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Profiling memory vulnerability of big-data applications

Author
Rameshan, N.; Birke, R.; Navarro, L.; Vlassov, V.; Urgaonkar, B.; Kesidis, G.; Schmatz, M.; Chen, L.
Type of activity
Presentation of work at congresses
Name of edition
46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshop
Date of publication
2016
Presentation's date
2016
Book of congress proceedings
2016 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshop (DSN-W 2016): Toulouse, France: 28 June-1 July 2016
First page
258
Last page
261
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
DOI
https://doi.org/10.1109/DSN-W.2016.58 Open in new window
Repository
http://hdl.handle.net/2117/97424 Open in new window
URL
http://ieeexplore.ieee.org.recursos.biblioteca.upc.edu/document/7575390/?reload=true Open in new window
Abstract
Motivated by the increasing popularity of hosting in-memory big-data analytics in cloud, we present a profiling methodology that can understand how different memory subsystems, i.e., cache and memory bandwidth, are susceptible to the impact of interference from co-located applications. We first describe the design of the proposed tool and demonstrate a case study consisting of five Spark applications on real-life data set.
Citation
Rameshan, N., Birke, R., Navarro, L., Vlassov, V., Urgaonkar, B., Kesidis, G., Schmatz, M., Chen, L. Profiling memory vulnerability of big-data applications. A: Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshop. "2016 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshop (DSN-W 2016): Toulouse, France: 28 June-1 July 2016". Toulouse: Institute of Electrical and Electronics Engineers (IEEE), 2016, p. 258-261.
Keywords
Big data, Cache bandwidth, Cache storage, Cloud computing, Data analysis, In-memory big-data analytics, Memory bandwidth, Memory subsystems, Profiling memory vulnerability, Spark applications
Group of research
CNDS - Computer Networks and Distributed Systems

Participants

  • Rameshan, Navaneeth  (author and speaker )
  • Birke, R.  (author and speaker )
  • Navarro Moldes, Leandro  (author and speaker )
  • Vlassov, Vladimir  (author and speaker )
  • Urgaonkar, B.  (author and speaker )
  • Kesidis, G.  (author and speaker )
  • Schmatz, M.  (author and speaker )
  • Chen, L. Y.  (author and speaker )