工作负载驱动的系统优化:事情正在变得真实!

C. Curino
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引用次数: 0

摘要

在这次演讲中,我将描述工作负载驱动的系统优化是如何从研究人员的梦想迅速演变成生产现实的。特别地,我将提供大量工作的高级概述,这些工作建立在仔细的遥测收集和分析的基础上,以调优和优化Microsoft生产中的大规模分布式系统。虽然机会是惊人的(例如,将系统效率提高到每年数千万美元),但挑战同样令人生畏。我将讨论我们在微软处理挑战的一些方法,并指出在此过程中尚未解决的问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Workload-driven systems optimization: things are getting real!
In this talk, I will describe how workload-driven system optimization has quickly evolved from a researcher's dream into a production reality. In particular, I will provide a high-level overview of a large collection of efforts that build upon careful telemetry collection and analysis to tune and optimize large-scale distributed systems in production at Microsoft. While the opportunities are staggering (e.g., improving system efficiencies to the tune of 10s of millions of dollars per year), the challenges are equally daunting. I will discuss some of the ways we handle the challenges at MS and point at open problems along the way.
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