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 an improved fault mitigation strategy against permanent faults for CUDA Fermi GPUs. The proposed approach exploits the reverse engineering of the block scheduling policy in CUDA Fermi GPUs in order to minimize the fault mitigation timing overhead. The graceful performance degradation achieved by the proposed technique outperforms multithreaded CPU implementations and other fault mitigation strategies for CUDA GPU, even in presence of multiple permanent faults.
An improved fault mitigation strategy for CUDA Fermi GPUs / DI CARLO, Stefano; Gambardella, G.; Martella, I.; Prinetto, Paolo Ernesto; Rolfo, D.; Trotta, P.. - ELETTRONICO. - (2014), pp. 1-6. (Intervento presentato al convegno Dependable GPU Computing workshop 2014 tenutosi a Dresden, DE nel 28 March 2014).
An improved fault mitigation strategy for CUDA Fermi GPUs
DI CARLO, STEFANO;PRINETTO, Paolo Ernesto;
2014
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 an improved fault mitigation strategy against permanent faults for CUDA Fermi GPUs. The proposed approach exploits the reverse engineering of the block scheduling policy in CUDA Fermi GPUs in order to minimize the fault mitigation timing overhead. The graceful performance degradation achieved by the proposed technique outperforms multithreaded CPU implementations and other fault mitigation strategies for CUDA GPU, even in presence of multiple permanent faults.File | Dimensione | Formato | |
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DATE14_CUDA_Fermi_FM.pdf
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https://hdl.handle.net/11583/2571949
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