Examples

Choose a runnable TauGrid, Kueue, Ray, or AKS example by learning goal and prerequisite cost.

Choose an example by the question you want to answer:

GoalExampleInterfaceComputeStart here
Run repository-first GPU HPO and verify six Tune trialsRay Tune smoke on AKSTauGrid-firstOne or more NVIDIA GPUsRun GPU Ray Tune HPO
Publish live loss and accuracy evidence, retrieve durable files, and open StellarExperiment evidenceTauGrid-firstOne NVIDIA GPURun live experiment evidence
See queue admission and borrowing using CPU-only quotaCPU queueingRaw KubeRay and Kueue YAMLCPUExplore CPU queueing
Build a complete AKS, Kueue, and Ray baselineModular cluster deploymentTerraform, Helm, and kubectlCPU or A100 GPUProvision the platform baseline

Read the interface label

TauGrid-first examples demonstrate the researcher interface this site recommends and remains the preferred researcher workflow. Raw KubeRay and Kueue examples expose the Kubernetes objects beneath TauGrid and are useful for platform education or debugging.

The anyscale-comparison directory serves as a vendor-comparison reference with known external-resource defaults; it lives outside this table and the supported TauGrid workflow set.


Live experiment evidence

Publish scalar history, inspect durable artifacts, and open the same run in Stellar

CPU queueing with Kueue and Ray

Observe Kueue admission and quota behavior with raw RayJobs and no GPU quota.

Run GPU Ray Tune HPO on AKS

Provision GPU-capable AKS, enable TauGrid, and run the six-trial Ray Tune example through a repository workspace.

Provision a GPU-enabled TauGrid AKS environment

Build AKS, GPU capacity, TauGrid, and Portal with the repository Terraform root.