A model monitor
| KEY | TYPE | Description |
|---|---|---|
| modelMonitorId | str | The unique identifier of the model monitor. |
| name | str | The user-friendly name for the model monitor. |
| createdAt | str | Date and time at which the model was created. |
| projectId | str | The project this model belongs to. |
| trainingFeatureGroupId | List[str] | Feature group IDs that this model monitor is monitoring. |
| predictionFeatureGroupId | List[str] | Feature group IDs that this model monitor is monitoring. |
| predictionFeatureGroupVersion | List[str] | Feature group versions that this model monitor is monitoring. |
| trainingFeatureGroupVersion | List[str] | Feature group versions that this model monitor is monitoring. |
| alertConfig | dict | Alerting configuration for this model monitor. |
| biasMetricId | str | The bias metric ID |
| metricConfigs | dict | Configurations for model monitor |
| featureGroupMonitorConfigs | dict | Configurations for feature group monitor |
| metricTypes | dict | List of metric types |
| modelId | str | Model ID that this model monitor is monitoring. |
| starred | bool | Whether this model monitor is starred. |
| batchPredictionId | str | The batch prediction ID this model monitor monitors |
| monitorType | str | The type of the monitor, one of MODEL_MONITOR, or FEATURE_GROUP_MONITOR |
| edaConfigs | dict | The configs for EDA |
| trainingForecastConfig | dict | The tarining config for forecast monitors |
| predictionForecastConfig | dict | The prediction config for forecast monitors |
| forecastFrequency | str | The frequency of the forecast |
| trainingFeatureGroupSampling | bool | Whether or not we sample from training feature group |
| predictionFeatureGroupSampling | bool | Whether or not we sample from prediction feature group |
| monitorDriftConfig | dict | The monitor drift config for the monitor |
| predictionDataUseMappings | dict | The data_use mapping of the prediction features |
| trainingDataUseMappings | dict | The data_use mapping of the training features |
| latestMonitorModelVersion | ModelMonitorVersion | The latest model monitor version. |
| refreshSchedules | RefreshSchedule | List of refresh schedules that indicate when the next model version will be trained. |