LEADER 04701nam 22006015 450 001 996546824003316 005 20230705173106.0 010 $a3-031-29769-5 024 7 $a10.1007/978-3-031-29769-4 035 $a(MiAaPQ)EBC30620215 035 $a(Au-PeEL)EBL30620215 035 $a(DE-He213)978-3-031-29769-4 035 $a(PPN)272256021 035 $a(EXLCZ)9927483031000041 100 $a20230705d2023 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aHigh Performance Computing in Clouds$b[electronic resource] $eMoving HPC Applications to a Scalable and Cost-Effective Environment /$fedited by Edson Borin, Lúcia Maria A. Drummond, Jean-Luc Gaudiot, Alba Melo, Maicon Melo Alves, Philippe Olivier Alexandre Navaux 205 $a1st ed. 2023. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2023. 215 $a1 online resource (337 pages) 311 08$aPrint version: Borin, Edson High Performance Computing in Clouds Cham : Springer International Publishing AG,c2023 9783031297687 327 $aChapter. 1. Why move HPC applications to the Cloud? -- Part. I. Foundations -- Chapter. 2. What is Cloud Computing? -- Chapter. 3. What do HPC applications look like? -- Part. II. Running HPC Applications in Cloud -- Chapter. 4. Deploying and Configuring Infrastructure -- Chapter. 5. Executing Traditional HPC Application Code in Cloud with Containerized Job Schedulers -- Chapter. 6. Designing Cloud-friendly HPC Applications -- Chapter. 7. Exploiting Hardware Accelerators in Clouds -- Part III. Cost and Performance Optimizations -- Chapter. 8. Optimizing Infrastructure for MPI Applications -- Chapter. 9. Harnessing Low-Cost Virtual Machines on the Spot -- Chapter. 10. Ensuring Application Continuity with Fault Tolerance Techniques -- Chapter. 11. Avoiding Resource Wastage -- Part. IV. Application Study Cases -- Chapter. 12. Biological Sequence Comparison on Cloud-based GPU Environment -- Chapter. 13. Oil & Gas Reservoir Simulation in the Cloud -- Chapter. 14. Cost effective deep learning on the cloud -- Appendix A. Deploying an HPC cluster on AWS -- Appendix B. Configuring a cloud-deployed HPC cluster. 330 $aThis 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 and aspects 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. 606 $aCloud Computing 606 $aBig data 606 $aMachine learning 606 $aCloud Computing 606 $aBig Data 606 $aMachine Learning 615 0$aCloud Computing. 615 0$aBig data. 615 0$aMachine learning. 615 14$aCloud Computing. 615 24$aBig Data. 615 24$aMachine Learning. 676 $a004.6782 700 $aBorin$b Edson$01373776 701 $aDrummond$b Lúcia Maria A$01373777 701 $aGaudiot$b Jean-Luc$01017756 701 $aMelo$b Alba$01373778 701 $aMelo Alves$b Maicon$01373779 701 $aNavaux$b Philippe Olivier Alexandre$01373780 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996546824003316 996 $aHigh Performance Computing in Clouds$93404899 997 $aUNISA