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Towards Optimal Multi-Level Checkpointing

Abstract : We provide a framework to analyze multi-level checkpointing protocols, by formally defining a $k$-level checkpointing pattern. We provide a first-order approximation to the optimal checkpointing pattern, and show that the corresponding overhead is of the order of $\sum_{\ell=1}^{k}\sqrt{2\lambda_\ell C_\ell}$, where $\lambda_\ell$ is the error rate at level~$\ell$, and $C_\ell$ the checkpointing cost at level~$\ell$. This nicely extends the classical Young/Daly formula. Furthermore, we are able to fully characterize the shape of the optimal pattern (number and positions of checkpoints), and we provide a dynamic programming algorithm to determine which levels should be used. Finally, we perform simulations to check the accuracy of the theoretical study and to confirm the optimality of the subset of levels returned by the dynamic programming algorithm. The results nicely corroborate the theoretical study, and demonstrate the usefulness of multi-level checkpointing with the optimal subset of levels.
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Submitted on : Monday, December 19, 2016 - 12:40:36 PM
Last modification on : Friday, September 30, 2022 - 4:12:14 AM


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  • HAL Id : hal-01339788, version 3



Anne Benoit, Aurélien Cavelan, Valentin Le Fèvre, Yves Robert, Hongyang Sun. Towards Optimal Multi-Level Checkpointing. [Research Report] RR-8930, INRIA Grenoble - Rhone-Alpes. 2016. ⟨hal-01339788v3⟩



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