Item Infomation
Title: | SSDStreamer: Specializing I/O Stack for Large-Scale Machine Learning |
Authors: | Bae, J. |
Participants: | Jang, H. Gong, J. Jin, W. Kim, S. Jang, J. Ham, T. J. Jeong, J. Lee, J. W. |
Issue Date: | 2019 |
Publisher: | IEEE Explore |
Series/Report no.: | IEEE Micro, (2019), Vol 39, Issue 5, pp 73-81 |
Abstract: | Abstract—This article presents SSDStreamer, an SSD-based caching system for largescale 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. |
URI: | http://tailieuso.tlu.edu.vn/handle/DHTL/9967 |
Source: | http://doi.org/10.1109/MM.2019.2930497 |
Appears in Collections: | Tài liệu hỗ trợ nghiên cứu khoa học |
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