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Serverless computing has gained a significant traction in recent times because of its simplicity of development, deployment and fine-grained billing. However, while implementing complex services comprising databases, file stores, or more…

网络与互联网体系结构 · 计算机科学 2019-11-19 Bishakh Chandra Ghosh , Sourav Kanti Addya , Nishant Baranwal Somy , Shubha Brata Nath , Sandip Chakraborty , Soumya K Ghosh

Serverless computing has emerged as a new compelling paradigm for the deployment of applications and services. It represents an evolution of cloud programming models, abstractions, and platforms, and is a testament to the maturity and wide…

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

分布式、并行与集群计算 · 计算机科学 2023-09-20 Anupama Mampage , Rajkumar Buyya

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

Serverless computing is increasingly popular because of its lower cost and easier deployment. Several cloud service providers (CSPs) offer serverless computing on their public clouds, but it may bring the vendor lock-in risk. To avoid this…

分布式、并行与集群计算 · 计算机科学 2021-06-08 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li

Recently, academics and the corporate sector have paid attention to serverless computing, which enables dynamic scalability and an economic model. In serverless computing, users only pay for the time they actually use resources, enabling…

分布式、并行与集群计算 · 计算机科学 2024-10-24 Muhammed Golec , Guneet Kaur Walia , Mohit Kumar , Felix Cuadrado , Sukhpal Singh Gill , Steve Uhlig

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

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

分布式、并行与集群计算 · 计算机科学 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

The topic of serverless computing has proved to be a controversial subject both within academic and industrial communities. Many have praised the approach to be a platform for a new era of computing and some have argued that it is in fact a…

网络与互联网体系结构 · 计算机科学 2021-06-07 Hossein Shafiei , Ahmad Khonsari , Payam Mousavi

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

Serverless computing has emerged as a compelling paradigm for the development and deployment of a wide range of event based cloud applications. At the same time, cloud providers and enterprise companies are heavily adopting machine learning…

分布式、并行与集群计算 · 计算机科学 2018-02-13 Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

Serverless computing is an emerging cloud computing paradigm that has been applied to various domains, including machine learning, scientific computing, video processing, etc. To develop serverless computing-based software applications…

软件工程 · 计算机科学 2022-07-28 Jinfeng Wen , Zhenpeng Chen , Xuanzhe Liu

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

分布式、并行与集群计算 · 计算机科学 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

Serverless computing is increasingly being used for parallel computing, which have traditionally been implemented as stateful applications. Executing complex, burst-parallel, directed acyclic graph (DAG) jobs poses a major challenge for…

分布式、并行与集群计算 · 计算机科学 2020-10-15 Benjamin Carver , Jingyuan Zhang , Ao Wang , Ali Anwar , Panruo Wu , Yue Cheng

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

The rise of serverless computing introduced a new class of scalable, elastic and widely available parallel workers in the cloud. Many systems and applications benefit from offloading computations and parallel tasks to dynamically allocated…

分布式、并行与集群计算 · 计算机科学 2025-09-23 Marcin Copik , Lukas Möller , Alexandru Calotoiu , Torsten Hoefler

The development of cloud infrastructures inspires the emergence of cloud-native computing. As the most promising architecture for deploying microservices, serverless computing has recently attracted more and more attention in both industry…

分布式、并行与集群计算 · 计算机科学 2022-01-04 Zijun Li , Linsong Guo , Jiagan Cheng , Quan Chen , Bingsheng He , Minyi Guo

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

分布式、并行与集群计算 · 计算机科学 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

As data-intensive applications grow, batch processing in limited-resource environments faces scalability and resource management challenges. Serverless computing offers a flexible alternative, enabling dynamic resource allocation and…

分布式、并行与集群计算 · 计算机科学 2025-02-18 Amine Barrak , Emna Ksontini