Abstract
In this chapter, we evaluate our algorithms for RTP. This is done by replaying the load changes of all tenants over a 4-months-period against our algorithms. The load changes are aggregated in 10 min intervals. For each 10 min interval, a new instance of RTP is created and our different algorithms produce a series of migrations which must be completed within a 10 min window.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Notes
- 1.
We study the effect of changing δ in Experiment (iv).
Bibliography
Amazon Web Services LLC, Amazon EC2 Pricing (2012), http://aws.amazon.com/ec2/pricing/ (Online). Accessed 13 Dec 2012
E. Anderson, J. Hall, J.D. Hartline, M. Hobbes, A.R. Karlin, J. Saia, R. Swaminathan, J. Wilkes, Algorithms for data migration. Algorithmica 57(2), 349–380 (2010)
P. BodÃk, A. Fox, M.J. Franklin, M.I. Jordan, D.A. Patterson, Characterizing, modeling, and generating workload spikes for stateful services, in Proceedings of the 1st ACM Symposium on Cloud Computing, SoCC 2010, Indianapolis, 10–11 June 2010 (ACM, 2010), pp. 241–252
M.R. Garey, D.S. Johnson, Computers and Intractability: A Guide to the Theory of NP-Completeness (W. H. Freeman, San Francisco, 1979). ISBN:0-7167-1044-7
ILOG CPLEX 12.2, Reference manual (2012), http://www.ilog.com/products/cplex
M. Odersky, M. Zenger, Scalable component abstractions, in Proceedings of the 20th Annual ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, and Applications, OOPSLA 2005, San Diego, 16–20 Oct 2005 (ACM, 2005), pp. 41–57
J.M. Valério de Carvalho, Exact solution of bin-packing problems using column generation and branch-and-bound. Ann. Oper. Res. 86, 629–659 (1999)
F. Yang, J. Shanmugasundaram, R. Yerneni, A scalable data platform for a large number of small applications, in CIDR 2009, Fourth Biennial Conference on Innovative Data Systems Research, Asilomar, 4–7 Jan 2009. Online Proceedings, 2009, www.cidrdb.org
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Schaffner, J. (2014). Experimental Evaluation. In: Multi Tenancy for Cloud-Based In-Memory Column Databases. In-Memory Data Management Research. Springer, Heidelberg. https://doi.org/10.1007/978-3-319-00497-6_6
Download citation
DOI: https://doi.org/10.1007/978-3-319-00497-6_6
Published:
Publisher Name: Springer, Heidelberg
Print ISBN: 978-3-319-00496-9
Online ISBN: 978-3-319-00497-6
eBook Packages: Business and EconomicsBusiness and Management (R0)