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 (incubating)
• Kubectl plugin/CLI to operate CRD objects (future work)
• Kubernetes event dumper for ray clusters/pod/services (future work)
• Operator Integration with Kubernetes node problem detector (future work)
• Kubernetes based workspace to easily submit ray jobs (future work)

kubectl apply -k manifests/cluster-scope-resources
kubectl apply -k manifests/base

A helm chart is a collection of files that describe a related set of Kubernetes resources. It can help users to deploy ray-operator and ray clusters conveniently. Please read kubray-operator to deploy an operator and ray-cluster to deploy a custom cluster.

Please read our CONTRIBUTING guide before making a pull request. Refer to our DEVELOPMENT to build and run tests locally.

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.