Why it matters

Multi-instance shapes cost efficiency. Understanding shapes strategy.

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The architecture

Isolation critical: MIG.

Dev / test: time slicing.

VMs: vGPU.

K8s integration per method.

Multi-instance deploymentIsolation needsprod / dev / testStrategyMIG / TS / vGPUK8s integrationdevice pluginMIG hardware isolation for multi-tenant prod; TS for shared dev; vGPU for VM
Multi-instance.
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How it works end to end

MIG: prod multi-tenant.

Time slicing: dev.

vGPU: VM-based.

K8s device plugin per method.