论文标题

沙丘:提高素描网络测量系统的准确性

DUNE: Improving Accuracy for Sketch-INT Network Measurement Systems

论文作者

Wei, Zhongxiang, Tian, Ye, Chen, Wei, Gu, Liyuan, Zhang, Xinming

论文摘要

频段网络遥测(INT)和草图算法是实时衡量网络流量的两个有希望的方向。为了将草图与int保留并保留其优势,一种代表性的方法是使用int以小块(称为sketchlets)将开关草图发送到最终主机,以重建相同的草图。但是,在本文中,我们透露,当天真地选择素描的存储桶时,最终主持人重建的草图是不准确的。为了克服这个问题,我们提出了Dune,这是一种创新的素描网络测量系统。沙丘结合了两个关键的创新:首先,我们设计了一种新颖的散点图,该散布素描将通过允许开关选择单个存储桶以添加到脚步上来更有效地传输测量数据。其次,我们提出了轻巧的数据结构,以追踪草图存储桶的“新鲜度”,并提出算法,用于智能选择包含有价值的测量数据的存储桶,以发送到End-Host。从理论上讲,我们证明了我们提出的方法的有效性,并在商品可编程开关上实施了原型。由现实世界经营者对沙丘进行的广泛实验的结果表明,我们提出的系统可以大大以微不足道的成本提高测量准确性。

In-band Network Telemetry (INT) and sketching algorithms are two promising directions for measuring network traffics in real time. To combine sketch with INT and preserve their advantages, a representative approach is to use INT to send a switch sketch in small pieces (called sketchlets) to end-host for reconstructing an identical sketch. However, in this paper, we reveal that when naively selecting buckets to sketchlets, the end-host reconstructed sketch is inaccurate. To overcome this problem, we present DUNE, an innovative sketch-INT network measurement system. DUNE incorporates two key innovations: First, we design a novel scatter sketchlet that is more efficient in transferring measurement data by allowing a switch to select individual buckets to add to sketchlets; Second, we propose lightweight data structures for tracing "freshness" of the sketch buckets, and present algorithms for smartly selecting buckets that contain valuable measurement data to send to end-host. We theoretically prove the effectiveness of our proposed methods, and implement a prototype on commodity programmable switch. The results of extensive experiments driven by real-world traffics on DUNE suggest that our proposed system can substantially improve the measurement accuracy at a trivial cost.

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