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Performance Evaluation of the SSD-Based Swap System for Big Data Processing

机译:基于SSD的大数据处理交换系统的性能评估

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Solid State Drives (SSDs) are quickly replacing HDDs not only in laptops but also in servers. Since SSD uses semiconductor, i.e., NAND flash memory, as its storage medium, it locates itself between memory and storage: it is faster but more expensive than HDD, and slower but cheaper than DRAM. Meanwhile, big data processing systems require both faster storage and larger memory. While lots of works have been conducted on evaluating the performance enhancement in big data processing systems by replacing HDD with SSD, the effect of SSD as a simple memory extension, i.e., Swap device, has not been studied, sufficiently. In this paper, we investigate the feasibility of using SSD as a swap device for big data processing systems through extensive experiments. Experimental results show that 1) incredibly large amount of IO's are issued to swap device when the physical memory cannot accommodate all data for processing, 2) SSD processes IO's to a swap device significantly faster than HDD, 3) using SSD as a storage device is a far better choice than using it as a swap device, and 4) enterprise SSD is not cost effective when it is used as a swap device.
机译:固态驱动器(SSD)不仅在笔记本电脑中而且在服务器中都在迅速取代HDD。由于SSD使用半导体即NAND闪存作为其存储介质,因此它位于内存和存储之间:它比HDD更快但价格更高,但比DRAM慢但便宜。同时,大数据处理系统需要更快的存储和更大的内存。尽管已经进行了大量工作来评估通过用SSD代替HDD来评估大数据处理系统中的性能,但是尚未充分研究SSD作为简单内存扩展(即Swap设备)的作用。在本文中,我们通过广泛的实验研究了将SSD用作大数据处理系统的交换设备的可行性。实验结果表明:1)当物理内存无法容纳所有数据进行处理时,将大量的IO发送给交换设备; 2)SSD将IO的处理速度明显快于HDD; 3)使用SSD作为存储设备。比将其用作交换设备要好得多,而且4)企业SSD在用作交换设备时并不划算。

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