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High Performance Computing in Clouds

Autor
Herausgegeben von Edson Borin, Herausgegeben von Lúcia Maria A. Drummond, Herausgegeben von Jean-Luc Gaudiot, Herausgegeben von Alba Melo, Herausgegeben von Maicon Melo Alves, Herausgegeben von Philippe Olivier Alexandre Navaux

High Performance Computing in Clouds

Untertitel
Moving HPC Applications to a Scalable and Cost-Effective Environment
Beschreibung

This book brings a thorough explanation on the path needed to use cloud computing technologies to run High-Performance Computing (HPC) applications. Besides presenting the motivation behind moving HPC applications to the cloud, it covers both essential and advanced issues on this topic such as deploying HPC applications and infrastructures, designing cloud-friendly HPC applications, and optimizing a provisioned cloud infrastructure to run this family of applications. Additionally, this book also describes the best practices to maintain and keep running HPC applications in the cloud by employing fault tolerance techniques and avoiding resource wastage.  To give practical meaning to topics covered in this book, it brings some case studies where HPC applications, used in relevant scientific areas like Bioinformatics and Oil and Gas industry were moved to the cloud. Moreover, it also discusses how to train deep learning models in the cloud elucidating the key components andaspects necessary to train these models via different types of services offered by cloud providers.Despite the vast bibliography about cloud computing and HPC, to the best of our knowledge, no existing manuscript has comprehensively covered these topics and discussed the steps, methods and strategies to execute HPC applications in clouds. Therefore, we believe this title is useful for IT professionals and students and researchers interested in cutting-edge technologies, concepts, and insights focusing on the use of cloud technologies to run HPC applications.

Verlag
Springer International Publishing
ISBN/EAN
978-3-031-29769-4
Preis
181,89 EUR
Status
lieferbar