--- title: "Manage LLM evaluation workloads at scale with EvalHub and Kueue" url: https://daily.dev/posts/manage-llm-evaluation-workloads-at-scale-with-evalhub-and-kueue-dpquikccd source_url: https://developers.redhat.com/articles/2026/06/18/manage-llm-evaluation-workloads-scale-evalhub-and-kueue type: article source: "Red Hat Developer" published: 2026-06-18T14:12:29.593Z updated: 2026-06-18T15:48:35.707Z tags: ["kubernetes", "llm"] reading_time: 14 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Manage LLM evaluation workloads at scale with EvalHub and Kueue **[Red Hat Developer](https://daily.dev/sources/rhdev)** · 14 min read · 1 upvotes · 0 comments ## Summary EvalHub is a Kubernetes-based service for running LLM evaluation benchmarks. Without centralized resource management, shared clusters suffer from unmanaged GPU/CPU consumption, lack of job prioritization, and cluster instability. Kueue, a Kubernetes-native workload queueing system, addresses these issues by enforcing resource quotas per team, enabling priority-based preemption, supporting cohort-based resource borrowing, and automatically queuing jobs when quota is exhausted. The guide walks through setup for three personas — cluster administrator, namespace owner, and ML engineer — covering ClusterQueue and LocalQueue configuration, job submission via the EvalHub API, and monitoring/troubleshooting preemption scenarios using kubectl commands. Key operational notes include that preempted jobs restart from scratch (no checkpointing), and the EvalHub API only exposes high-level states, requiring direct kubectl queries for detailed preemption status. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How EvalHub manages two-layer Kubernetes control planes](https://daily.dev/posts/how-evalhub-manages-two-layer-kubernetes-control-planes-mprwmrrvs) · Red Hat Developer · 0 upvotes · 0 comments - [Tame Ray workloads on OpenShift AI with KubeRay and Kueue](https://daily.dev/posts/tame-ray-workloads-on-openshift-ai-with-kuberay-and-kueue-ebyhfxbjb) · Red Hat Developer · 1 upvotes · 0 comments - [Netflix Adopts Cloud-Native Job Queueing System Kueue to Replace an In-House Solution](https://daily.dev/posts/netflix-adopts-cloud-native-job-queueing-system-kueue-to-replace-an-in-house-solution-7gbkjcg1w) · InfoQ · 0 upvotes · 0 comments --- Tags: [#kubernetes](https://daily.dev/tags/kubernetes), [#llm](https://daily.dev/tags/llm) [View this post on daily.dev](https://daily.dev/posts/manage-llm-evaluation-workloads-at-scale-with-evalhub-and-kueue-dpquikccd)