In this paper we assess the neutron sensitivity of Graphics Processing Units (GPUs) when executing a Fast Fourier Transform (FFT) algorithm, and propose specific software-based hardening strategies to reduce its failure rate. Our research is motivated by experimental results with an unhardened FFT that demonstrate a majority of multiple errors in the output in the case of failures, which are caused by data dependencies. In addition, the use of the built-in error-correction code (ECC) showed a large overhead, and proved to be insufficient to provide high reliability. Experimental results with the hardened algorithm show a two orders of magnitude failure rate improvement over the original algorithm (one order of magnitude over ECC) and an overhead 64% smaller than ECC.

Software-Based Hardening Strategies for Neutron Sensitive FFT Algorithms on GPUs / Pilla, L. L.; Rech, P.; Silvestri, F.; Frost, C.; Navaux, P. O. A.; SONZA REORDA, Matteo; Carro, L.. - In: IEEE TRANSACTIONS ON NUCLEAR SCIENCE. - ISSN 0018-9499. - 61:4/1(2014), pp. 1874-1880. [10.1109/TNS.2014.2301768]

Software-Based Hardening Strategies for Neutron Sensitive FFT Algorithms on GPUs

Rech P.;SONZA REORDA, Matteo;
2014

Abstract

In this paper we assess the neutron sensitivity of Graphics Processing Units (GPUs) when executing a Fast Fourier Transform (FFT) algorithm, and propose specific software-based hardening strategies to reduce its failure rate. Our research is motivated by experimental results with an unhardened FFT that demonstrate a majority of multiple errors in the output in the case of failures, which are caused by data dependencies. In addition, the use of the built-in error-correction code (ECC) showed a large overhead, and proved to be insufficient to provide high reliability. Experimental results with the hardened algorithm show a two orders of magnitude failure rate improvement over the original algorithm (one order of magnitude over ECC) and an overhead 64% smaller than ECC.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2548141
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