Title :
Active SSD design for energy-efficiency improvement of web-scale data analysis
Author :
Jian Ouyang ; Shiding Lin ; Zhenyu Hou ; Peng Wang ; Yong Wang ; Guangyu Sun
Abstract :
NAND flash based solid state drives (SSDs) have been widely adopted as storage devices in modern data centers to provide high performance I/O services. Recently, researchers proposed several schemes to improve energy efficiency of the system by off-loading specific computation tasks from generic processors to local processing elements in SSD controllers. However, it is inefficient to directly apply these approaches to the web-scale data analysis system equipped with modern SSDs using FPGA based controllers. More important, the design schemess proposed in prior work cannot work with our target system. In order to overcome the limitation, we present our Active SSD design, considering unique features of computation tasks in web-scale data analysis. In addition, we address an important issue about interference between normal data processing and local computation in Active SSDs. The detailed architecture of our Active SSD is described, and a prototype is implemented. Moreover, the modification to the whole system is also introduced to enable the Active SSD. Experimental results based on real applications show that the energy efficiency can be significantly improved with our design.
Keywords :
NAND circuits; Web services; data analysis; disc drives; energy conservation; field programmable gate arrays; flash memories; hard discs; FPGA based controller; I/O service; NAND flash; SSD controller; Web scale data analysis; active SSD design; data processing; energy efficiency improvement; modern data center; solid state drive; storage device; Bandwidth; Data analysis; Engines; Field programmable gate arrays; Kernel; Program processors; Throughput; Active SSD; FPGA controller; web-scale data analysis;
Conference_Titel :
Low Power Electronics and Design (ISLPED), 2013 IEEE International Symposium on
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-1234-6
DOI :
10.1109/ISLPED.2013.6629310