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A Fresh Perspective on Total Cost of Ownership Models for Flash Storage in Datacenters
8th IEEE International Conference on Cloud Computing Technology and Science (2016)
  • Zhengyu Yang, Northeastern University
  • Manu Awasthi
  • Mrinmoy Ghosh
  • Ningfang Mi, Northeastern University
Abstract
Recently, adoption of Flash based devices has become increasingly common in all forms of computing devices. Flash devices have started to become more economically viable for large storage installations like datacenters, where metrics like Total Cost of Ownership (TCO) are of paramount importance. Flash devices suffer from write amplification (WA), which, if unaccounted, can substantially increase the TCO of a storage system. In this paper, we develop a TCO model for Flash storage devices, and then plug a Write Amplification (WA) model of NVMe SSDs we build based on empirical data into this TCO model. Our new WA model accounts for workload characteristics like write rate and percentage of sequential writes. Furthermore, using both the TCO and WA models as the optimization criterion, we design new Flash resource management schemes (MINTCO) to guide datacenter managers to make workload allocation decisions under the consideration of TCO for SSDs. Experimental results show that MINTCO can reduce the TCO and keep relatively high throughput and space utilization of the entire datacenter storage.
Keywords
  • Flash Resource Management,
  • Total Cost of Ownership Model,
  • SSD Write Amplification,
  • NVMe,
  • Wearout Prediction,
  • Workload Sequentiality Pattern
Disciplines
Publication Date
2016
Citation Information
Zhengyu Yang, Manu Awasthi, Mrinmoy Ghosh and Ningfang Mi. "A Fresh Perspective on Total Cost of Ownership Models for Flash Storage in Datacenters" 8th IEEE International Conference on Cloud Computing Technology and Science (2016)
Available at: http://works.bepress.com/zhengyuyang/4/