KubeRay is an open source toolkit to run Ray applications on Kubernetes.
KubeRay provides several tools to improve running and managing Ray's experience on Kubernetes.
- Ray Operator
- Backend services to create/delete cluster resources
- Kubectl plugin/CLI to operate CRD objects
- Native Job and Serving integration with Clusters
- Data Scientist centric workspace for fast prototyping (incubating)
- Kubernetes event dumper for ray clusters/pod/services (future work)
- Operator Integration with Kubernetes node problem detector (future work)
If you discover a potential security issue in this project, or think you may have discovered a security issue, we ask that you notify KubeRay Security via our Slack Channel. Please do not create a public GitHub issue.
This project is licensed under the Apache-2.0 License.
The Ray docs¶
You can find even more information on deployments of Ray on Kubernetes at the official Ray docs.