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AdaEmbed: Adaptive Embedding for Large-Scale Recommendation ModelsOSDI 20232023-07-10
AdaEmbed is a system that performs in-training embedding pruning for DLRMs, ranking billions of embedding rows by runtime access frequency and a moving average…
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Zeus: Understanding and Optimizing GPU Energy Consumption of DNN TrainingNSDI 20232023-04-17
Zeus is an online optimizer that jointly tunes batch size and GPU power limit to minimize energy per target accuracy, using an exploration‑exploitation…
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Ship Compute or Ship Data? Why Not Both?NSDI ’212021-04-12
Kayak is a prototype that adaptively splits requests between a KV (ship data) path and an RPC (ship compute) path by tuning rate limit and request fraction…
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Sol: Fast Distributed Computation Over Slow NetworksNSDI 20202020-02-25
Sol is a federated execution engine that pushes tasks to site managers to hide hundreds-of-milliseconds control latency and decouples communication from…
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