Fair Scheduling in High Performance Computing Environments

Fair Scheduling in High Performance Computing Environments PDF Author: Art Sedighi
Publisher: Springer
ISBN: 3030145689
Category : Computers
Languages : en
Pages : 136

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Book Description
This book introduces a new scheduler to fairly and efficiently distribute system resources to many users of varying usage patterns compete for them in large shared computing environments. The Rawlsian Fair scheduler developed for this effort is shown to boost performance while reducing delay in high performance computing workloads of certain types including the following four types examined in this book: i. Class A – similar but complementary workloads ii. Class B – similar but steady vs intermittent workloads iii. Class C – Large vs small workloads iv. Class D – Large vs noise-like workloads This new scheduler achieves short-term fairness for small timescale demanding rapid response to varying workloads and usage profiles. Rawlsian Fair scheduler is shown to consistently benefit workload Classes C and D while it only benefits Classes A and B workloads where they become disproportionate as the number of users increases. A simulation framework, dSim, simulates the new Rawlsian Fair scheduling mechanism. The dSim helps achieve instantaneous fairness in High Performance Computing environments, effective utilization of computing resources, and user satisfaction through the Rawlsian Fair scheduler.

Emerging Trends in Intelligent Computing and Informatics

Emerging Trends in Intelligent Computing and Informatics PDF Author: Faisal Saeed
Publisher: Springer Nature
ISBN: 3030335828
Category : Technology & Engineering
Languages : en
Pages : 1199

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Book Description
This book presents the proceedings of the 4th International Conference of Reliable Information and Communication Technology 2019 (IRICT 2019), which was held in Pulai Springs Resort, Johor, Malaysia, on September 22–23, 2019. Featuring 109 papers, the book covers hot topics such as artificial intelligence and soft computing, data science and big data analytics, internet of things (IoT), intelligent communication systems, advances in information security, advances in information systems and software engineering.

Job Scheduling Strategies for Parallel Processing

Job Scheduling Strategies for Parallel Processing PDF Author: Walfredo Cirne
Publisher: Springer
ISBN: 3642358675
Category : Computers
Languages : en
Pages : 281

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Book Description
This book constitutes the thoroughly refereed proceedings of the 16th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP 2012, which was held in Shanghai, China, in May 2012. The 14 revised papers presented were carefully reviewed and selected from 24 submissions. The papers cover the following topics: parallel batch scheduling; workload analysis and modeling; resource management system software studies; and Web scheduling.

Fair Scheduling in High Performance Computing Environments

Fair Scheduling in High Performance Computing Environments PDF Author: Art Sedighi
Publisher: Springer
ISBN: 3030145689
Category : Computers
Languages : en
Pages : 136

Get Book Here

Book Description
This book introduces a new scheduler to fairly and efficiently distribute system resources to many users of varying usage patterns compete for them in large shared computing environments. The Rawlsian Fair scheduler developed for this effort is shown to boost performance while reducing delay in high performance computing workloads of certain types including the following four types examined in this book: i. Class A – similar but complementary workloads ii. Class B – similar but steady vs intermittent workloads iii. Class C – Large vs small workloads iv. Class D – Large vs noise-like workloads This new scheduler achieves short-term fairness for small timescale demanding rapid response to varying workloads and usage profiles. Rawlsian Fair scheduler is shown to consistently benefit workload Classes C and D while it only benefits Classes A and B workloads where they become disproportionate as the number of users increases. A simulation framework, dSim, simulates the new Rawlsian Fair scheduling mechanism. The dSim helps achieve instantaneous fairness in High Performance Computing environments, effective utilization of computing resources, and user satisfaction through the Rawlsian Fair scheduler.

High Performance Computing and Grids in Action

High Performance Computing and Grids in Action PDF Author: Lucio Grandinetti
Publisher: IOS Press
ISBN: 1586038397
Category : Computers
Languages : en
Pages : 552

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Book Description
Collects in four chapters single monographs related to the fundamental advances in parallel computer systems and their developments from different points of view (from computer scientists, computer manufacturers, end users) and related to the establishment and evolution of grids fundamentals, implementation and deployment.

Applications and Developments in Grid, Cloud, and High Performance Computing

Applications and Developments in Grid, Cloud, and High Performance Computing PDF Author: Udoh, Emmanuel
Publisher: IGI Global
ISBN: 1466620668
Category : Computers
Languages : en
Pages : 393

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Book Description
"This book provides insight into the current trends and emerging issues by investigating grid and cloud evolution, workflow management, and the impact new computing systems have on the education fields as well as the industries"--Provided by publisher.

High Performance Computing on Vector Systems 2010

High Performance Computing on Vector Systems 2010 PDF Author: Michael M. Resch
Publisher: Springer Science & Business Media
ISBN: 3642118518
Category : Computers
Languages : en
Pages : 198

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Book Description
This book covers the results of the 11th and 12th Tera?op Workshop and continued a series initiated by NEC and the HLRS in 2004. As part of the Tera?op Workbench, it has become a meeting platform for scientists, application developers, international experts and hardware designers to discuss the current state and future directions of supercomputing with the aim of achieving the highest sustained application perf- mance. The Tera?op Workbench Project is a collaboration between the High Perf- mance Computing Center Stuttgart (HLRS) and NEC Deutschland GmbH (NEC HPCE) to support users to achieve their research goals using High Performance Computing. The ?rst stage of the Tera?op Workbench project (2004–2008) c- centrated on user’s applications and their optimization for the 72-node NEC SX-8 installation at HLRS. During this stage, numerous individual codes, developed and maintained by researchers or commercial organizations, have been analyzed and - timized. Several of the codes have shown the ability to outreach the TFlop/s thre- old of sustained performance. This created the possibility for new science and a deeper understanding of the underlying physics.

High-Performance Computing Applications in Numerical Simulation and Edge Computing

High-Performance Computing Applications in Numerical Simulation and Edge Computing PDF Author: Changjun Hu
Publisher: Springer Nature
ISBN: 9813299878
Category : Computers
Languages : en
Pages : 254

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Book Description
This book constitutes the referred proceedings of two workshops held at the 32nd ACM International Conference on Supercomputing, ACM ICS 2018, in Beijing, China, in June 2018. This volume presents the papers that have been accepted for the following workshops: Second International Workshop on High Performance Computing for Advanced Modeling and Simulation in Nuclear Energy and Environmental Science, HPCMS 2018, and First International Workshop on HPC Supported Data Analytics for Edge Computing, HiDEC 2018. The 20 full papers presented during HPCMS 2018 and HiDEC 2018 were carefully reviewed and selected from numerous submissions. The papers reflect such topics as computing methodologies; parallel algorithms; simulation types and techniques; machine learning.

Frontiers of High Performance Computing and Networking

Frontiers of High Performance Computing and Networking PDF Author: Geyong Min
Publisher: Springer Science & Business Media
ISBN: 3540498605
Category : Computers
Languages : en
Pages : 1176

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Book Description
This book constitutes the refereed joint proceedings of ten international workshops held in conjunction with the 4th International Symposium on Parallel and Distributed Processing and Applications, ISPA 2006, held in Sorrento, Italy in December 2006. It contains 116 papers that contribute to enlarging the spectrum of the more general topics treated in the ISPA 2006 main conference.

Use Of High Performance Computing In Meteorology - Proceedings Of The Eleventh Ecmwf Workshop

Use Of High Performance Computing In Meteorology - Proceedings Of The Eleventh Ecmwf Workshop PDF Author: George Mozdzynski
Publisher: World Scientific
ISBN: 9814480274
Category : Computers
Languages : en
Pages : 323

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Book Description
Geosciences and, in particular, numerical weather prediction are demanding the highest levels of available computer power. The European Centre for Medium-Range Weather Forecasts, with its experience in using supercomputers in this field, organizes every other year a workshop bringing together manufacturers, computer scientists, researchers and operational users to share their experiences and to learn about the latest developments. This volume provides an excellent overview of the latest achievements and plans for the use of new parallel techniques in the fields of meteorology, climatology and oceanography.

High Performance Computing: Technology, Methods and Applications

High Performance Computing: Technology, Methods and Applications PDF Author: J.J. Dongarra
Publisher: Elsevier
ISBN: 0080553915
Category : Computers
Languages : en
Pages : 437

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Book Description
High Performance Computing is an integrated computing environment for solving large-scale computational demanding problems in science, engineering and business. Newly emerging areas of HPC applications include medical sciences, transportation, financial operations and advanced human-computer interface such as virtual reality. High performance computing includes computer hardware, software, algorithms, programming tools and environments, plus visualization. The book addresses several of these key components of high performance technology and contains descriptions of the state-of-the-art computer architectures, programming and software tools and innovative applications of parallel computers. In addition, the book includes papers on heterogeneous network-based computing systems and scalability of parallel systems. The reader will find information and data relative to the two main thrusts of high performance computing: the absolute computational performance and that of providing the most cost effective and affordable computing for science, industry and business. The book is recommended for technical as well as management oriented individuals.