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. |