Performance analysis of parallel applications for HPC / Jidong Zhai, Yuyang Jin, Wenguang Chen, Weimin Zheng.
Zhai, Jidong, author.; Jin, Yuyang, author.; Chen, Wenguang (Computer scientist), author.; Zheng, Weimin, author.
2023
QA76.88
Available Online

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Title Performance analysis of parallel applications for HPC / Jidong Zhai, Yuyang Jin, Wenguang Chen, Weimin Zheng.
Author Zhai, Jidong, author.
ISBN 9789819943661 (electronic bk.)
9819943663 (electronic bk.)
9789819943654
9819943655
DOI https://doi.org/10.1007/978-981-99-4366-1
Published Singapore : Springer, 2023.
Language English
Description 1 online resource (xv, 256 pages) : illustrations
Item Number 10.1007/978-981-99-4366-1 doi
Call Number QA76.88
Dewey Decimal Classification 004/.3
Summary This book presents a hybrid static-dynamic approach for efficient performance analysis of parallel applications on HPC systems. Performance analysis is essential to finding performance bottlenecks and understanding the performance behaviors of parallel applications on HPC systems. However, current performance analysis techniques usually incur significant overhead. Our book introduces a series of approaches for lightweight performance analysis. 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.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed September 19, 2023).
Added Author Jin, Yuyang, author.
Chen, Wenguang (Computer scientist), author.
Zheng, Weimin, author.
Available in Other Form Performance Analysis of Parallel Applications for HPC
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Chapter 1. Background and Overview
Part I. Performance Analysis Methods: Communication Analysis
Chapter 2. Fast Communication Trace Collection
Chapter 3. Structure-Based Communication Trace Compression
Part II. Performance Analysis Methods: Memory Analysis
Chapter 4. Informed Memory Access Monitoring
Part III. Performance Analysis Methods: Scalability Analysis
Chapter 5. Graph Analysis for Scalability Analysis
Chapter 6. Performance Prediction for Scalability Analysis
Part IV. Performance Analysis Methods: Noise Analysis
Chapter 7. Lightweight Noise Detection
Chapter 8. Production-Run Noise Detection
Part V. Performance Analysis Framework
Chapter 9. Domain-Specific Framework for Performance Analysis
Chapter 10. Conclusion and Future Work.

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