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PPipe: Efficient Video Analytics Serving on Heterogeneous GPU Clusters via...USENIX ATC '252025-07-07
PPipe implements pool-based pipeline parallelism to split CNN models across heterogeneous GPUs, uses an MILP-based control plane to pick partition points and…
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SLearn - A Case for Task Sampling based Learning for Cluster Job Scheduling19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
SLearn proposes learning in space by running a small, high-priority sample of tasks per job to estimate average task duration and total job size, then…
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Proactive Energy-Aware Adaptive Video Streaming on Mobile DevicesUSENIX ATC '212021-07-14
Integrates a user energy budget into ABR logic by adding a power predictor and controller to an MPC-based ABR with power predictor, implemented for 360° video…
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Your Coflow has Many Flows: Sampling them for Fun and SpeedUSENIX ATC '192019-07-10
A new scheduler called Philae samples a few flows per coflow (typically sampling 1% of flows or only for coflows with ≥7 flows), pre-schedules those samples at…
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