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Serverless computing offers attractive scalability, elasticity and cost-effectiveness. However, constraints on memory, CPU and function runtime have hindered its adoption for data-intensive applications and machine learning (ML) workloads.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-25 Joe Oakley , Hakan Ferhatosmanoglu

Distributed memory programming is the established paradigm used in high-performance computing (HPC) systems, requiring explicit communication between nodes and devices. When FPGAs are deployed in distributed settings, communication is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-07 Tiziano De Matteis , Johannes de Fine Licht , Jakub Beránek , Torsten Hoefler

Function-as-a-Service (FaaS) struggles with burst-parallel jobs due to needing multiple independent invocations to start a job. The lack of a group invocation primitive complicates application development and overlooks crucial aspects like…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-22 Daniel Barcelona-Pons , Aitor Arjona , Pedro García-López , Enrique Molina-Giménez , Stepan Klymonchuk

With the advent of AWS Lambda in 2014, Serverless Computing, particularly Function-as-a-Service (FaaS), has witnessed growing popularity across various application domains. FaaS enables an application to be decomposed into fine-grained…

Software Engineering · Computer Science 2024-01-22 Mohak Chadha , Paul Wieland , Michael Gerndt

FaaS (Function as a Service) allows developers to upload and execute code in the cloud without managing servers. FaaS offerings from leading public cloud providers are based on system microVM or application container technologies such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-19 Ju Long , Hung-Ying Tai , Shen-Ta Hsieh , Michael Juntao Yuan

In Function-as-a-Service (FaaS) serverless, large applications are split into short-lived stateless functions. Deploying functions is mutually profitable: users need not be concerned with resource management, while providers can keep their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-14 Yuxuan Zhao , Weikang Weng , Rob van Nieuwpoort , Alexandru Uta

Function-as-a-Service (FaaS) has become a central paradigm in serverless cloud computing, yet optimizing FaaS deployments remains challenging. Using function fusion, multiple functions can be combined into a single deployment unit, which…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-19 Niklas Kowallik , Trever Schirmer , David Bermbach

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

The Function-as-a-Service (FaaS) execution model increases developer productivity by removing operational concerns such as managing hardware or software runtimes. Developers, however, still need to partition their applications into FaaS…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-22 Trever Schirmer , Joel Scheuner , Tobias Pfandzelter , David Bermbach

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-22 Simon Shillaker , Peter Pietzuch

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…

Networking and Internet Architecture · Computer Science 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

Serverless Function-as-a-Service (FaaS) platforms provide applications with resources that are highly elastic, quick to instantiate, accounted at fine granularity, and without the need for explicit runtime resource orchestration. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

Function-as-a-Service (FaaS) has raised a growing interest in how to "tame" serverless computing to enable domain-specific use cases such as data-intensive applications and machine learning (ML), to name a few. Recently, several systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-14 Pablo Gimeno Sarroca , Marc Sánchez-Artigas

Serverless computing, also referred to as Function-as-a-Service (FaaS), is a cloud computing model that has attracted significant attention and has been widely adopted in recent years. The serverless computing model offers an intuitive,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Michail Tsenos , Aristotelis Peri , Vana Kalogeraki

Function-as-a-Service (FaaS) has become an increasingly popular way for users to deploy their applications without the burden of managing the underlying infrastructure. However, existing FaaS platforms rely on remote storage to maintain…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-29 Francisco Romero , Gohar Irfan Chaudhry , Íñigo Goiri , Pragna Gopa , Paul Batum , Neeraja J. Yadwadkar , Rodrigo Fonseca , Christos Kozyrakis , Ricardo Bianchini

Function-as-a-Service (FaaS) is a type of serverless computing that allows developers to write and deploy code as individual functions, which can be triggered by specific events or requests. FaaS platforms automatically manage the…

High performance is needed in many computing systems, from batch-managed supercomputers to general-purpose cloud platforms. However, scientific clusters lack elastic parallelism, while clouds cannot offer competitive costs for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-16 Marcin Copik , Konstantin Taranov , Alexandru Calotoiu , Torsten Hoefler

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-27 Trever Schirmer , Natalie Carl , Nils Höller , Tobias Pfandzelter , David Bermbach

Serverless computing has emerged as a very popular cloud technology, together with its companion Function-as-a-Service (FaaS) programming model enabling invocations of stateless functions from clients. An evolution of serverless is now…

Networking and Internet Architecture · Computer Science 2022-08-29 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella
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