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Performance Analysis of Parallel Applications for HPC (1st ed. 2023)
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Performance Analysis of Parallel Applications for HPC (1st ed. 2023)
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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.
General
Imprint: |
Springer Verlag, Singapore
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Country of origin: |
Singapore |
Release date: |
September 2023 |
First published: |
2023 |
Authors: |
Jidong Zhai
• Yuyang Jin
• Wenguang Chen
• Weimin Zheng
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Dimensions: |
235 x 155mm (L x W) |
Pages: |
250 |
Edition: |
1st ed. 2023 |
ISBN-13: |
978-981-9943-65-4 |
Categories: |
Books
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LSN: |
981-9943-65-5 |
Barcode: |
9789819943654 |
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