AQUATOPE: QoS-and-Uncertainty-Aware Resource Management for Multi-stage Serverless Workflows
Zhuangzhuang Zhou, Yanqi Zhang, Christina Delimitrou
Abstract
Multi-stage serverless applications, i.e., workflows with many computation and I/O stages, are becoming increasingly representative of FaaS platforms. Despite their advantages in terms of fine-grained scalability and modular development, these applications are subject to suboptimal performance, resource inefficiency, and high costs to a larger degree than previous simple serverless functions.
Topics & Concepts
WorkflowScalabilityComputer scienceInefficiencyDistributed computingModular designQuality of serviceResource management (computing)Simple (philosophy)Resource (disambiguation)Computer networkDatabaseOperating systemEconomicsMicroeconomicsPhilosophyEpistemologyCloud Computing and Resource ManagementDistributed and Parallel Computing SystemsScientific Computing and Data Management