Evaluating the effects of single event upsets in soft-core GPGPUs

Werner Nedel, F. Kastensmidt, J. Azambuja
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引用次数: 9

Abstract

Graphic Processing Units have become popular in a broad range of applications due to their high computational power and low prices. Among the applications there are the safety critical ones, where fault tolerance is mandatory. This paper presents a fault injection methodology to evaluate a soft-core General Purpose GPU design over Single Event Upsets in its register files. Different configurations of CUDA algorithms are explored to verify their impact on the GPU's behavior during a fault injection campaign. This paper also presents an error characterization analysis by verifying the GPUs memories and program counters in order to evaluate the real impact of the fault in the GPU, even if the fault does not result in an error in the final output of the system. Results can help designers developing fault tolerant techniques in an effective fashion.
评估单事件干扰对软核gpgpu的影响
图形处理单元由于其高计算能力和低价格而在广泛的应用中变得流行。在这些应用程序中,有安全关键应用程序,其中容错是强制性的。本文提出了一种故障注入方法来评估软核通用GPU设计在其寄存器文件中的单事件中断。探索了不同配置的CUDA算法,以验证它们在故障注入活动期间对GPU行为的影响。本文还通过验证GPU内存和程序计数器进行了错误表征分析,以评估GPU故障的真实影响,即使故障不会导致系统的最终输出错误。结果可以帮助设计人员以有效的方式开发容错技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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