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CheckFreq: Frequent, Fine-Grained DNN CheckpointingFAST '212021-02-23
CheckFreq implements two-phase checkpointing (snapshot in GPU or CPU then asynchronous persist) plus a resumable iterator and online profiling with adaptive…
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Daydream: Accurately Estimating the Efficacy of Optimizations for DNN TrainingUSENIX ATC '202020-07-15
Daydream builds a fine-grained dependency graph from CUPTI traces plus per-layer timestamps, applies simple graph-transformation primitives (select, shrink…
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Themis: Fair and Efficient GPU Cluster SchedulingNSDI 20202020-02-25
Proposes a new finish-time fairness (Rho) metric and a two-step allocator: filter top (1−f) apps then run a partial-allocation auction that computes a…
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Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training WorkloadsUSENIX ATC '192019-07-10
Analysis uses a 75‑day trace from Microsoft Philly (shared by 14 production groups) combining scheduler logs, hardware counters and AI‑engine logs to profile…
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