Litcius/Paper detail

Tuple Space Assisted Packet Classification With High Performance on Both Search and Update

Wenjun Li, Tong Yang, Ori Rottenstreich, Xianfeng Li, Gaogang Xie, Hui Li, Balajee Vamanan, Dagang Li, Hui-ping Lin

2020IEEE Journal on Selected Areas in Communications61 citationsDOI

Abstract

Software switches are being deployed in SDN to enable a wide spectrum of non-traditional applications. The popular Open vSwitch uses a variant of Tuple Space Search (TSS) for packet classifications. Although it has good performance on rule updates, it is less efficient than decision trees on lookups. In this paper, we propose a two-stage framework consisting of heterogeneous algorithms to adaptively exploit different characteristics of the rule sets at different scales. In the first stage, partial decision trees are constructed from several rule subsets grouped with respect to their small fields. This grouping eliminates rule replications at large scales, thereby enabling very efficient pre-cuttings. The second stage handles packet classification at small scales for non-leaf terminal nodes, where rule replications within each subspace may lead to inefficient cuttings. A salient fact is that small space means long address prefixes or less nesting levels of ranges, both indicating a very limited tuple space. To exploit this favorable property, we employ a TSS-based algorithm for these subsets following tree constructions. Experimental results show that our work has comparable update performance to TSS in Open vSwitch, while achieving almost an order-of-magnitude improvement on classification performance over TSS.

Topics & Concepts

Computer scienceTuple spaceSubspace topologyExploitTupleNetwork packetSpace (punctuation)Tree (set theory)Data miningTheoretical computer scienceDecision treeArtificial intelligenceComputer networkMathematicsDiscrete mathematicsMathematical analysisOperating systemComputer securityNetwork Packet Processing and OptimizationNetwork Security and Intrusion DetectionSoftware-Defined Networks and 5G