Review on the Development and Application of Checkpointing Technology in High-performanceComputing

As high-performance computers grow in size and complexity,the fault tolerance of applications becomes one of the key challenges facing exascale computing.Checkpointing technology is one of the main means used to achieve fault-tolerance of applications,enabling fault recovery by periodically saving the execution state of applications.This paper conducts a review study on the development and application of checkpointing techniques for high performance computing.First,the development of checkpointing technology in the field of high performance computing is compiled.Then,the system-level checkpointing and application-level checkpointing work are described according to the different operation levels,including the mainstream tool software,available checkpointing techniques,and the application scenarios used.The application of checkpoint technology in four aspects:fault tolerance and resilience in parallel computing,scheduling and migration of HPC,FPGA debugging,and fault tole-rance and faithful replay in deep learning,is discussed.Finally,further research directions of checkpointing technology in the field of high-performance computing are proposed.

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Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2024-09-01
DOI
https://doi.org/10.11896/jsjkx.231000220
Primary Topic
Inclusive Education and Diversity
Type
article
Field-Weighted Citation Impact
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article

Review on the Development and Application of Checkpointing Technology in High-performanceComputing

SHILAP Revista de lepidopterología
Inclusive Education and Diversity
article

Review on the Development and Application of Checkpointing Technology in High-performanceComputing

article en

Abstract

As high-performance computers grow in size and complexity,the fault tolerance of applications becomes one of the key challenges facing exascale computing.Checkpointing technology is one of the main means used to achieve fault-tolerance of applications,enabling fault recovery by periodically saving the execution state of applications.This paper conducts a review study on the development and application of checkpointing techniques for high performance computing.First,the development of checkpointing technology in the field of high performance computing is compiled.Then,the system-level checkpointing and application-level checkpointing work are described according to the different operation levels,including the mainstream tool software,available checkpointing techniques,and the application scenarios used.The application of checkpoint technology in four aspects:fault tolerance and resilience in parallel computing,scheduling and migration of HPC,FPGA debugging,and fault tole-rance and faithful replay in deep learning,is discussed.Finally,further research directions of checkpointing technology in the field of high-performance computing are proposed.

SHILAP Revista de lepidopterología
Computer Network Information Center (CN), University of Chinese Academy of Sciences (CN)
Openalex Percentile: Top 21%
Inclusive Education and Diversity
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