Cache-aware reliability evaluation through LLVM-based analysis and fault injection

Maha Kooli, G. D. Natale, A. Bosio
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引用次数: 12

Abstract

Reliability evaluation is a high costly process that is mainly carried out through fault injection or by means of analytical techniques. While the analytical techniques are fast but inaccurate, the fault injection is more accurate but extremely time consuming. This paper presents an hybrid approach combining analytical and fault injection techniques in order to evaluate the reliability of a computing system, by considering errors that affect both the data and the instruction cache. Compared to existing techniques, instead of targeting the hardware model of the cache (e.g., VHDL description), we only consider the running application (i.e., the software layer). The proposed approach is based on the Low-Level Virtual Machine (LLVM) framework coupled with a cache emulator. As input, the tool requires the application source code, the cache size and policy, and the target microprocessor instruction set. The main advantage of the proposed approach is the achieved speed up quantified in magnitude orders compared to existing fault injection techniques. For the validation, we compare the simulation results to those obtained with an FPGA-based fault injector. The similarity of the results proves the accuracy of the approach.
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基于llvm分析和故障注入的缓存感知可靠性评估
可靠性评估是一个昂贵的过程,主要通过故障注入或分析技术进行。虽然分析技术快速但不准确,但断层注入更准确,但非常耗时。本文提出了一种结合分析技术和故障注入技术的混合方法,通过考虑同时影响数据和指令缓存的错误来评估计算系统的可靠性。与现有技术相比,我们不针对缓存的硬件模型(如VHDL描述),而是只考虑运行的应用程序(即软件层)。该方法基于低级别虚拟机(LLVM)框架和缓存模拟器。作为输入,该工具需要应用程序源代码、缓存大小和策略以及目标微处理器指令集。与现有的断层注入技术相比,该方法的主要优点是实现了以数量级量化的速度。为了验证,我们将仿真结果与基于fpga的故障注入器的仿真结果进行了比较。结果的相似性证明了该方法的准确性。
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