Designing Development Readiness Indicators and Roadmap for Petaflops Scale Supercomputers

Document Type : Original Article

Authors

IT Faculty, ICT Research Institute, Tehran, Iran

Abstract

Recently, supercomputers and high-performance computing (HPC) have caused significant progress in many fields, including industrial and research fields of artificial intelligence, data science, big data, Internet of Things, as well as large scale web applications. Regarding this characteristic, the supercomputer field becomes one of the strategic issues in developed and developing countries. Successful HPC development requires a robust infrastructure that effectively depends on a multidimensional policy and roadmap, covering all aspects of HPC services. In this regard, a comprehensive roadmap is necessary to design and achieve high-performance computing services. This paper proposes a comprehensive roadmap focusing on several strategic areas, including research activities, infrastructure and platforms, data processing, standard regulations, applied services, and business development. The roadmap follows an evolutionary strategy where strategic regions evolve in parallel. Also, in this paper, the Supercomputing Development Readiness Indicators (SDRI) inspired by the "Network Readiness Indicators" (NRI) are presented and the proposed roadmap uses them. The proposed roadmap is then compared with two other hypothetical roadmaps with the timing and priority of different strategic areas in terms of progress and completion time. Evaluation of the proposed roadmap based on the SDRI specification shows the effectiveness of the proposed method in creating and developing the services of a petaflops scale supercomputer.

Keywords


[1]     G. Juckeland, and S. Chandrasekaran, “Tools and Techniques for High Performance Computing: Selected Workshops, HUST, SE-HER and WIHPC, Held in Conjunction with SC 2019, Denver, CO, USA, November 17–18, 2019, Revised Selected Papers”, Springer Nature, 2020.
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[9]     M. Richards, and S. Lathrop, “A training roadmap for new HPC users”, In Proceedings of the 2011 TeraGrid Conference: Extreme Digital Discovery, pp. 1-7.
[10]   D. Maleki, A. Mansouri, E. Arianyan, “An Integrated Taxonomy of Standard Indicators for Ranking and Selecting Supercomputers,” Journal of Information and communication Technology in policing (JICTP), vol. 3, no.10, pp. 27-46, 2022. https://doi.org/10.22034/pitc.2022.1268492.1140. (In Persian)
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[15]   X. k. Liao, K. Lu, C. Q. Yang, J. W. Li, Y. Yuan, M. C. Lai, L. B. Huang, P. J. Lu, J. B. Fang, and J. Ren, “Moving from exascale to zettascale computing: challenges and techniques,” Frontiers of Information Technology & Electronic Engineering, vol. 19, no. 10, pp. 1236-1244, 2018.
[16]   M. Zhang, R. N. Mysore, S. Supittayapornpong, and R. Govindan, “Understanding lifecycle management complexity of datacenter topologies”, 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19), 2019, pp. 235-254.
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[18]   M. A. Netto, R. N. Calheiros, E. R. Rodrigues, R. L. Cunha, and R. Buyya, “HPC cloud for scientific and business applications: taxonomy, vision, and research challenges,” ACM Computing Surveys (CSUR), vol. 51, no. 1, pp. 1-29, 2018.
[19]   P. Thoman, K. Dichev, T. Heller, R. Iakymchuk, X. Aguilar, K. Hasanov, P. Gschwandtner, P. Lemarinier, S. Markidis, and H. Jordan, “A taxonomy of task-based parallel programming technologies for high-performance computing,” The Journal of Supercomputing, vol. 74, no. 4, pp. 1422-1434, 2018.
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 Davood Maleki is a faculty member of ICT Research Institute (ITRC). He has a master's degree in computer software engineering from Ferdowsi University of Mashhad. Currently, as a colleague and supervisor in fundamental, practical and strategic projects in Research Institute of Communication and Information Technology is working.
 Mohammad Reza Ahmadi is an associate Professor at ICT Research Institute (ITRC). He received his Doctor degree in Communication Networks from TokyoInstitute of Technology, Tokyo, in 1997. Currently he is the project manager and researcher in IT department of Research Institute of ITC. His research interests are resource optimization in data centers, virtualization technology, cloud computing, and Big data applications.
Alireza Mansouri is an assistant Professor at ICT Research Institute (ex ITRC: Iran Telecommunication Research Center). He received his BSc and MSc from Sharif University of Technology, Tehran-Iran, both in Computer Engineering- Software and his Ph.D. in Computer Engineering- Information Technology from University of Tehran, Tehran-Iran. His research interests include High Performance Computing, Agent-Based Modeling, Internet of Things, Social Networks, and Computational Social Science.
 Ehsan Arianyan is an assistant Professor and director of the Information Technology Platform Group of ICT Research Institute (ITRC). He received his BSc from Iran University of Science and Technology and M.S. and Ph.D. degrees from Amirkabir University of Technology, Tehran, Iran, in, 2008, 2010 and 2015, respectively. He ranked 1'st among the graduate students of the Iran University of Science and Technology in the bachelor level and also among the graduate students of Amirkabir University of Technology in both master and doctoral levels. He is the author of more than 20 peer-reviewed papers as well as 10 books. His research interests include cloud computing, parallel computing, and big data.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
[1]     G. Juckeland, and S. Chandrasekaran, “Tools and Techniques for High Performance Computing: Selected Workshops, HUST, SE-HER and WIHPC, Held in Conjunction with SC 2019, Denver, CO, USA, November 17–18, 2019, Revised Selected Papers”, Springer Nature, 2020.
[2]     Z. Liu, “US Dethrones China With IBM Summit Supercomputer”. Tom's Hardware. https://www.tomshardware.com/news/us-supercomputer-china-top500-summit,37367.html, Retrieved 18  May 2022., 26 June 2018.
[3]     F. Munger, “Titan passes acceptance test, seals ORNL's supercomputer deal with Cray”. Knox News. July 2013,  http://knoxblogs.com/atomiccity/2013/06/11/titan_passes_acceptance_test_s.
[4]     O. Tsukimori, “Japan's Fugaku supercomputer is tackling some of the world's biggest problems”. The Japan Times. Retrieved 26 January 2021., 7 January 2021. https://www.japantimes.co.jp/news/2021/01/07/business/tech/japans-fugaku-supercomputer/.
[5]     X. Yang, X. Liao, W. Xu, J. Song, Q. Hu, J. Su, ... and C. Yang, "TH-1: China’s first petaflop supercomputer", Front. Comput. Sci. China, vol. 4, pp. 445–455, 2010. https://doi.org/10.1007/s11704-010-0383-x
[6]     W. Zheng, “Research trend of large-scale supercomputers and applications from the TOP500 and Gordon Bell Prize,” Science China Information Sciences, vol. 63, no. 7, pp. 1-14, 2020.
[7]     M. Hilbert, “Big Data for Development: A Review of Promises and Challenges,” Development Policy Review, vol. 34, no. 1, pp. 135-174, 2016.
[8]     P. Righi, “Istat International And National Initiatives On Big Data,” Rivista Italiana di Economia Demografia e Statistica, vol. 70, no. 1, pp. 147-156, 2016.
[9]     M. Richards, and S. Lathrop, “A training roadmap for new HPC users”, In Proceedings of the 2011 TeraGrid Conference: Extreme Digital Discovery, pp. 1-7.
[10]   D. Maleki, A. Mansouri, E. Arianyan, “An Integrated Taxonomy of Standard Indicators for Ranking and Selecting Supercomputers,” Journal of Information and communication Technology in policing (JICTP), vol. 3, no.10, pp. 27-46, 2022. https://doi.org/10.22034/pitc.2022.1268492.1140. (In Persian)
[11]   W. Jiang, B. Han, M. A. Habibi, and H. D. Schotten, “The road towards 6G: A comprehensive survey,” IEEE Open Journal of the Communications Society, vol. 2, pp. 334-366, 2021.
[12]   W. Laramie, “The Open Euro HPC Project, HPC Cluster Upgrade RFP, Advanced Research Computing Center Information Technology/Research Support, Procurement Services, University of Wyoming, Laramie, Wyoming 82071, ,” April 6, 2017. https://docest.com/hpc-cluster-upgrade-rfp.
[13]   D. Maleki, E. Arianyan, M. R. Ahmadi, “Big Data: A Coevolutionary Strategic Roadmap,” In 2016 8th International Symposium on Telecommunications (IST), IEEE, 2016, pp. 202-207.
[14]   Arianian, Ehsan, “Monitoring and guiding the Simorgh supercomputer project and conducting research studies for its development”, Reports of the project, Communication and Information Technology Research Institute, 1400. (In Persian)
[15]   X. k. Liao, K. Lu, C. Q. Yang, J. W. Li, Y. Yuan, M. C. Lai, L. B. Huang, P. J. Lu, J. B. Fang, and J. Ren, “Moving from exascale to zettascale computing: challenges and techniques,” Frontiers of Information Technology & Electronic Engineering, vol. 19, no. 10, pp. 1236-1244, 2018.
[16]   M. Zhang, R. N. Mysore, S. Supittayapornpong, and R. Govindan, “Understanding lifecycle management complexity of datacenter topologies”, 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19), 2019, pp. 235-254.
[17]   M. H. ur Rehman, V. Chang, A. Batool, and T. Y. Wah, “Big Data Reduction Framework for Value Creation in Sustainable Enterprises,” International Journal of Information Management, vol. 36, no. 6, pp. 917-928, 2016.
[18]   M. A. Netto, R. N. Calheiros, E. R. Rodrigues, R. L. Cunha, and R. Buyya, “HPC cloud for scientific and business applications: taxonomy, vision, and research challenges,” ACM Computing Surveys (CSUR), vol. 51, no. 1, pp. 1-29, 2018.
[19]   P. Thoman, K. Dichev, T. Heller, R. Iakymchuk, X. Aguilar, K. Hasanov, P. Gschwandtner, P. Lemarinier, S. Markidis, and H. Jordan, “A taxonomy of task-based parallel programming technologies for high-performance computing,” The Journal of Supercomputing, vol. 74, no. 4, pp. 1422-1434, 2018.
[20]   K. I. Kitayama, “A vision toward smart photonic cloud”, In 2015 International Conference on Photonics in Switching (PS), IEEE, 2015, pp. 10-12.
[21]   R. Sandoval-Almazan, and J. R. Gil-Garcia, “Towards an Integrative Assessment of Open Government: Proposing Conceptual Lenses and Practical Components,” Journal of Organizational Computing and Electronic Commerce, vol. 26, no. 1-2, pp. 170-192, 2016.
 
 Davood Maleki is a faculty member of ICT Research Institute (ITRC). He has a master's degree in computer software engineering from Ferdowsi University of Mashhad. Currently, as a colleague and supervisor in fundamental, practical and strategic projects in Research Institute of Communication and Information Technology is working.
 Mohammad Reza Ahmadi is an associate Professor at ICT Research Institute (ITRC). He received his Doctor degree in Communication Networks from TokyoInstitute of Technology, Tokyo, in 1997. Currently he is the project manager and researcher in IT department of Research Institute of ITC. His research interests are resource optimization in data centers, virtualization technology, cloud computing, and Big data applications.
Alireza Mansouri is an assistant Professor at ICT Research Institute (ex ITRC: Iran Telecommunication Research Center). He received his BSc and MSc from Sharif University of Technology, Tehran-Iran, both in Computer Engineering- Software and his Ph.D. in Computer Engineering- Information Technology from University of Tehran, Tehran-Iran. His research interests include High Performance Computing, Agent-Based Modeling, Internet of Things, Social Networks, and Computational Social Science.
 Ehsan Arianyan is an assistant Professor and director of the Information Technology Platform Group of ICT Research Institute (ITRC). He received his BSc from Iran University of Science and Technology and M.S. and Ph.D. degrees from Amirkabir University of Technology, Tehran, Iran, in, 2008, 2010 and 2015, respectively. He ranked 1'st among the graduate students of the Iran University of Science and Technology in the bachelor level and also among the graduate students of Amirkabir University of Technology in both master and doctoral levels. He is the author of more than 20 peer-reviewed papers as well as 10 books. His research interests include cloud computing, parallel computing, and big data.