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In this paper, we address the problem of supporting stateful workflows following a Function-as-a-Service (FaaS) model in edge networks. In particular we focus on the problem of data transfer, which can be a performance bottleneck due to the…

网络与互联网体系结构 · 计算机科学 2022-09-05 Claudio Cicconetti , Marco Conti , Andrea Passarella

FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and…

分布式、并行与集群计算 · 计算机科学 2024-05-02 Marcin Copik , Alexandru Calotoiu , Pengyu Zhou , Konstantin Taranov , Torsten Hoefler

Large language models (LLMs) show great capabilities in generating code from natural language descriptions, bringing programming power closer to non-technical users. However, their lack of expertise in operating the generated code remains a…

软件工程 · 计算机科学 2025-11-10 Minghe Wang , Tobias Pfandzelter , Trever Schirmer , David Bermbach

WebAssembly has emerged as a lightweight and portable runtime to execute serverless functions, particularly in heterogeneous and resource-constrained environments such as the Edge Cloud Continuum. However, the performance benefits versus…

分布式、并行与集群计算 · 计算机科学 2025-10-08 Cynthia Marcelino , Noah Krennmair , Thomas Pusztai , Stefan Nastic

Serverless computing has made it easier than ever to deploy applications over scalable cloud resources, all the while driving higher utilization for cloud providers. While this technique has worked well for easily divisible resources like…

分布式、并行与集群计算 · 计算机科学 2022-12-19 Nathan Pemberton , Anton Zabreyko , Zhoujie Ding , Randy Katz , Joseph Gonzalez

Serverless becomes popular as a novel computing paradigms for cloud native services. However, the complexity and dynamic nature of serverless applications present significant challenges to ensure system availability and performance. There…

软件工程 · 计算机科学 2024-12-04 Jin Huang , Pengfei Chen , Guangba Yu , Yilun Wang , Haiyu Huang , Zilong He

In a world, where complexity increases on a daily basis the Function-as-a-Service (FaaS) cloud model seams to take countermeasures. In comparison to other cloud models, the fast evolving FaaS increasingly abstracts the underlying…

软件工程 · 计算机科学 2019-05-20 Roland Pellegrini , Igor Ivkic , Markus Tauber

Hardware accelerators like GPUs are now ubiquitous in data centers, but are not fully supported by common cloud abstractions such as Functions as a Service (FaaS). Many popular and emerging FaaS applications such as machine learning and…

分布式、并行与集群计算 · 计算机科学 2025-07-15 Alexander Fuerst , Siddharth Anil , Vishakha Dixit , Purushottam , Kulkarni , Prateek Sharma

Application energy efficiency can be improved by executing each application component on the compute element that consumes the least energy while also satisfying time constraints. In principle, the function as a service (FaaS) paradigm…

分布式、并行与集群计算 · 计算机科学 2024-06-26 Alok Kamatar , Valerie Hayot-Sasson , Yadu Babuji , Andre Bauer , Gourav Rattihalli , Ninad Hogade , Dejan Milojicic , Kyle Chard , Ian Foster

Growing data volumes and velocities are driving exciting new methods across the sciences in which data analytics and machine learning are increasingly intertwined with research. These new methods require new approaches for scientific…

分布式、并行与集群计算 · 计算机科学 2019-08-15 Ryan Chard , Tyler J. Skluzacek , Zhuozhao Li , Yadu Babuji , Anna Woodard , Ben Blaiszik , Steven Tuecke , Ian Foster , Kyle Chard

FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these benefits, challenges such as startup latencies, static…

分布式、并行与集群计算 · 计算机科学 2025-11-11 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Function as a Service (FaaS) is poised to become the foundation of the next generation of cloud systems due to its inherent advantages in scalability, cost-efficiency, and ease of use. However, challenges such as the need for specialized…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

It is increasingly common to outsource network functions (NFs) to the cloud. However, no cloud providers offer NFs-as-a-Service (NFaaS) that allows users to run custom NFs. Our work addresses how a cloud provider can offer NFaaS. We use the…

分布式、并行与集群计算 · 计算机科学 2019-10-18 Arjun Singhvi , Junaid Khalid , Aditya Akella , Sujata Banerjee

In order to address the complexity and extensiveness of technology, Cloud Computing is utilized with four main service models. The most recent service model, function-as-a-service, enables developers to develop their application in a…

网络与互联网体系结构 · 计算机科学 2019-01-03 Abolfazl Danayi , Saeed Sharifian

Serverless computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than deploying and managing dedicated virtual machines, users are…

分布式、并行与集群计算 · 计算机科学 2018-11-27 Tarek Elgamal , Atul Sandur , Klara Nahrstedt , Gul Agha

Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the…

分布式、并行与集群计算 · 计算机科学 2024-07-29 Marcin Copik , Marcin Chrapek , Larissa Schmid , Alexandru Calotoiu , Torsten Hoefler

In recent years Serverless Computing has emerged as a compelling cloud based model for the development of a wide range of data-intensive applications. However, rapid container provisioning introduces non-trivial challenges for FaaS cloud…

分布式、并行与集群计算 · 计算机科学 2024-10-28 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki

AWS Lambda is a serverless event-driven compute service, part of a category of cloud compute offerings sometimes called Function-as-a-service (FaaS). When we first released AWS Lambda, functions were limited to 250MB of code and…

分布式、并行与集群计算 · 计算机科学 2023-05-25 Marc Brooker , Mike Danilov , Chris Greenwood , Phil Piwonka

In recent years, the serverless paradigm has been widely adopted to develop cloud applications, as it enables building scalable solutions while delegating operational concerns such as infrastructure management and resource provisioning to…

分布式、并行与集群计算 · 计算机科学 2024-10-30 Giorgio Natale Buttiglieri , Luca De Martini , Alessandro Margara