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Function-as-a-Service (FaaS) is an event-driven serverless cloud computing model in which small, stateless functions are invoked in response to events, such as HTTP requests, new database entries, or messages. Current FaaS platform assume…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Natalie Carl , Trever Schirmer , Niklas Kowallik , Joshua Adamek , Tobias Pfandzelter , Sergio Lucia , David Bermbach

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

分布式、并行与集群计算 · 计算机科学 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

Rapid adoption of the serverless (or Function-as-a-Service, FaaS) paradigm, pioneered by Amazon with AWS Lambda and followed by numerous commercial offerings and open source projects, introduces new challenges in designing the cloud…

分布式、并行与集群计算 · 计算机科学 2019-04-01 Ping-Min Lin , Alex Glikson

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

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

Function-as-a-Service (FaaS) platforms and "serverless" cloud computing are becoming increasingly popular. Current FaaS offerings are targeted at stateless functions that do minimal I/O and communication. We argue that the benefits of…

We present FunLess, a Function-as-a-Service (FaaS) platform tailored for the private edge cloud system. FunLess responds to recent trends that advocate for extending the coverage of serverless computing to private edge cloud systems and…

分布式、并行与集群计算 · 计算机科学 2024-06-03 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

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,…

分布式、并行与集群计算 · 计算机科学 2022-12-29 Zhuangzhuang Zhou , Yanqi Zhang , Christina Delimitrou

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

分布式、并行与集群计算 · 计算机科学 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson

Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function…

网络与互联网体系结构 · 计算机科学 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

Serverless computing offers an event driven pay-as-you-go framework for application development. A key selling point is the concept of no back-end server management, allowing developers to focus on application functionality. This is…

分布式、并行与集群计算 · 计算机科学 2020-12-11 Daniel Kelly , Frank G Glavin , Enda Barrett

Dynamic offloading of Machine Learning (ML) model partitions across different resource orchestration services, such as Function-as-a-Service (FaaS) and Infrastructure-as-a-Service (IaaS), can balance processing and transmission delays while…

机器学习 · 计算机科学 2025-11-03 Zongshun Zhang , Ibrahim Matta

In an overloaded FaaS cluster, individual worker nodes strain under lengthening queues of requests. Although the cluster might be eventually horizontally-scaled, adding a new node takes dozens of seconds. As serving applications are tuned…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Paweł Żuk , Bartłomiej Przybylski , Krzysztof Rzadca

Serverless computing is an emerging cloud computing paradigm that can reduce costs for cloud providers and their customers. However, serverless cloud platforms have stringent performance requirements (due to the need to execute short…

分布式、并行与集群计算 · 计算机科学 2024-09-04 S. Qi , H. Moore , N. Hogade , D. Milojicic , C. Bash , S. Pasricha

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

Serverless computing systems are becoming very popular. Large corporations such as Netflix, Airbnb, and Coca-Cola use such systems for running their websites and IT systems. The advantages of such systems include superior support for…

分布式、并行与集群计算 · 计算机科学 2023-03-14 Abhisek Panda , Smruti R. Sarangi

Serverless computing has seen a myriad of work exploring its potential. Some systems tackle Function-as-a-Service (FaaS) properties on automatic elasticity and scale to run highly-parallel computing jobs. However, they focus on specific…

分布式、并行与集群计算 · 计算机科学 2021-06-16 Daniel Barcelona-Pons , Pedro García-López

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

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

Cloud-edge serverless applications or serverless deployments spanning multiple regions introduce the need to govern the scheduling of functions to satisfy their functional constraints or avoid performance degradation. For instance,…

分布式、并行与集群计算 · 计算机科学 2023-07-07 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro