用于列表交叉的SSD存储计算

Jianguo Wang, Dongchul Park, Yang-Suk Kee, Y. Papakonstantinou, S. Swanson
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引用次数: 55

摘要

最近,人们对固态硬盘(ssd)(称为“智能ssd”)的存储内计算重新产生了兴趣。智能ssd允许在ssd内执行特定于应用程序的代码。这允许应用程序利用智能ssd提供的高内部带宽。这项工作研究了将列表交叉点卸载到智能ssd中,因为交叉点在搜索引擎和分析查询中都很突出。此外,交叉是有趣的,因为算法比普通扫描更复杂;正如我们所展示的,它们受到多个参数的影响,并提供了可以在其他操作中使用的经验教训。我们感兴趣的是,Smart ssd是否可以加速列表交集的处理,减少消耗的能量。直觉上,答案是肯定的。然而,在实际设备上的性能权衡是复杂的。我们在一个真正的三星智能SSD研究原型中实现了列表交叉。我们还提供了一个分析模型,以了解影响整体性能的关键因素,以及何时列表交叉可以从智能ssd中受益。最后,在Samsung Smart SSD上进行实验。根据结果(分析和实验),我们为SSD供应商提供了许多关于如何制造强大的智能SSD的建议,以及如何充分利用智能SSD提供的功能的应用程序。
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SSD in-storage computing for list intersection
Recently, there has been a renewed interest of in-storage computing in the context of solid state drives (SSDs), called "Smart SSDs." Smart SSDs allow application-specific code to execute inside SSDs. This allows applications to take advantage of the high internal bandwidth that Smart SSDs provide. This work studies the offloading of list intersection into Smart SSDs, because intersection is prominent in both search engines and analytics queries. Furthermore, intersection is interesting because the algorithms are more complex than plain scans; they are affected by multiple parameters, as we show, and provide lessons that can be used in other operations also. We are interested to know whether Smart SSDs can accelerate the processing of list intersection and reduce the consumed energy. Intuitively, the answer is yes. However, the performance tradeoffs on real devices are complex. We implement list intersection into a real Samsung Smart SSD research prototype. We also provide an analytical model to understand the key factors to the overall performance, and when list intersection can benefit from Smart SSDs. Finally, we conduct experiments on the Samsung Smart SSD. Based on the results (both analytical and experimental), we provide many suggestions for both SSD vendors on how to manufacture powerful Smart SSDs and for applications on how to make full use of the functionalities that Smart SSDs provide.
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