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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

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…

分布式、并行与集群计算 · 计算机科学 2020-06-22 Simon Shillaker , Peter Pietzuch

Existing work only effective on a given number of GPUs, often neglecting the complexities involved in manually determining the specific types and quantities of GPUs needed, which can be a significant burden for developers. To address this…

分布式、并行与集群计算 · 计算机科学 2024-12-20 Zihan Chang , Sheng Xiao , Shuibing He , Siling Yang , Zhe Pan , Dong Li

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

分布式、并行与集群计算 · 计算机科学 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

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

The convergence of high-performance computing (HPC) and artificial intelligence (AI) is driving the emergence of increasingly complex parallel applications and workloads. These workloads often combine multiple parallel runtimes within the…

分布式、并行与集群计算 · 计算机科学 2026-01-29 Aleix Roca , Vicenç Beltran

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

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 a virtualisation-related paradigm that promises to simplify application management and to solve the last challenges in the field: scale down and easy to use. The implied cost reduction, coupled with a simplified…

密码学与安全 · 计算机科学 2022-01-28 Eduard Marin , Diego Perino , Roberto Di Pietro

Serverless computing abstracts away server management, enabling automatic scaling, efficient resource utilization, and cost-effective pricing models. However, despite these advantages, it faces the significant challenge of cold-start…

分布式、并行与集群计算 · 计算机科学 2025-04-29 Syed Salauddin Mohammad Tariq , Ali Al Zein , Soumya Sripad Vaidya , Arati Khanolkar , Zheng Song , Probir Roy

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…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

The emerging data-intensive applications are increasingly dependent on data-intensive scalable computing (DISC) systems, such as Apache Spark, to process large data. Despite their popularity, DISC applications are hard to test. In recent…

软件工程 · 计算机科学 2021-03-10 Qian Zhang , Jiyuan Wang , Muhammad Ali Gulzar , Rohan Padhye , Miryung Kim

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

Serverless computing is an emerging cloud computing paradigm, being adopted to develop a wide range of software applications. It allows developers to focus on the application logic in the granularity of function, thereby freeing developers…

软件工程 · 计算机科学 2022-12-19 Jinfeng Wen , Zhenpeng Chen , Xin Jin , Xuanzhe Liu

The CAD design process includes a number of repetitive steps when creating assemblies. This issue is compounded when engineering whole product lines or design families, as steps like inserting parts common to all variations, such as…

机器人学 · 计算机科学 2025-06-03 Constantin Chaumet , Jakob Rehof

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

Serverless computing is increasingly popular because of the promise of lower cost and the convenience it provides to users who do not need to focus on server management. This has resulted in the availability of a number of proprietary and…

性能 · 计算机科学 2019-12-16 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li

Online services strive to maintain application responsiveness even when the traffic is unpredictable and fluctuating. Today's online services are commonly deployed as chains of microservices, each microservice packaged as one or more…

分布式、并行与集群计算 · 计算机科学 2026-05-25 Dilina Dehigama , Shyam Jesalpura , David Schall , Antonios Katsarakis , Marios Kogias , Rakesh Kumar , Boris Grot

Serverless computing is a cloud computing paradigm that allows developers to focus exclusively on business logic as cloud service providers manage resource management tasks. Serverless applications follow this model, where the application…

分布式、并行与集群计算 · 计算机科学 2022-01-28 Anshul Jindal , Mohak Chadha , Shajulin Benedict , Michael Gerndt

With the increase in agent-based applications, there are now agent systems that support \emph{concurrent} client accesses. The ability to process large volumes of simultaneous requests is critical in many such applications. In such a…

多智能体系统 · 计算机科学 2007-05-23 Fatma Ozcan , VS Subrahmanian , Juergen Dix