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Thanks to the latest advances in containerization, the serverless edge computing model is becoming close to reality. Serverless at the edge is expected to enable low latency applications with fast autoscaling mechanisms, all running on…

网络与互联网体系结构 · 计算机科学 2022-08-18 Francisco Carpio , Marc Michalke , Admela Jukan

Following the increasing interest and adoption of FaaS systems, benchmarking frameworks for determining non-functional properties have also emerged. While existing (microbenchmark) frameworks only evaluate single aspects of FaaS platforms,…

分布式、并行与集群计算 · 计算机科学 2021-11-02 Martin Grambow , Tobias Pfandzelter , Luk Burchard , Carsten Schubert , Max Zhao , David Bermbach

Context. While in serverless computing, application resource management and operational concerns are generally delegated to the cloud provider, ensuring that serverless applications meet their performance requirements is still a…

分布式、并行与集群计算 · 计算机科学 2021-07-29 Simon Eismann , Diego Elias Costa , Lizhi Liao , Cor-Paul Bezemer , Weiyi Shang , André van Hoorn , Samuel Kounev

Serverless computing is a growing and maturing field that is the focus of much research, industry interest and adoption. Previous works exploring Functions-as-a-Service providers have focused primarily on the most well known providers AWS…

分布式、并行与集群计算 · 计算机科学 2024-09-04 Nnamdi Ekwe-Ekwe , Lucas Amos

Serverless computing is an emerging cloud paradigm with serverless functions at its core. While serverless environments enable software developers to focus on developing applications without the need to actively manage the underlying…

密码学与安全 · 计算机科学 2024-08-06 Danielle Lavi , Oleg Brodt , Dudu Mimran , Yuval Elovici , Asaf Shabtai

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

Serverless computing has achieved widespread adoption, with over 70% of AWS organizations using serverless solutions [1]. Meanwhile, machine learning inference workloads increasingly migrate to Function-as-a-Service (FaaS) platforms for…

密码学与安全 · 计算机科学 2026-01-21 Chetan Pathade , Vinod Dhimam , Sheheryar Ahmad , Ilsa Lareb

With the proliferation of machine learning (ML) libraries and frameworks, and the programming languages that they use, along with operations of data loading, transformation, preparation and mining, ML model development is becoming a…

软件工程 · 计算机科学 2019-04-04 Anirban Bhattacharjee , Yogesh Barve , Shweta Khare , Shunxing Bao , Aniruddha Gokhale , Thomas Damiano

Function-as-a-Service (FaaS) allows to directly submit function code to a cloud provider without the burden of managing infrastructure resources. Each cloud provider establishes execution time limits to their FaaS offerings, which impose…

分布式、并行与集群计算 · 计算机科学 2024-02-15 Rodrigo Landa Andraca , Mahdi Zareei

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

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

The event-driven and elastic nature of serverless runtimes makes them a very efficient and cost-effective alternative for scaling up computations. So far, they have mostly been used for stateless, data parallel and ephemeral computations.…

分布式、并行与集群计算 · 计算机科学 2019-01-11 Arda Aytekin , Mikael Johansson

Function-as-a-Service (FaaS) is a cloud service model enabling developers to offload event-driven executable snippets of code. The execution and management of such functions becomes a FaaS provider's responsibility, hereby included their…

软件工程 · 计算机科学 2020-04-03 Vladimir Yussupov , Jacopo Soldani , Uwe Breitenbücher , Antonio Brogi , Frank Leymann

The increasing use of hardware processing accelerators tailored for specific applications, such as the Vision Processing Unit (VPU) for image recognition, further increases developers' configuration, development, and management overhead.…

分布式、并行与集群计算 · 计算机科学 2022-08-08 Sebastian Werner , Trever Schirmer

Quantum computing has the potential to solve complex problems beyond the capabilities of classical computers. However, its practical use is currently limited due to early-stage quantum software engineering and the constraints of Noisy…

新兴技术 · 计算机科学 2024-07-04 Hoa T. Nguyen , Bui Binh An Pham , Muhammad Usman , Rajkumar Buyya

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

The serverless platform aims to facilitate cloud applications' straightforward deployment, scaling, and management. Unfortunately, the distributed nature of serverless computing makes it difficult to port traditional security tools…

分布式、并行与集群计算 · 计算机科学 2025-03-11 Chuang Li , Lanfang Huang , Dian He , Yanhua Wen , Gang Liu , Lixin Duan

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

分布式、并行与集群计算 · 计算机科学 2020-11-25 Chavit Denninnart

Serverless computing, in particular the Function-as-a-Service (FaaS) execution model, has recently shown to be effective for running large-scale computations. However, little attention has been paid to highly-parallel applications with…

分布式、并行与集群计算 · 计算机科学 2022-07-01 Gerard Finol , Gerard París , Pedro García-López , Marc Sánchez-Artigas

Serverless computing is an emerging cloud computing paradigm for developing applications at the function level, known as serverless functions. Due to the highly dynamic execution environment, multiple identical runs of the same serverless…

软件工程 · 计算机科学 2025-01-14 Jinfeng Wen , Zhenpeng Chen , Federica Sarro , Shangguang Wang