SSDStreamer: Specializing I/O Stack for Large-Scale Machine Learning

Volume: 39, Issue: 5, Pages: 73 - 81
Published: Sep 1, 2019
Abstract
This article presents SSDStreamer, an SSD-based caching system for large-scale machine learning. By using DRAM as stream buffer, instead of an upper-level cache, SSDStreamer significantly outperforms state-of-the-art multilevel caching systems on Apache Spark, while requiring much less DRAM...
Paper Details
Title
SSDStreamer: Specializing I/O Stack for Large-Scale Machine Learning
Published Date
Sep 1, 2019
Journal
Volume
39
Issue
5
Pages
73 - 81
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