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Torpor: GPU-Enabled Serverless Computing for Low-Latency, Resource-Efficient...USENIX ATC '252025-07-07
Torpor implements late binding with model swapping to keep models in host memory and move them to a shared GPU pool on demand, using asynchronous API…
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Toppings: CPU-Assisted, Rank-Aware Adapter Serving for LLM InferenceUSENIX ATC '252025-07-07
System pins the base LLM on GPUs and dynamically loads LoRA adapters from host memory, while CPU-assisted LoRA computation precomputes the lightweight XAB…
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Following the Data, Not the Function: Rethinking Function Orchestration in ServerlessNSDI 20232023-04-17
Pheromone implements a data-bucket abstraction and trigger primitives on Kubernetes (coordinator + workers) so intermediate objects themselves drive invocation…
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CrystalPerf: Learning to Characterize the Performance of Dataflow Computation...USENIX ATC '212021-07-14
CrystalPerf learns from source code to infer per-operator resource breakdowns (CPU, network, disk) and combines that with non‑intrusive sampling profiler…
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MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference ServingUSENIX ATC '192019-07-10
MArk is an AWS inference-serving system that combines dynamic batching (to make GPUs cheaper than CPUs at moderate batch sizes), predictive autoscaling (to…
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