DataFunTalk
May 25, 2023 · Artificial Intelligence
Optimizing Distributed Cache for Large-Scale Deep Learning Training with Alluxio and SiloD
This article examines the storage bottlenecks in large‑scale AI training, evaluates local‑disk and Alluxio‑based distributed caching strategies, proposes uniform cache eviction and replica‑aware global policies, and introduces the SiloD framework for coordinated compute‑storage scheduling to dramatically improve GPU utilization and overall cluster throughput.
AI trainingAlluxioCache Eviction
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