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Deployment actions

On the Deployments page, you can manage deployments using the actions menu. The available options depend on a variety of criteria, including user permissions and the data available for your deployment. The table below briefly describes each option. Access the actions menu to the right of each deployment on the Dashboard or Overview tab:

Option Availability Description
Replace model Owner Changes out the current model in the deployment with a newly specified model. Prediction accuracy tends to degrade over time (which you can track in the Data drift dashboard) as conditions and data change. If you have the correct permissions, you can easily switch over to a new, better-adapted model using the model replacement action. You can then incorporate the new model predictions into downstream applications. This action initiates an email notification.
Settings Owner Configures various settings for the deployment. Track target and feature drift in a deployment and activate additional features, such as prediction row storage for challenger models. Use to enable data drift and add learning and inference data.
Share User, Owner Provides sharing capabilities independent of project permissions. The sharing capability allows appropriate user roles to grant permissions on a deployment, independent of the project that created the deployed model. This is useful, for example, when the model creator regularly refreshes the model and wants the people using it to have access to the updated predictions but not to the model itself. To share a deployment, enter the email address of the person you would like to share the deployment with, select their role, and click Share. You can later change the user's permissions by clicking on the current permission and selecting a new access level from the dropdown. This action initiates an email notification. Additionally, deployment Owners and Users can share with groups and organizations. Select either the Groups or Organizations tab in the sharing modal.
Create Application Owner Launches a DataRobot application of your choice using the deployed model.
Clear statistics Owner Resets the logged statistics for a deployment. Deployments collect various statistics for a model. In some cases, you may configure and test a deployed model before pushing a production workload on it to see if, for example, predictions perform well on data similar to that which you would upload for production. After testing a deployment, DataRobot allows you to reset the logged analytics, so you can separate testing data from live data without needing to recreate a deployment to start fresh. Complete the fields in the Clear Deployment Statistics window to configure the model to clear statistics from, the date range to clear, and the reason for clearance and confirmation.
Activate / Deactivate Owner Enables or disables a deployment's monitoring and prediction request capabilities. If you have the appropriate permissions can activate its prediction requests and some monitoring capabilities. Deployments have capabilities that consume a large amount of resources, such as prediction requests and data monitoring. You may want to test the prediction experience for a model or experiment with monitoring output settings without expending any resources or risking a production outage. Deployment activation allows you to control when these resource-intensive capabilities are enabled for individual deployments. Additionally, note that inactive deployments do not count towards your deployment limit.
Relaunch Owner For management agent deployments, relaunches the deployment in the prediction environment managed by the agent.
Get Scoring Code User, Consumer, Owner Downloads Scoring Code (in JAR format) directly from the deployment. This action is only available for models that support Scoring Code.
Delete Owner Removes a deployment from the inventory. If you have the appropriate permissions, you can delete a deployment from the inventory. This action initiates an email notification to all users with sharing privileges to the deployment.

Updated April 3, 2024