草图与采用的机会:可以草图为基础的遥测准备好黄金时间?
Sketchy With a Chance of Adoption: Can Sketch-Based Telemetry Be Ready for Prime Time?
摘要:
草图算法或草图已经成为传统的基于数据包采样的网络遥测解决方案的一种有前途的替代方案。在高层次上,它们具有吸引力,因为它们具有高资源效率和准确性保证。虽然最近在网络任务的草图绘制的各个方面都取得了重大进展,但许多基本挑战仍然没有解决,可能是采用的绊脚石。我们在本文中的贡献是在整个生态系统中识别和制定这些研究挑战,包括网络运营商,平台供应商/开发人员和算法设计人员。我们希望这些作为一个必要的激励社区,使更广泛地采用基于草图的遥测。
英文摘要:
Sketching algorithms or sketches have emerged as a promising alternative to the traditional packet sampling-based network telemetry solutions. At a high level, they are attractive because of their high resource efficiency and accuracy guarantees. While there have been significant recent advances in various aspects of sketching for networking tasks, many fundamental challenges remain unsolved that are likely stumbling blocks for adoption. Our contribution in this paper is in identifying and formulating these research challenges across the ecosystem encompassing network operators, platform vendors/developers, and algorithm designers. We hope that these serve as a necessary fillip for the community to enable the broader adoption of sketch-based telemetry.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。