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Workload Characterization of the SPECjms2007 Benchmark [chapter]

Kai Sachs, Samuel Kounev, Jean Bacon, Alejandro Buchmann
Lecture Notes in Computer Science  
In this paper, we present a workload characterization of the SPECjms2007 benchmark which is the world's first industry-standard benchmark specialized for MOM.  ...  The workload characterization presented in this paper serves two purposes i) to help users understand the internal components of the SPECjms2007 workload and the way they are scaled, ii) to show how the  ...  We acknowledge the contributions of the members of the SPECjms Working Group to the specification and development of SPECjms2007, in particular Marc Carter and Tim Dunn from IBM, George Tharakan from Sun  ... 
doi:10.1007/978-3-540-75211-0_17 fatcat:lh4bpf3vuzgzdfx6pa3uwbtltm

Benchmarking and Performance Modeling of Event-Based SystemsModellierung und Bewertung von Ereignis-basierten Systemen

Samuel Kounev, Kai Sachs
2009 it - Information Technology  
With their growing popularity and gradual adoption in mission critical areas, the need for novel techniques for benchmarking and performance modeling of event-based systems is increasing.  ...  In this article, we provide an overview of the state-of-the-art in this area considering both centralized systems based on message-oriented middleware as well as large-scale distributed publish/subscribe  ...  In [7] , we presented a comprehensive workload characterization of the SPECjms2007 workload capturing the information needed in order to customize the workload.  ... 
doi:10.1524/itit.2009.0550 fatcat:4nrqzg4mhvenfc34kfia5gjo3a

Performance evaluation and benchmarking of event-based systems

Kai Sachs
2012 Proceedings of the third joint WOSP/SIPEW international conference on Performance Engineering - ICPE '12  
Using the SPECjms2007 benchmark we introduced a methodology for performance evaluation of message-oriented middleware platforms and showed how the workload can be tailored to evaluate selected performance  ...  (v) Scalability: provide ways to scale the workload in a flexible manner. None of the existing benchmarks met all our requirements.  ...  Resulting from our analysis of existing mod-eling techniques, we proposed an approach to characterize the workload and to model the performance aspects of EBS.  ... 
doi:10.1145/2188286.2188314 dblp:conf/wosp/Sachs12 fatcat:uauxxm5dcfgwbg2m234uc7lwie

Performance modeling and analysis of message-oriented event-driven systems

Kai Sachs, Samuel Kounev, Alejandro Buchmann
2012 Journal of Software and Systems Modeling  
We study a deployment of the SPECjms2007 standard benchmark on a leading commercial middleware platform.  ...  A detailed system model is built in a step-by-step fashion and then used to predict the system performance under various workload and configuration scenarios.  ...  A detailed description of the benchmark, including a comprehensive workload characterization showing how the workload can be customized, can be found in [2, 9] .  ... 
doi:10.1007/s10270-012-0228-1 fatcat:qkjjebcbpbbtzjpzs5xcx6lhya

High Volume Throughput Computing: Identifying and Characterizing Throughput Oriented Workloads in Data Centers

Jianfeng Zhan, Lixin Zhang, Ninghui Sun, Lei Wang, Zhen Jia, Chunjie Luo
2012 2012 IEEE 26th International Parallel and Distributed Processing Symposium Workshops & PhD Forum  
We also preliminarily report our ongoing work on the metrics and benchmarks for HVC systems, which is the foundation of designing innovative data center computer systems for HVC workloads.  ...  We characterize and compare HVC with other computing paradigms, e.g., high throughput computing, warehouse-scale computing, and cloud computing, in terms of levels, workloads, metrics, coupling degree,  ...  This work is supported by the Chinese 973 project (Grant No.2011CB302500) and the NSFC project (Grant No.60933003).  ... 
doi:10.1109/ipdpsw.2012.213 dblp:conf/ipps/ZhanZSWJL12 fatcat:l6zwmctdyre3na365gytblgxiu

A Logistics Workload for Event Notification Middleware [chapter]

Stefan Appel, Kai Sachs
2010 Lecture Notes in Computer Science  
Our workload is suited to test event notification middleware under realistic conditions; it stresses different aspects of the middleware while being scalable.  ...  In this paper we present a realistic workload originating from a real world scenario in the logistics domain.  ...  An example for a well-defined workload scenario used for the industry standard benchmark SPECjms2007 can be found in [13] .  ... 
doi:10.1007/978-3-642-17226-7_19 fatcat:rzaxomxuvvbgxe6esspigqk5qi

Modeling event-based communication in component-based software architectures for performance predictions

Christoph Rathfelder, Benjamin Klatt, Kai Sachs, Samuel Kounev
2013 Journal of Software and Systems Modeling  
The results demonstrate the effectiveness, practicability and accuracy of the proposed modeling and prediction approach.  ...  In summary the contributions of this paper are: i) the development of a meta-model for event-based communication at the architecture level, ii) a platform aware model-to-model transformation, and iii)  ...  The SPECjms2007 benchmark provides a central parameter named BASE to configure the induced workloads.  ... 
doi:10.1007/s10270-013-0316-x fatcat:sjsd7a23mbcqfhjeefjj7pka6q

Software Consolidation as an Efficient Energy and Cost Saving Solution for a SaaS/PaaS Cloud Model [chapter]

Alain Tchana, Noel De Palma, Ibrahim Safieddine, Daniel Hagimont, Bruno Diot, Nicolas Vuillerme
2015 Lecture Notes in Computer Science  
The evaluation was performed using both the SPECjms2007 benchmark and an enterprise LAMP benchmark on both a VMware private cloud and Amazon EC2 public cloud.  ...  For instance, over a 4-month period in a real cloud located in Grenoble (France), we observed that 805 VMs used less than 12 % of the CPU (of the active physical machines).  ...  This work was in part funded by IDS company, the French national program "Investissements d'Avenir IRT Nanoelec" ANR-10-AIRT-05 and Institut Universitaire de France.  ... 
doi:10.1007/978-3-662-48096-0_24 fatcat:tyos5fojnjchtmzvmlqjqjrqsi

Statistical Inference of Software Performance Models for Parametric Performance Completions [chapter]

Jens Happe, Dennis Westermann, Kai Sachs, Lucia Kapová
2010 Lecture Notes in Computer Science  
In many cases, the software basis is the determining factor of the system's overall timing behavior, throughput, and resource utilization.  ...  In this paper, we abstract from the internal structure of the system under study. We focus on message-oriented middleware (MOM) and analyze the dependency between the MOM's usage and its performance.  ...  MOM Benchmarks: SPECjms2007 & jms2009-PS SPECjms2007 is the first industry standard benchmark for Java Message Services (JMS).  ... 
doi:10.1007/978-3-642-13821-8_4 fatcat:kx2jo756hvglfprlgslq7ol3ou

Resilience Benchmarking [chapter]

Marco Vieira, Henrique Madeira, Kai Sachs, Samuel Kounev
2012 Resilience Assessment and Evaluation of Computing Systems  
This chapter presents an overview on the state-of-the-art on benchmarking performance, dependability and security.  ...  Resilience encompasses all attributes of the quality of 'working well in a changing world that includes faults, failures, errors and attacks'.  ...  Study the definition of dynamic workloads via field studies and analysis of existing workloads. 3. Study the characterization of perturbation loads.  ... 
doi:10.1007/978-3-642-29032-9_14 fatcat:km7ggy7kwvhtfc3mdu44qiski4

Designing Benchmarks for P2P Systems [chapter]

Max Lehn, Tonio Triebel, Christian Gross, Dominik Stingl, Karsten Saller, Wolfgang Effelsberg, Alexandra Kovacevic, Ralf Steinmetz
2010 Lecture Notes in Computer Science  
This includes the definition of the system under test (SUT) and particularly its interfaces, the workloads and metrics.  ...  We point out the characteristics of benchmarks for P2P systems, focusing on the challenges compared to conventional benchmarks.  ...  The workload is deployed instantly at the beginning of the benchmark. Scheme 6: Linearly Increasing Number of Requests.  ... 
doi:10.1007/978-3-642-17226-7_13 fatcat:jpzzxdjmcjg75jm3tx5bzf2gwa

Testing AMQP Protocol on Unstable and Mobile Networks [chapter]

Jorge E. Luzuriaga, Miguel Perez, Pablo Boronat, Juan Carlos Cano, Carlos Calafate, Pietro Manzoni
2014 Lecture Notes in Computer Science  
This paper is the starting point of an experimental evaluation of AMQP protocol in such kind of scenarios.  ...  Our goal is to identify the limits of applicability of this middleware, assessing its the capacity in terms of message losses, latencies or jitter, when wireless devices are interrupted and reconnected  ...  In [6] it is shown a way to evaluate the performance of AMQP by using an adapted version of the well-known SPECjms2007 and jms2009-PS benchmarks.  ... 
doi:10.1007/978-3-319-11692-1_22 fatcat:ow6wqhjgzbecnhzdbyvlc5gldy

Introduction to queueing petri nets

Samuel Kounev, Simon Spinner, Philipp Meier
2012 Proceedings of the third joint WOSP/SIPEW international conference on Performance Engineering - ICPE '12  
By combining the modeling power and expressiveness of queueing networks and stochastic Petri nets, queueing Petri nets provide a number of advantages.  ...  As part of the tutorial, we present QPME (Queueing Petri net Modeling Environment), an open-source tool for stochastic modeling and analysis of systems using queueing Petri nets.  ...  The SPECjms2007 benchmark was used in this case study to evaluate the performance of the proposed methodology.  ... 
doi:10.1145/2188286.2188290 dblp:conf/wosp/KounevSM12 fatcat:lsvoww3cdvbydd6rhnapx4itga

A comparative evaluation of AMQP and MQTT protocols over unstable and mobile networks

Jorge E. Luzuriaga, Miguel Perez, Pablo Boronat, Juan Carlos Cano, Carlos Calafate, Pietro Manzoni
2015 2015 12th Annual IEEE Consumer Communications and Networking Conference (CCNC)  
This evaluation is of interest for the upcoming applications of MOM, especially to systems related to the Internet of Things.  ...  In this paper we present an experimental evaluation of both protocols in such scenarios, characterizing their behavior in terms of message loss, latency, jitter and saturation boundary values.  ...  ACKNOWLEDGMENTS This work was partially supported by the Ministerio de Ciencia e Innovación, Spain, under Grant TIN2011-27543-C03-01.  ... 
doi:10.1109/ccnc.2015.7158101 dblp:conf/ccnc/LuzuriagaPBCCM15 fatcat:43jvuxxjovgofdqxm6lzprk7yq

Facilitating Performance Predictions Using Software Components

Jens Happe, Heiko Koziolek, Ralf Reussner
2011 IEEE Software  
Software architects can capture their influence using standard benchmarks (e.g., SPECjEnterprise2010, SPECjms2007, .NET stock trader) to determine their processing overhead. .  ...  : 1) How does the architecture affect response times and throughputs for the expected workload?  ... 
doi:10.1109/ms.2011.25 fatcat:rl77kmg6vrfd7hou2lrhuwwuru
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