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Configure predictions settings

On a deployment's Settings > Predictions tab, you can view details about your deployment's inference (also known as scoring) data—the data containing prediction requests and results from the model.

On the Predictions Settings page, you can access the following information:

Field Description
Prediction environment Displays the environment where predictions are generated. Prediction environments allow you to establish access controls and approval workflows.
Prediction timestamp Displays the method used for time-stamping prediction rows. Use the time of the prediction request or use a date/time feature (e.g., forecast date) provided with prediction data to determine the timestamp. Forecast date time-stamping is set automatically for time series deployments. It allows for a common time axis to be used between training data and the basis of data drift and accuracy statistics. This setting cannot be changed after the deployment is created and predictions are made.
Batch monitoring Enables viewing monitoring statistics organized by batch, instead of by time, with batch-enabled deployments.

Set real-time prediction settings for DataRobot serverless deployments

To enable real-time predictions on this environment, scroll down to Real-time Predictions, click Enable Real-time Predictions, and set the following options:

Field Description
Minimum compute instances (Premium feature) Set the minimum to a number from 0 to 8. If your organization doesn't have access to "always-on" predictions, this setting is set to 0 and isn't configurable. With the minimum compute instances set to 0, the inference server will be stopped after an inactivity period of 30 minutes or more.
Maximum compute instances Set the maximum to a number from the current minimum to 8. To limit compute resource usage, set maximum value equal to the minimum.

Premium feature: Always-on predictions

Always-on predictions are a premium feature. Contact your DataRobot representative or administrator for information on enabling the feature.


Updated July 17, 2024