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The Infrastructure-as-a-Service (IaaS) model of cloud computing is a promising approach towards building elastically scaling systems. Unfortunately, building such applications today is a complex, repetitive and error-prone endeavor, as IaaS…

软件工程 · 计算机科学 2014-11-11 Rostyslav Zabolotnyi , Philipp Leitner , Waldemar Hummer , Schahram Dustdar

The rapid growth of data generated from Internet of Things (IoTs) such as smart phones and smart home devices presents new challenges to cloud computing in transferring, storing, and processing the data. With increasingly more powerful edge…

分布式、并行与集群计算 · 计算机科学 2026-02-17 Runyu Jin , Qirui Yang

Modern HPC workload managers and their careful tuning contribute to the high utilization of HPC clusters. However, due to inevitable uncertainty it is impossible to completely avoid node idleness. Although such idle slots are usually too…

分布式、并行与集群计算 · 计算机科学 2022-11-03 Bartłomiej Przybylski , Maciej Pawlik , Paweł Żuk , Bartłomiej Łagosz , Maciej Malawski , Krzysztof Rzadca

In hosting environments such as IaaS clouds, desirable application performance is usually guaranteed through the use of Service Level Agreements (SLAs), which specify minimal fractions of resource capacities that must be allocated for use…

分布式、并行与集群计算 · 计算机科学 2019-12-03 Vatche Ishakian , Azer Bestavros , Assaf Kfoury

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…

分布式、并行与集群计算 · 计算机科学 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

Open-source 5G core implementations deploy network functions as always-on processes that consume resources even when idle. This inefficiency is most acute in private and edge deployments with sporadic traffic. Serverless5GC is an…

网络与互联网体系结构 · 计算机科学 2026-03-31 Hai Dinh-Tuan

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

Existing serverless workflow orchestration systems are predominantly designed for a single-cloud FaaS system, leading to vendor lock-in. This restricts performance optimization, cost reduction, and availability of applications. However,…

分布式、并行与集群计算 · 计算机科学 2026-04-07 Rui Li , Jianfei Liu , Zhilin Yang , Peichang Shi , Guodong Yi , Huaimin Wang

Offloading computation from user devices to nodes with processing capabilities at the edge of the network is a major trend in today's network/service architectures. At the same time, serverless computing has gained a huge traction among the…

网络与互联网体系结构 · 计算机科学 2022-09-08 Claudio Cicconetti , Marco Conti , Andrea Passarella

Serverless computing with cloud functions is quickly gaining adoption, but constrains programmers with its limited support for state management. We introduce a shared file system for cloud functions. It offers familiar POSIX semantics while…

分布式、并行与集群计算 · 计算机科学 2020-09-22 Johann Schleier-Smith , Leonhard Holz , Nathan Pemberton , Joseph M. Hellerstein

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

While the first generation of cloud computing systems mitigated the job of system administrators, the next generation of cloud computing systems is emerging to mitigate the burden for cloud developers -- facilitating the development of…

分布式、并行与集群计算 · 计算机科学 2024-07-25 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

Serverless computing has gained a strong traction in the cloud computing community in recent years. Among the many benefits of this novel computing model, the rapid auto-scaling capability of user applications takes prominence. However, the…

分布式、并行与集群计算 · 计算机科学 2023-08-23 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya

Cloud computing has achieved great success in modern IT industry as an excellent computing paradigm due to its flexible management and elastic resource sharing. To date, cloud computing takes an irrepalceable position in our socioeconomic…

分布式、并行与集群计算 · 计算机科学 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

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

Hadoop has become the de facto standard for processing large data in today's cloud environment. The performance of Hadoop in the cloud has a direct impact on many important applications ranging from web analytic, web indexing, image and…

分布式、并行与集群计算 · 计算机科学 2016-11-04 Mbarka Soualhia , Foutse Khomh , Sofiene Tahar

The serverless and functions as a service (FaaS) paradigms are currently trending among cloud providers and are now increasingly being applied to the network edge, and to the Internet of Things (IoT) devices. The benefits include reduced…

网络与互联网体系结构 · 计算机科学 2021-03-23 Pekka Karhula , Jan Janak , Henning Schulzrinne

Serverless computing adopts a pay-as-you-go billing model where applications are executed in stateless and shortlived containers triggered by events, resulting in a reduction of monetary costs and resource utilization. However, existing…

网络与互联网体系结构 · 计算机科学 2025-01-27 Chen Chen , Peiyuan Guan , Ziru Chen , Amir Taherkordi , Fen Hou , Lin X. Cai

Running data analytics queries on serverless (FaaS) workers has been shown to be cost- and performance-efficient for a variety of real-world scenarios, including intermittent query arrival patterns, sudden load spikes and management…

数据库 · 计算机科学 2025-10-30 Shyam Jesalpura , Shengda Zhu , Amir Shaikhha , Antonio Barbalace , Boris Grot

Serverless is an emerging cloud computing paradigm that facilitates developers to focus solely on the application logic rather than provisioning and managing the underlying infrastructure. The inherent characteristics such as scalability,…

软件工程 · 计算机科学 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Kari Smolander