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Hardware Performance Counters for System Reliability Monitoring

机译:用于系统可靠性监控的硬件性能计数器

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As technology scaling reaches nanometre scales, the error rate due to variations in temperature and voltage, single event effects and component degradation increases, making components less reliable. In order to ensure a system continues to function correctly while facing known reliability issues, it is imperative that the system should have the means to detect the occurrence of errors due to the presence of faults. A system that behaves normally (no error detected in the system) exhibits a profile, and any deviations from this profile indicate that there is an anomaly in the system. In this paper, we propose to use hardware performance counters (HPCs) to measure events that occur during the execution of the program. We explore the various counters available which could be use to identify the anomalous behaviour in the system and develop a methodology to observe the anomalies using HPCs by creating a fault-free pattern and observing any subsequent changes in that pattern. We evaluate the proposed technique using GemFI, an architectural simulator based on Gem5 with additional fault injection capabilities. We compare the results obtained at the end of the execution with data collected during a time interval. Our results show that HPCs can be used to identify anomalous behaviour in a system that would lead to failure.
机译:随着技术缩放达到纳米尺度,由于温度和电压的变化,单事件效果和部件劣化而导致的错误率增加,使得部件不太可靠。为了确保系统在面对已知的可靠性问题的同时正常运行,因此该系统应该具有检测由于存在故障而导致错误发生的手段。行业正常(系统中未检测到的错误)的系统呈现了一种简介,并且与该配置文件的任何偏差表示系统中存在异常。在本文中,我们建议使用硬件性能计数器(HPC)来测量执行程序期间发生的事件。我们探索可用于识别系统中的异常行为的各种计数器,并通过创建无故障模式并观察该模式的任何后续变化来使用HPC来观察异常的方法。我们使用GEMFI(基于GEM5的建筑模拟器)评估所提出的技术,具有额外的故障注射功能。我们将在执行期间的执行结束时获得的结果与时间间隔期间收集的数据进行比较。我们的结果表明,HPC可用于识别导致失败的系统中的异常行为。

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