Performance Analysis of Parallel Applications for HPC (PDF)
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We combine static and dynamic analysis to reduce the overhead of performance analysis. Based on this hybrid static-dynamic approach, we then propose several innovative techniques for various performance analysis scenarios, including communication analysis, memory analysis, noise analysis, computation analysis, and scalability analysis. Through these specific performance analysis techniques, we convey to readers the idea of using static analysis to support dynamic analysis.
To gain the most from the book, readers should have a basic grasp of parallel computing, computer architecture, and compilation techniques.
Yuyang Jin is a Postdoc in the Department of Computer Science and Technology, Tsinghua University. His research interests include performance analysis and programming languages. He received a Ph.D. degree in computer science from Tsinghua University in 2022. He
Wenguang Chen is a professor in the Department of Computer Science and Technology, Tsinghua University. His research interests are in parallel and distributed systems and programming systems. He received his Bachelor's and Ph.D. degrees in computer science from Tsinghua University in 1995 and 2000, respectively. Before joining Tsinghua in 2003, he was the CTO of Opportunity International Inc. He was appointed as the associate head of the Department of Computer Science and Technology from 2007 to 2014. He has published over 50 papers in international conferences and journals such as Supercomputing, EuroSys, USENIX ATC, OOPSLA, and ICSE. He is a distinguished member and distinguished speaker of CCF (China Computer Foundation). He is an ACM member, vice chair of ACM China Council, and Editor-in-Chief of Communications of ACM (China Edition). He serves on the program committee of many conferences, such as PLDI, PPoPP, SC, ASPLOS, CGO, IPDPS, CCGrid, ICPP, and APSYS. He received the Distinguished Young Scholar Award of Natural Science Foundation in 2015.
Weimin Zheng is a CAE member. He is currently a Professor at the Department of Computer Science and Technology, Tsinghua University. He was the President of the China Computer Federation. Prof. Zheng has long been engaged in the research of high-performance computer architecture as well as parallel algorithms and systems. He led the establishment and application of the cluster architecture of high-performance computers in China and participated in the development of the extremely large-scale weather forecast application based on the domestic Sunway TaihuLight, which won the ACM Gordon Bell Award in 2016. Special Allowance of the State Council, the State Science and Technology Progress Award (one 1st and two 2nd prizes), the State Technological Invention Award (2nd prize), and He Liang He Li Science and Technology Progress Award, Prof. Zheng and his collaborators published more than 500 papers and more than 10 books.
- Autoren: Jidong Zhai , Yuyang Jin , Wenguang Chen , Weimin Zheng
- 2023, 1st ed. 2023, 256 Seiten, Englisch
- Verlag: Springer Nature Singapore
- ISBN-10: 9819943663
- ISBN-13: 9789819943661
- Erscheinungsdatum: 09.09.2023
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- Dateiformat: PDF
- Größe: 16 MB
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