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Metis: Fast Automatic Distributed Training on Heterogeneous GPUsUSENIX ATC 20242024-07-10
Metis automatically finds parallelism plans for training across mixed GPU types by profiling each GPU, estimating cost, and using a planner that prunes skewed…
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Sponge: Fast Reactive Scaling for Stream Processing with Serverless FrameworksUSENIX ATC '232023-07-10
Sponge is a stream-processing runtime that pre-inserts router, transient and merge operators at compile time to avoid runtime state migration, redirects bursty…
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