Performance evaluation of the SSD-based swap system for big data processing
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, Jaehun | - |
dc.contributor.author | Park, Sungmin | - |
dc.contributor.author | Ryu, Minsoo | - |
dc.contributor.author | Kang, Sooyong | - |
dc.date.accessioned | 2022-07-15T21:05:41Z | - |
dc.date.available | 2022-07-15T21:05:41Z | - |
dc.date.created | 2021-05-13 | - |
dc.date.issued | 2015-09 | - |
dc.identifier.issn | 0000-0000 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/156418 | - |
dc.description.abstract | 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. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | - |
dc.title | Performance evaluation of the SSD-based swap system for big data processing | - |
dc.type | Article | - |
dc.contributor.affiliatedAuthor | Ryu, Minsoo | - |
dc.contributor.affiliatedAuthor | Kang, Sooyong | - |
dc.identifier.doi | 10.1109/TrustCom.2014.87 | - |
dc.identifier.scopusid | 2-s2.0-84923056674 | - |
dc.identifier.bibliographicCitation | Proceedings - 2014 IEEE 13th International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2014, pp.673 - 680 | - |
dc.relation.isPartOf | Proceedings - 2014 IEEE 13th International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2014 | - |
dc.citation.title | Proceedings - 2014 IEEE 13th International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2014 | - |
dc.citation.startPage | 673 | - |
dc.citation.endPage | 680 | - |
dc.type.rims | ART | - |
dc.type.docType | Conference Paper | - |
dc.description.journalClass | 1 | - |
dc.description.isOpenAccess | N | - |
dc.description.journalRegisteredClass | scopus | - |
dc.subject.keywordPlus | Big data | - |
dc.subject.keywordPlus | Cost effectiveness | - |
dc.subject.keywordPlus | Dynamic random access storage | - |
dc.subject.keywordPlus | Energy storage | - |
dc.subject.keywordPlus | Flash memory | - |
dc.subject.keywordPlus | Hard disk storage | - |
dc.subject.keywordPlus | Virtual storage | - |
dc.subject.keywordPlus | Data processing systems | - |
dc.subject.keywordPlus | Map-reduce | - |
dc.subject.keywordPlus | Memory extension | - |
dc.subject.keywordPlus | NAND flash memory | - |
dc.subject.keywordPlus | Performance enhancements | - |
dc.subject.keywordPlus | Physical memory | - |
dc.subject.keywordPlus | Solid state drives | - |
dc.subject.keywordPlus | Swap | - |
dc.subject.keywordPlus | Data handling | - |
dc.subject.keywordAuthor | Big data processing | - |
dc.subject.keywordAuthor | MapReduce | - |
dc.subject.keywordAuthor | Solid state drive | - |
dc.subject.keywordAuthor | Storage | - |
dc.subject.keywordAuthor | Swap | - |
dc.identifier.url | https://ieeexplore.ieee.org/document/7011311 | - |
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