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* Corresponding author 1 LIP - Laboratoire de l-Informatique du Parallélisme 2 ROMA - Optimisation des ressources : modèles, algorithmes et ordonnancement Inria Grenoble - Rhône-Alpes, LIP - Laboratoire de l-Informatique du Parallélisme

Abstract : Several recent papers have introduced a periodic verification mechanism to detect silent errors in iterative solvers. Chen PPoPP-13, pp. 167–176 has shown how to combine such a verification mechanism a stability test checking the orthogonality of two vectors and recomputing the residual with checkpointing: the idea is to verify every d iterations, and to checkpoint every c × d iterations. When a silent error is detected by the verification mechanism, one can rollback to, and re-execute from, the last checkpoint. In this paper, we also propose to combine checkpointing and verification, but we use ABFT rather than stability tests. ABFT can be used for error detection, but also for error detection and correction, allowing a forward recovery and no rollback nor re-execution when a single error is detected. We introduce an abstract performance model to compute the performance of all schemes, and we instantiate it using the Conjugate Gradient algorithm. Finally, we validate our new approach through a set of simulations.

Keywords : Performance model Sparse matrix-vector multiplication Checkpointing Algorithm-based fault tolerance Silent errors Fault-tolerance





Author: Massimiliano Fasi - Yves Robert - Bora Uçar -

Source: https://hal.archives-ouvertes.fr/



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