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Function-as-a-Service (FaaS) is a popular cloud computing model in which applications are implemented as work flows of multiple independent functions. While cloud providers usually offer composition services for such workflows, they do not…

分布式、并行与集群计算 · 计算机科学 2025-10-24 Natalie Carl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

The IoT area has grown significantly in the last few years and is expected to reach a gigantic amount of 50 billion devices by 2020. The appearance of serverless architectures, specifically highlighting FaaS, raises the question of the of…

分布式、并行与集群计算 · 计算机科学 2019-01-15 Duarte Pinto , João Pedro Dias , Hugo Sereno Ferreira

Infrastructure as a Service (IaaS) Cloud services allow users to deploy distributed applications in a virtualized environment without having to customize their applications to a specific Platform as a Service (PaaS) stack. It is common…

软件工程 · 计算机科学 2018-01-30 Christian Stier , Jörg Domaschka , Anne Koziolek , Sebastian Krach , Jakub Krzywda , Ralf Reussner

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

Serverless computing and stream processing represent two dominant paradigms for event-driven data processing, yet both make assumptions that render them inefficient for short-running, lightweight, and unpredictable streams that require…

分布式、并行与集群计算 · 计算机科学 2026-03-04 Natalie Carl , Niklas Kowallik , Constantin Stahl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

Function-as-a-Service (FaaS) is a growing cloud computing paradigm that is expected to reduce the user cost of service over traditional serverful approaches. However, the environmental impact of FaaS has not received much attention. We…

分布式、并行与集群计算 · 计算机科学 2024-10-17 Sirui Qi , Hayden Moore , Ninad Hogade , Dejan Milojicic , Cullen Bash , Sudeep Pasricha

Serverless computing has emerged as a compelling new paradigm of cloud computing models in recent years. It promises the user services at large scale and low cost while eliminating the need for infrastructure management. On cloud provider…

分布式、并行与集群计算 · 计算机科学 2020-06-01 Lucia Schuler , Somaya Jamil , Niklas Kühl

Cloud elasticity - the ability to use as much resources as needed at any given time - and low cost - a user pays only for the resources it consumes - represent solid incentives for many organizations to migrate some of their computational…

分布式、并行与集群计算 · 计算机科学 2013-07-15 Ashkan Paya , Dan C. Marinescu

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

Function-as-a-Service (FaaS) computing is an emerging cloud computing paradigm for its ease-of-management and elasticity. However, optimizing scheduling for serverless functions remains challenging due to their dynamic and event-driven…

软件工程 · 计算机科学 2025-12-08 Zhuangbin Chen , Juzheng Zheng , Zibin Zheng

Function-as-a-Service (FaaS) is emerging as an important cloud computing service model as it can improve the scalability and usability of a wide range of applications, especially Machine-Learning (ML) inference tasks that require scalable…

分布式、并行与集群计算 · 计算机科学 2023-03-13 Ming Zhao , Kritshekhar Jha , Sungho Hong

Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

分布式、并行与集群计算 · 计算机科学 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

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

Serverless platforms have attracted attention due to their promise of elasticity, low cost, and fast deployment. Instead of using a fixed virtual machine (VM) infrastructure, which can incur considerable costs to operate and run, serverless…

分布式、并行与集群计算 · 计算机科学 2022-02-15 Michael Wawrzoniak , Ingo Müller , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

5G and beyond support the deployment of vertical applications, which is particularly appealing in combination with network slicing and edge computing to create a logically isolated environment for executing customer services. Even if…

网络与互联网体系结构 · 计算机科学 2024-05-08 Claudio Cicconetti , Raffaele Bruno , Andrea Passarella

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

分布式、并行与集群计算 · 计算机科学 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverless computing, representing applications as event-driven and…

分布式、并行与集群计算 · 计算机科学 2023-02-07 Xuanzhe Liu , Jinfeng Wen , Zhenpeng Chen , Ding Li , Junkai Chen , Yi Liu , Haoyu Wang , Xin Jin

Data processing systems are increasingly deployed in the cloud. While monolithic systems run fully on virtual servers, recent systems embrace cloud infrastructure and utilize the disaggregation of compute and storage to scale them…

数据库 · 计算机科学 2025-01-15 Thomas Bodner , Theo Radig , David Justen , Daniel Ritter , Tilmann Rabl

Serverless query processing has become increasingly popular due to its auto-scaling, high elasticity, and pay-as-you-go pricing. It allows cloud data warehouse (or lakehouse) users to focus on data analysis without the burden of managing…

数据库 · 计算机科学 2024-12-24 Haoqiong Bian , Dongyang Geng , Yunpeng Chai , Anastasia Ailamaki

Serverless computing has emerged as an attractive deployment option for cloud applications in recent times. The unique features of this computing model include, rapid auto-scaling, strong isolation, fine-grained billing options and access…

分布式、并行与集群计算 · 计算机科学 2021-06-02 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya