High Performance Computing in Clouds: Moving HPC Applications to a Scalable and Cost-Effective Environment by Edson Borin 9783031297694 3031297695

High Performance Computing in Clouds: Moving HPC Applications to a Scalable and Cost-Effective Environment Edson Borin – Ebook Instant Download/Delivery ISBN(s): 9783031297694, 3031297695, B0BYN665C2

Product details:

• ISBN 10: 3031297695
• ISBN 13: 9783031297694
• Author:  Edson Borin

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.

Table contents:

1. Why Move HPC Applications to the Cloud?
Part I. Foundations
2. What Is Cloud Computing?
3. What Do HPC Applications Look Like?
Part II. Running HPC Applications in Cloud
4. Deploying and Configuring Infrastructure
5. Executing Traditional HPC Application Code in Cloud with Containerized Job Schedulers
6. Designing Cloud-Friendly HPC Applications
7. Exploiting Hardware Accelerators in Clouds
Part III. Cost and Performance Optimizations
8. Optimizing Infrastructure for MPI Applications
9. Harnessing Low-Cost Virtual Machines on the Spot
10. Ensuring Application Continuity with Fault Tolerance Techniques
11. Avoiding Resource Wastage
Part IV. Application Study Cases
12. Biological Sequence Comparison on Cloud-Based GPU Environment
13. Reservoir Simulation in the Cloud
14. Cost Effective Deep Learning on the Cloud

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