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From Idle to Ideal: Cross‑Cluster GPU Sharing with CoHDI

Lightningat KubeCon + CloudNativeCon Europe 2026 · 2026-03-23..03-26· at 16:34· Elicium 2· [machine-learning, kubernetes]
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CoHDI presents a composable hardware system that attaches/detaches GPUs on demand from a centrally managed shared GPU and memory pool, integrating with Dynamic Resource Allocation and the Kubernetes scheduler to reassign devices across clusters. Prototype code v0.0.1.1 and a composable infrastructure emulator exist, currently tracking scheduler changes for Kubernetes 1.36 as a beta. Claimed benefits are reduced GPU idle time and lower cost by moving devices between inference and training workloads at runtime.

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