مقاله تحلیل شکست و پیش‌بینی سیستم‌های کلان داده

عنوان مقاله فارسی: تحلیل شکست و پیش‌بینی سیستم‌های کلان داده عنوان مقاله لاتین: Failure Analysis and Prediction for Big-Data Systems نویسندگان: Andrea Rosà; Lydia Y. Chen; Walter Binder تعداد صفحات: 14 سال انتشار: 2017 زبان: لاتین Abstract: Motivated by the high complexity of today's datacenters, a large body of studies tries to understand workloads and resource utilization in datacenters. However, there is little work on exploring unsuccessful job and task executions. In this article, we study and predict three types of unsuccessful executions in traces of a Google datacenter, namely fail, kill, and eviction. We first quantitatively show their strongly negative impact on machine time and the resulting task slowdown. We analyze patterns of unsuccessful