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

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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… Click to show full 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 capacity.

Keywords: large scale; machine learning; scale machine; ssdstreamer specializing

Journal Title: IEEE Micro
Year Published: 2019

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