Reference : Efficient Large-scale Trace Checking Using MapReduce
Scientific congresses, symposiums and conference proceedings : Paper published in a book
Engineering, computing & technology : Computer science
http://hdl.handle.net/10993/20110
Efficient Large-scale Trace Checking Using MapReduce
English
Bersani, Marcello Maria []
Bianculli, Domenico mailto [University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > >]
Ghezzi, Carlo []
Krstic, Srdan []
San Pietro, Pierluigi []
May-2016
Proceedings of the 38th International Conference on Software Engineering (ICSE 2016)
888-898
Yes
International
38th International Conference on Software Engineering (ICSE 2016)
May 14-22, 2016
Austin,TX
USA
[en] The problem of checking a logged event trace against a temporal logic specification arises in many practical cases. Unfortunately, known algorithms for an expressive logic like MTL (Metric Temporal Logic) do not scale with respect to two crucial dimensions: the length of the trace and the size of the time interval for which logged events must be buffered to check satisfaction of the specification. The former issue can be addressed by distributed and parallel trace checking algorithms that can take advantage of modern cloud computing and programming frameworks like MapReduce. Still, the latter issue remains open with current state-of-the-art approaches.
In this paper we address this memory scalability issue by proposing a new semantics for MTL, called lazy semantics. This semantics can evaluate temporal formulae and boolean combinations of temporal-only formulae at any arbitrary time instant. We prove that lazy semantics is more expressive than standard point-based semantics and that it can be used as a basis for a correct parametric decomposition of any MTL formula into an equivalent one with smaller, bounded time intervals. We use lazy semantics to extend our previous distributed trace checking algorithm for MTL. We evaluate the proposed algorithm in terms of memory scalability and time/memory tradeoffs.
Interdisciplinary Centre for Security, Reliability and Trust (SnT) > Software Verification and Validation Lab (SVV Lab)
http://hdl.handle.net/10993/20110
10.1145/2884781.2884832
http://arxiv.org/abs/1508.06613
FnR ; FNR3949772 > Lionel Briand > VVLAB > Validation and Verification Laboratory > 01/01/2012 > 31/12/2016 > 2010

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