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Distributed multi-layered workload synthesis for testing stream processing systems

Eric Bouillet, Parijat Dube, David George, Zhen Liu, Dimitrios Pendarakis, Li Zhang
2008 2008 Winter Simulation Conference  
The workload should have realistic volumetric and contextual statistics at different levels: user level, application level, packet level etc.  ...  We present a scalable framework for synthesis of distributed workload based on identifying different layers of workload corresponding to different time-scales.  ...  SWORD (Scalable WORkloaD generator) is a scalable and flexible workload generator for testing and benchmarking high-volume distributed stream processing systems.  ... 
doi:10.1109/wsc.2008.4736167 dblp:conf/wsc/BouilletDGLPZ08 fatcat:6d4tv3d4cjembgqgwikck225ty

PEESOS-Cloud: A Workload-Aware Architecture for Performance Evaluation in Service-Oriented Systems

Carlos H.G. Ferreira, Luiz H. Nunes, Lourenco A. Pereira, Luis H.V. Nakamura, Julio C. Estrella, Stephan Reiff-Marganiec
2016 2016 IEEE World Congress on Services (SERVICES)  
The most common scenario consists of distributed systems that use a workload capable of enabling clients to exploit the target system in different operational conditions.  ...  In this paper, a number of problems in the workload generation have been identified and summarized.  ...  This work makes direct use of the workload generation whether it is a synthetic or real distribution.  ... 
doi:10.1109/services.2016.25 dblp:conf/services/FerreiraNPNER16 fatcat:q4wbu5prajabfani65viirpz5a

PSBench

Kaiwen Zhang, Tilmann Rabl, Yi Ping Sun, Rushab Kumar, Nayeem Zen, Hans-Arno Jacobsen
2014 Proceedings of the Posters & Demos Session on - Middleware Posters and Demos '14  
In this demo, we present PSBench, a benchmark specification and suite for publish/subscribe systems that covers a broad variety of publish/subscribe workloads and scenarios.  ...  The benchmark suite is extensible and generic, but the specification targets social games.  ...  While its tool chain is built as a generic framework, it features an application-level scenario based on social games.  ... 
doi:10.1145/2678508.2678517 dblp:conf/middleware/ZhangRSKZJ14 fatcat:7wlhwtlxwnhwlchdecqg7uscky

ECHO: Recreating network traffic maps for datacenters with tens of thousands of servers

Christina Delimitrou, Sriram Sankar, Aman Kansal, Christos Kozyrakis
2012 2012 IEEE International Symposium on Workload Characterization (IISWC)  
We validate the model against real DC-scale applications, such as Websearch and show marginal deviations between original and generated workloads.  ...  Unfortunately, previous work lacks the ability to track the complex patterns that are present in these applications, or scales poorly with the size of the system.  ...  Christina Delimitrou was supported by a Stanford Graduate Fellowship.  ... 
doi:10.1109/iiswc.2012.6402896 dblp:conf/iiswc/DelimitrouSKK12 fatcat:6bt6g7b275gs7nuetilzmqk76m

GRENCHMARK: A Framework for Analyzing, Testing, and Comparing Grids

A. Iosup, D. Epema
2006 Sixth IEEE International Symposium on Cluster Computing and the Grid (CCGRID'06)  
For this purpose, we have designed and implemented GrenchMark, a framework for synthetic workload generation and submission.  ...  To address this chicken-and-egg problem, we propose a middle-way approach: create and run synthetic grid workloads comprising applications representative for today's grids.  ...  Acknowledgments This work was carried out in the context of the Virtual Laboratory for e-Science project (www.vl-e.nl), which is supported by a BSIK grant from the Dutch Ministry of Education, Culture  ... 
doi:10.1109/ccgrid.2006.49 dblp:conf/ccgrid/IosupE06 fatcat:u3me7v2fw5g2hddp7nj77jexny

Scalable transactions in cloud data stores

Swati Ahirrao, Rajesh Ingle
2015 Journal of Cloud Computing: Advances, Systems and Applications  
Analytical and experimental results are observed and it shows that scalable workload-driven data partitioning outperforms the schema level and graph partitioning in terms of throughput, response time and  ...  This paper proposes a novel workload-aware approach, with scalable workload-driven data partitioning based on data access patterns of web applications for transaction processing.  ...  Figure 9 shows distributed transactions for scalable workload-driven, schema level and graph partitioning.  ... 
doi:10.1186/s13677-015-0047-3 fatcat:wzpjyljmxrgq7gxbo6ry4xs2q4

Application Optimisation: Workload Prediction and Autonomous Autoscaling of Distributed Cloud Applications [chapter]

Per-Olov Östberg, Thang Le Duc, Paolo Casari, Rafael García Leiva, Antonio Fernández Anta, Jörg Domaschka
2020 The Cloud-to-Thing Continuum  
Optimisation of (the configuration and deployment of) distributed cloud applications is a complex problem that requires understanding factors such as infrastructure and application topologies, workload  ...  Contributions in modelling, characterisation, and autoscaling of applications, as well as prediction and generation of workloads, are presented and discussed in the context of optimisation of distributed  ...  This limits its applicability in largescale systems.  ... 
doi:10.1007/978-3-030-39863-7_3 fatcat:hfdlnie76fgyvbk2ot7p5appaa

Scalable transactions in Cloud Data Stores

S. Ahirrao, R. Ingle
2013 2013 3rd IEEE International Advance Computing Conference (IACC)  
Analytical and experimental results are observed and it shows that scalable workload-driven data partitioning outperforms the schema level and graph partitioning in terms of throughput, response time and  ...  This paper proposes a novel workload-aware approach, with scalable workload-driven data partitioning based on data access patterns of web applications for transaction processing.  ...  Figure 9 shows distributed transactions for scalable workload-driven, schema level and graph partitioning.  ... 
doi:10.1109/iadcc.2013.6514205 fatcat:knxl66s3ergkdapavbzy4xsvjy

Techniques for modeling large-scale HPC I/O workloads

Shane Snyder, Prabhat, Philip Carns, Robert Latham, Misbah Mubarak, Robert Ross, Christopher Carothers, Babak Behzad, Huong Vu Thanh Luu, Surendra Byna
2015 Proceedings of the 6th International Workshop on Performance Modeling, Benchmarking, and Simulation of High Performance Computing Systems - PMBS '15  
We analyze and contrast each of these workload generation techniques in the context of storage system simulation models as well as production storage system measurements.  ...  In this work, we present the design of IOWA, a novel I/O workload abstraction that allows arbitrary workload consumer components to obtain I/O workloads from a range of diverse input sources.  ...  The Recorder generator consistently reproduces the target workloads with the most accuracy, making it the best workload generation method for in-depth study of a specific application workload of interest  ... 
doi:10.1145/2832087.2832091 dblp:conf/sc/SnyderCLMRCBLBP15 fatcat:7cxcbtpmdjgqfeeg5vtdjhv5g4

University of Newcastle upon Tyne

1975 The Lancet  
As is typical in data centre operation, hosting of an application is governed by a Service Level Agreement (SLA) between provider and application owner.  ...  As is typical in data centre operation, hosting of an application is governed by a Service Level Agreement (SLA) between provider and application owner.  ...  Service level agreements are made for such workloads and govern the arbitration of resources. As described in [10] , it is possible to exert control at a number of levels in such a system.  ... 
doi:10.1016/s0140-6736(75)80076-6 fatcat:n6juwmw2mjdrzjj7pi2h3fqewq

University of Newcastle Upon Tyne

1963 BMJ (Clinical Research Edition)  
As is typical in data centre operation, hosting of an application is governed by a Service Level Agreement (SLA) between provider and application owner.  ...  As is typical in data centre operation, hosting of an application is governed by a Service Level Agreement (SLA) between provider and application owner.  ...  Service level agreements are made for such workloads and govern the arbitration of resources. As described in [10] , it is possible to exert control at a number of levels in such a system.  ... 
doi:10.1136/bmj.2.5352.268-a fatcat:ysyarq2pkbgy7dw7clskjfzrfq

Sword: Scalable and Flexible Workload Generator for Distributed Data Processing Systems

Kay Anderson, Joseph Bigus, Eric Bouillet, Parijat Dube, Nagui Halim, Zhen Liu, Dimitrios Pendarakis
2006 Proceedings of the 2006 Winter Simulation Conference  
We present a Scalable WORkloaD generator (SWORD) that we have developed for the testing and benchmarking of high-volume data processing systems.  ...  The tool is not only scalable but is also flexible and extensible allowing the generation of workload of a variety of types of applications and of contents.  ...  a server application using a client agent under the control of the workload generator).  ... 
doi:10.1109/wsc.2006.323010 dblp:conf/wsc/AndersonBBDHLP06 fatcat:7vznbycconhybmkisf3wpcc3wa

Towards Scalable Execution Across Multiple Xsede Resources

Shantenu Jha
2015 Zenodo  
A White Paper submitted to NSF-ACI (2015)  ...  Condor which is commonly used by applications and higher-level tools represents the state-of-affairs: it has become a kitchen-sink for "distribution" "workload management" "resource management" "infrastructure  ...  MSE at the System Level (on XSEDE) : There are no system-level services on XSEDE that implicitly or explicitly provide MSE capabilites.  ... 
doi:10.5281/zenodo.17909 fatcat:tko5ptvhzjhv7d7afazyiqno2y

Tools for Continuously Evaluating Distributed System Qualities

James H Hill, Douglas C Schmidt, James R Edmondson, Aniruddha S Gokhale
2010 IEEE Software  
., performance, reliability, and security) for distributed systems has historically occurred late in the software lifecycle.  ...  This article shows how model-driven engineering-particularly domain-specific modeling languages coupled with system execution modeling tools-can enable agile development of distributed systems and facilitate  ...  This middleware raises the level of abstraction for software so that distributed system developers can focus more on application-level concerns (e.g., the "business logic") rather than wrestling with infrastructure-level  ... 
doi:10.1109/ms.2009.197 fatcat:4wcsysm5srelrix3s3ofpcxbuu

Analytical modeling for what-if analysis in complex cloud computing applications

Rahul Singh, Prashant Shenoy, Maitreya Natu, Vaishali Sadaphal, Harrick Vin
2013 Performance Evaluation Review  
Our system automatically generates node-level queueing models and then uses model composition to build system-wide models.  ...  Modern cloud applications are complex distributed systems with tens or hundreds of interacting software components.  ...  Third, given such system-level models, we wish to enable rich workload-based what-if analysis of the distributed application.  ... 
doi:10.1145/2479942.2479949 fatcat:kmazmz6farasheawfgcw7ln3x4
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