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Barcelona Supercomputing

by Josep Ll. Berral, Nicolas Poggi, Barcelona Supercomputing, David Carrera, Barcelona Supercomputing, Aaron Call, Rob Reinauer, Daron Green
"... This article presents ALOJA-Machine Learning (ALOJA-ML) an extension to the ALOJA project that uses ma-chine learning techniques to interpret Hadoop benchmark performance data and performance tuning; here we detail the approach, efficacy of the model and initial results. The ALOJA-ML project is the ..."
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is the latest phase of a long-term col-laboration between BSC and Microsoft, to automate the characterization of cost-effectiveness on Big Data deploy-ments, focusing on Hadoop. Hadoop presents a complex ex-ecution environment, where costs and performance depends on a large number of software (SW

FLOWPROPHET: Generic and Accurate Traffic Prediction for Data-parallel Cluster Computing

by Hao Wang, Li Chen, Kai Chen, Ziyang Li, Yiming Zhang, Haibing Guan, Zhengwei Qi, Dongsheng Li, Yanhui Geng
"... Abstract—Data-parallel computing frameworks (DCF) such as MapReduce, Spark, and Dryad etc. have tremendous applications in big data and cloud computing, and throw tons of flows into data center networks. In this paper, we design and implement FLOWPROPHET, a general framework to predict traffic flows ..."
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Abstract—Data-parallel computing frameworks (DCF) such as MapReduce, Spark, and Dryad etc. have tremendous applications in big data and cloud computing, and throw tons of flows into data center networks. In this paper, we design and implement FLOWPROPHET, a general framework to predict traffic

HPGMG 1.0: A Benchmark for Ranking High Performance Computing Systems

by Mark F Adams , Jed Brown , John Shalf , Brian Van Straalen , Erich Strohmaier , Sam Williams
"... Abstract This document provides an overview of the benchmark -HPGMG -for ranking large scale general purpose computers for use on the Top500 list Summary The High Performance Linpack (HPL) benchmark ) has been a successful metric for ranking high performance computing systems. HPL became a broadly ..."
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is composed of computations and data access patterns more commonly found in contemporary applications. Using HPGMG, we aim to create a benchmark for ranking systems that will promote system design improvements that are better aligned to real scientific application performance. Introduction The High

List of Tables...........................

by Catherine Rose, Mills Olschanowsky, Catherine Rose, Mills Olschanowsky , 2011
"... by ..."
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The Datacenter as a Computer An Introduction to the Design of Warehouse-Scale Machinesiii Synthesis Lectures on Computer Architecture Editor

by unknown authors
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The Datacenter as a Computer An Introduction to the Design of Warehouse-Scale Machinesiii Synthesis Lectures on Computer Architecture Editor

by unknown authors
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The Datacenter as a Computer An Introduction to the Design of Warehouse-Scale Machinesiii Synthesis Lectures on Computer Architecture Editor

by unknown authors
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Software and Systems Modeling The final publication is available at www.springerlink.com Performance Modeling and Analysis of Message-oriented Event-driven Systems

by Kai Sachs, Samuel Kounev, Ro Buchmann
"... Abstract Message-oriented event-driven systems are becoming increasingly ubiquitous in many industry do-mains including telecommunications, transportation and supply chain management. Applications in these areas typically have stringent requirements for performance and scalability. To guarantee adeq ..."
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-plication in the supply chain management domain. The methodology, which is based on queueing Petri nets, pro-vides a basis for performance analysis and capacity plan-ning. We study a deployment of the SPECjms2007 stan-dard benchmark on a leading commercial middleware platform. A detailed system model is built in a step

Saskatoon By

by Dmytro Dyachuk
"... In presenting this thesis in partial fulfilment of the requirements for a Postgraduate degree ..."
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In presenting this thesis in partial fulfilment of the requirements for a Postgraduate degree

CORRECTING FOR PRECIPITATION EFFECTS IN SATELLITE-BASED PASSIVE MICROWAVE TROPICAL CYCLONE INTENSITY ESTIMATES

by Capt Wacker Robert S, Robert S. Wacker , 2005
"... Public reporting burden for this collection of Information is estimated to average 1 hour per response, including the time for reviewing instructions, searching existing data sources, gathering and maintaining the data needed, and completing and reviewing the collection of information. Send comments ..."
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Public reporting burden for this collection of Information is estimated to average 1 hour per response, including the time for reviewing instructions, searching existing data sources, gathering and maintaining the data needed, and completing and reviewing the collection of information. Send
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