feature_display_name, example: "user_destination".

objectives[] object (StatsAnomaliesObjective)

Required. Objectives of the stats to retrieve.

pageSize integer

The standard list page size.

pageToken string

A page token received from a previous JobService.SearchModelDeploymentMonitoringStatsAnomalies call.

startTime string (Timestamp format)

The earliest timestamp of stats being generated. If not set, indicates fetching stats till the earliest possible one.

A timestamp in RFC3339 UTC "Zulu" format, with nanosecond resolution and up to nine fractional digits. Examples: "2014-10-02T15:01:23Z" and "2014-10-02T15:01:23.045123456Z".

endTime string (Timestamp format)

The latest timestamp of stats being generated. If not set, indicates feching stats till the latest possible one.

A timestamp in RFC3339 UTC "Zulu" format, with nanosecond resolution and up to nine fractional digits. Examples: "2014-10-02T15:01:23Z" and "2014-10-02T15:01:23.045123456Z".

Response body

Response message for JobService.SearchModelDeploymentMonitoringStatsAnomalies.

If successful, the response body contains data with the following structure:

Fields
monitoringStats[] object (ModelMonitoringStatsAnomalies)

Stats retrieved for requested objectives. There are at most 1000 ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies.prediction_stats in the response.

nextPageToken string

The page token that can be used by the next JobService.SearchModelDeploymentMonitoringStatsAnomalies call.

JSON representation 
{
  "monitoringStats": [
    {
      object (ModelMonitoringStatsAnomalies)
    }
  ],
  "nextPageToken": string
}

StatsAnomaliesObjective

Stats requested for specific objective.

Fields
type enum (ModelDeploymentMonitoringObjectiveType)
topFeatureCount integer

If set, all attribution scores between SearchModelDeploymentMonitoringStatsAnomaliesRequest.start_time and SearchModelDeploymentMonitoringStatsAnomaliesRequest.end_time are fetched, and page token doesn't take effect in this case. Only used to retrieve attribution score for the top Features which has the highest attribution score in the latest monitoring run.

JSON representation 
{
  "type": enum (ModelDeploymentMonitoringObjectiveType),
  "topFeatureCount": integer
}