Why it matters

GPU sharing shapes cost efficiency. Understanding shapes strategy.

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The architecture

MIG: hardware.

MPS: process-level.

Time slicing: software.

vGPU: VM-level.

Fractional: commercial.

GPU sharing spectrumHardware (MIG)isolatedProcess (MPS)shared contextSoftware (TS + vGPU)K8s + VMChoose based on isolation + workload + hypervisor + K8s
GPU sharing.
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How it works end to end

MPS: multiple processes share GPU context.

Run:ai fractional at K8s.

NVIDIA CUDA MPS.

Combine for max utilization.