Gridiron：一种用于增加具有网络带宽要求的云工作负载的技术
Gridiron: A Technique for Augmenting Cloud Workloads with Network Bandwidth Requirements
摘要：
云应用程序不仅使用服务器资源，还需要网络资源。我们提出了一种新的技术来模拟网络云应用程序的网络带宽需求。我们的技术Gridiron通过网络带宽需求增强了Azure云的VM工作负载跟踪。Gridiron技术的关键是使用Amdahl第二定律推导VM间网络带宽要求。作为一个案例研究，我们使用Gridiron生成逼真的轨迹与网络带宽需求的分布式机器学习训练应用程序。Gridiron生成的工作负载允许数据中心运营商估计云应用程序的网络带宽需求，并实现更现实的云资源调度器评估。
英文摘要：
Cloud applications use more than just server resources, they also require networking resources. We propose a new technique to model network bandwidth demand of networked cloud applications. Our technique, Gridiron, augments VM workload traces from Azure cloud with network bandwidth requirements. The key to the Gridiron technique is to derive inter-VM network bandwidth requirements using Amdahl's second law. As a case study, we use Gridiron to generate realistic traces with network bandwidth demands for a distributed machine learning training application. Workloads generated with Gridiron allow datacenter operators to estimate the network bandwidth demands of cloud applications and enable more realistic cloud resource scheduler evaluation.
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。
