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TierTrain: Proactive Memory Tiering for CPU-Based DNN TrainingISMM 20252025-06-17
TierTrain implements a proactive queuing daemon that uses PyTorch hooks and a first-epoch profile to evict and prefetch saved tensors across HBM/DRAM…
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Telescope: Telemetry for Gargantuan Memory Footprint ApplicationsUSENIX ATC 20242024-07-10
Telescope is a kernel telemetry technique that profiles higher and lower levels of the radix page table to find hot and cold pages in terabyte-class address…
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