High computation is a predominant requirement in many applications. In this field, Graphic Processing Units (GPUs) are more and more adopted. Low prices and high parallelism let GPUs be attractive, even in safety critical applications. Nonetheless, new methodologies must be studied and developed to increase the dependability of GPUs. This paper presents effective fault mitigation strategies for CUDA-based GPUs against permanent faults. The methodology to apply these strategies, on the software to be executed, is fully described and verified. The graceful performance degradation achieved by the proposed technique outperforms multithreaded CPU implementation, even in presence of multiple permanent faults.
Fault mitigation strategies for CUDA GPUs / DI CARLO, Stefano; Gambardella, G.; Martella, I.; Prinetto, Paolo Ernesto; Rolfo, D.; Trotta, P.. - ELETTRONICO. - (2013), pp. 1-8. (Intervento presentato al convegno IEEE International Test Conference (ITC) tenutosi a Anaheim (CA), USA nel 6-13 Sept., 2013) [10.1109/TEST.2013.6651908].
Fault mitigation strategies for CUDA GPUs
DI CARLO, STEFANO;PRINETTO, Paolo Ernesto;
2013
Abstract
High computation is a predominant requirement in many applications. In this field, Graphic Processing Units (GPUs) are more and more adopted. Low prices and high parallelism let GPUs be attractive, even in safety critical applications. Nonetheless, new methodologies must be studied and developed to increase the dependability of GPUs. This paper presents effective fault mitigation strategies for CUDA-based GPUs against permanent faults. The methodology to apply these strategies, on the software to be executed, is fully described and verified. The graceful performance degradation achieved by the proposed technique outperforms multithreaded CPU implementation, even in presence of multiple permanent faults.File | Dimensione | Formato | |
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2013-ITC-GPUFault_Mitigation.pdf
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https://hdl.handle.net/11583/2519045
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