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

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1 Published in 2019 at "IEEE Micro"

DOI: 10.1109/mm.2019.2930497

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… read more here.

Keywords: large scale; machine learning; scale machine; ssdstreamer specializing ... See more keywords