Generating representative, live network traffic out of millions of code repositories

Tobias Bühler, R. Schmid, Sandro Lutz, L. Vanbever
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引用次数: 3

Abstract

In theory, any network operator, developer, or vendor should have access to large amounts of live network traffic for testing their solutions. In practice, though, that is not the case. Network actors instead have to use packet traces or synthetic traffic, which is highly suboptimal: today's generated traffic is unrealistic. We propose a system for generating live application traffic leveraging massive codebases such as GitHub. Our key observation is that many repositories have now become "orchestrable" thanks to the rise of container technologies. To showcase the practicality of the approach, we iterate through >293k GitHub repositories and manage to capture >74k traces containing meaningful and diverse network traffic. Based on this first success, we outline the design of a system, Dynamo, which analyzes these traces to select and orchestrate open-source projects to automatically generate live application traffic matching a user's specification.
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从数百万个代码库中生成具有代表性的实时网络流量
理论上,任何网络运营商、开发人员或供应商都应该能够访问大量的实时网络流量,以测试他们的解决方案。但在实践中,情况并非如此。网络参与者不得不使用数据包跟踪或合成流量,这是非常不理想的:今天生成的流量是不现实的。我们提出了一个利用大量代码库(如GitHub)生成实时应用程序流量的系统。我们的主要观察是,由于容器技术的兴起,许多存储库现在已经变得“可编排”。为了展示该方法的实用性,我们迭代了>293k个GitHub存储库,并设法捕获了>74k个包含有意义和多样化网络流量的跟踪。基于这第一次成功,我们概述了Dynamo系统的设计,该系统分析这些跟踪以选择和编排开源项目,以自动生成与用户规范匹配的实时应用程序流量。
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