Deployments

The Deployments tab in DKubeX UI contains all the deployments that have been created by the user. You can take a trained model and deploy it through here to integrate it with your applications or programs. Currently both Hugging-face models and MLFlow models (which are registered in the MLFlow tab in DKubeX UI by the user) can be used and deployed.

Opening the deployments tab lists all the deployments that are currently active, along with their status, the endpoint on which they are deployed and the serving cluster of the deployment. Clicking on the name of the deployment opens a page containing detailed information about the deployment.

For each deployment a new serving ray cluster is created. To see the details of this cluster, click on the cluster name on the deployment tab, or on the clusters tab.