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Shi-Jie Peng

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Book Open access Sep 2026

ReliefServe: Relieving GPU Pressure in Multi-Model Serving via Selective CPU Escape

Sharing GPUs among many deep learning models is crucial for cost-efficient inference, but bursty multi-model workloads can easily overwhelm GPU capacity, causing severe tail latency and SLO goodput drops. Existing solutions—whether traffic-aware scheduling or hardware-level resource partitioning—can only juggle content...

Shi-Jie Peng, Yanying Lin, Cheng-Zhi Lu et al. · 0 citations

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