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Serverless functions are a cloud computing paradigm where the provider takes care of resource management tasks such as resource provisioning, deployment, and auto-scaling. The only resource management task that developers are still in…

分布式、并行与集群计算 · 计算机科学 2021-06-08 Simon Eismann , Long Bui , Johannes Grohmann , Cristina L. Abad , Nikolas Herbst , Samuel Kounev

Current serverless platforms struggle to optimize resource utilization due to their dynamic and fine-grained nature. Conventional techniques like overcommitment and autoscaling fall short, often sacrificing utilization for practicability or…

分布式、并行与集群计算 · 计算机科学 2024-03-04 Qingyuan Liu , Yanning Yang , Dong Du , Yubin Xia , Ping Zhang , Jia Feng , James Larus , Haibo Chen

Serverless computing relieves developers from the burden of resource management, thus providing ease-of-use to the users and the opportunity to optimize resource utilization for the providers. However, today's serverless systems lack…

分布式、并行与集群计算 · 计算机科学 2024-01-26 Prasoon Sinha , Kostis Kaffes , Neeraja J. Yadwadkar

Serverless Function-as-a-Service (FaaS) is a popular cloud paradigm to quickly and cheaply implement complex applications. Because the function instances cloud providers start to execute user code run on shared infrastructure, their…

分布式、并行与集群计算 · 计算机科学 2025-10-27 Trever Schirmer , Natalie Carl , Nils Höller , Tobias Pfandzelter , David Bermbach

The increased use of micro-services to build web applications has spurred the rapid growth of Function-as-a-Service (FaaS) or serverless computing platforms. While FaaS simplifies provisioning and scaling for application developers, it…

分布式、并行与集群计算 · 计算机科学 2019-11-25 Arjun Singhvi , Kevin Houck , Arjun Balasubramanian , Mohammed Danish Shaikh , Shivaram Venkataraman , Aditya Akella

Existing DNS configuration verification tools face significant issues (e.g., inefficient and lacking support for incremental verification). Inspired by the advancements in recent work of distributed data plane verification and the…

网络与互联网体系结构 · 计算机科学 2025-11-05 Yao Wang , Kexin Yu , Wenyun Xu , Kaiqiang Hu , Ziyi Wang , Lizhao You , Qiang Su , Dong Guo , Haizhou Du , Wanjian Feng , Qingyu Song , Linghe Kong , Qiao Xiang , Jiwu Shu

Datacenters suffer from resource utilization inefficiencies due to the conflicting goals of service owners and platform providers. Service owners intending to maintain Service Level Objectives (SLO) for themselves typically request a…

分布式、并行与集群计算 · 计算机科学 2022-07-27 Sayak Chakraborti , Brian Coutinho , Sandhya Dwarkadas , Parth Malani , Bikash Sharma

Serverless clouds promise efficient scaling, reduced toil and monetary costs. Yet, serverless-ing a complex, legacy application might require major refactoring and thus is risky. As a case study, we use Airflow, an industry-standard…

分布式、并行与集群计算 · 计算机科学 2024-06-04 Filip Mikina , Pawel Zuk , Krzysztof Rzadca

Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, FaaS provides an event-driven, function-oriented computing…

软件工程 · 计算机科学 2025-10-06 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Data lakes hold a growing amount of cold data that is infrequently accessed, yet require interactive response times. Serverless functions are seen as a way to address this use case since they offer an appealing alternative to maintaining…

数据库 · 计算机科学 2022-08-23 Simon Kassing , Ingo Müller , Gustavo Alonso

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

分布式、并行与集群计算 · 计算机科学 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

In modern science, the growing complexity of large-scale scientific projects has led to an increasing reliance on cross-facility scientific workflows, where resources and expertise from multiple institutions and geographic locations are…

分布式、并行与集群计算 · 计算机科学 2025-12-01 Vladislav Esaulov , Jieyang Chen , Norbert Podhorszki , Fred Suter , Scott Klasky , Anu G Bourgeois , Lipeng Wan

Serverless computing has gained a strong traction in the cloud computing community in recent years. Among the many benefits of this novel computing model, the rapid auto-scaling capability of user applications takes prominence. However, the…

分布式、并行与集群计算 · 计算机科学 2023-08-23 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya

Serverless computing has emerged as a compelling new paradigm of cloud computing models in recent years. It promises the user services at large scale and low cost while eliminating the need for infrastructure management. On cloud provider…

分布式、并行与集群计算 · 计算机科学 2020-06-01 Lucia Schuler , Somaya Jamil , Niklas Kühl

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

软件工程 · 计算机科学 2021-01-14 Jinfeng Wen , Yi Liu

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

分布式、并行与集群计算 · 计算机科学 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

Serverless computing, commonly offered as Function-as-a-Service, was initially designed for small, lean applications. However, there has been an increasing desire to run larger, more complex applications (what we call bulky applications) in…

分布式、并行与集群计算 · 计算机科学 2024-05-14 Zhiyuan Guo , Zachary Blanco , Junda Chen , Jinmou Li , Zerui Wei , Bili Dong , Ishaan Pota , Mohammad Shahrad , Harry Xu , Yiying Zhang

Serverless workflows have emerged in Function-as-a-Service (FaaS) platforms to represent the operational structure of traditional applications. With latency propagation effects becoming increasingly prominent, step-wise resource tuning is…

分布式、并行与集群计算 · 计算机科学 2025-04-23 Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis , Dimitrios Soudris
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