On Exploiting Edge Resources for Micro-Service Based SaaSs

Pranay Agarwal, Sharayu Moharir
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Abstract

Many popular Software as a Services (SaaSs) have stringent latency requirements that have necessitated the use of edge resources. Many SaaSs use micro-services-based architecture where the SaaSs are designed as a set of independent smaller services known as micro-services. In this work, we model a SaaS comprising multiple micro-services using a directed graph, wherein each node represents a micro-service and each directed edge represents a possible navigation path for a user from one micro-service to another. We consider a network with multiple servers at varying distances from the end-users that can be used to host these micro-services. The evolution of this system consisting of servers, SaaS, and its users is then mapped to an open feed-forward queueing network. We formulate an optimization problem to identify the server to host each micro-service and to determine the amount of computational resources to rent at these servers. Structural properties of the optimal solution to this problem are characterized under some assumptions on the graph structure and relative values of the costs involved. In addition, we propose a heuristic for solving the formulated problem and illustrate its efficacy via numerical results.
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为基于微服务的 SaaS 开发边缘资源
许多流行的软件即服务(SaaS)都有严格的延迟要求,因此必须使用边缘资源。许多 SaaS 采用基于微服务的架构,其中 SaaS 被设计为一组独立的较小服务,称为微服务。在这项工作中,我们使用有向图对由多个微服务组成的 SaaS 进行建模,其中每个节点代表一个微服务,每条有向边代表用户从一个微服务到另一个微服务的可能导航路径。我们考虑了一个由多个服务器组成的网络,这些服务器与终端用户的距离各不相同,可以用来托管这些微服务。这个由服务器、SaaS 及其用户组成的系统的演化过程被映射到一个开放的前馈队列网络中。我们提出了一个优化问题,以确定托管每个微服务的服务器,并确定租用这些服务器的计算资源数量。在对图结构和所涉及成本的相对值做出一些假设的情况下,我们对这一问题的最优解的结构特性进行了描述。此外,我们还提出了解决该问题的启发式方法,并通过数值结果说明了其有效性。
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