Architecture-Level Soft Error Analysis: Examining the Limits of Common Assumptions

Xiaodong Li, S. Adve, P. Bose, J. Rivers
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引用次数: 63

Abstract

This paper concerns the validity of a widely used method for estimating the architecture-level mean time to failure (MTTF) due to soft errors. The method first calculates the failure rate for an architecture-level component as the product of its raw error rate and an architecture vulnerability factor (AVF). Next, the method calculates the system failure rate as the sum of the failure rates (SOFR) of all components, and the system MTTF as the reciprocal of this failure rate. Both steps make significant assumptions. We investigate the validity of the AVF+SOFR method across a large design space, using both mathematical and experimental techniques with real program traces from SPEC 2000 benchmarks and synthesized traces to simulate longer real-world workloads. We show that AVF+SOFR is valid for most of the realistic cases under current raw error rates. However, for some realistic combinations of large systems, long-running workloads with large phases, and/or large raw error rates, the MTTF calculated using AVF+SOFR shows significant-discrepancies from that using first principles. We also show that SoftArch, a previously proposed alternative method that does not make the AVF+SOFR assumptions, does not exhibit the above discrepancies.
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架构级软错误分析:检查常见假设的限制
本文讨论了一种被广泛应用的体系结构级平均故障时间(MTTF)估计方法的有效性。该方法首先计算体系结构级组件的故障率,作为其原始错误率和体系结构脆弱性因子(AVF)的乘积。接下来,该方法将系统故障率计算为所有组件故障率(SOFR)的总和,并将系统MTTF计算为故障率的倒数。这两个步骤都有重要的假设。我们在一个大的设计空间中研究了AVF+SOFR方法的有效性,使用数学和实验技术,从SPEC 2000基准测试和合成跟踪中模拟更长的真实工作负载。我们表明,在当前原始错误率下,AVF+SOFR对大多数实际情况是有效的。然而,对于大型系统、长时间运行的工作负载、大阶段和/或大原始错误率的一些实际组合,使用AVF+SOFR计算的MTTF与使用第一原理计算的结果存在显著差异。我们还表明,之前提出的替代方法SoftArch没有做出AVF+SOFR假设,也没有出现上述差异。
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