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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

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

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

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

Swarms of autonomous devices are increasing in ubiquity and size, making the need for rethinking their hardware-software system stack critical. We present HiveMind, the first swarm coordination platform that enables programmable execution…

分布式、并行与集群计算 · 计算机科学 2022-01-03 Liam Patterson , David Pigorovsky , Brian Dempsey , Nikita Lazarev , Aditya Shah , Clara Steinhoff , Ariana Bruno , Justin Hu , Christina Delimitrou

Dynamic offloading of Machine Learning (ML) model partitions across different resource orchestration services, such as Function-as-a-Service (FaaS) and Infrastructure-as-a-Service (IaaS), can balance processing and transmission delays while…

机器学习 · 计算机科学 2025-11-03 Zongshun Zhang , Ibrahim Matta

Workflow management systems allow the users to develop complex applications at a higher level, by orchestrating functional components without handling the implementation details. Although a wide range of workflow engines are developed in…

分布式、并行与集群计算 · 计算机科学 2009-10-06 Alexandru Costan , Corina Stratan , Eliana-Dina Tirsa , Mugurel Ionut Andreica , Valentin Cristea

Autonomic computing has been proposed recently as a way to address the difficult management of applications whose complexity is constantly increasing. Autonomous applications will have to be especially flexible and be able to monitor…

网络与互联网体系结构 · 计算机科学 2009-09-29 Simon Patarin , Mesaac Makpangou

Workflow and serverless frameworks have empowered new approaches to distributed application design by abstracting compute resources. However, their typically limited or one-size-fits-all support for advanced data flow patterns leaves…

分布式、并行与集群计算 · 计算机科学 2024-12-03 J. Gregory Pauloski , Valerie Hayot-Sasson , Logan Ward , Alexander Brace , André Bauer , Kyle Chard , Ian Foster

Serverless computing is increasingly adopted for its ability to manage complex, event-driven workloads without the need for infrastructure provisioning. However, traditional resource allocation in serverless platforms couples CPU and…

分布式、并行与集群计算 · 计算机科学 2025-03-03 Lingxiao Jin , Zinuo Cai , Zebin Chen , Hongyu Zhao , Ruhui Ma

Serverless computing has emerged as a very popular cloud technology, together with its companion Function-as-a-Service (FaaS) programming model enabling invocations of stateless functions from clients. An evolution of serverless is now…

网络与互联网体系结构 · 计算机科学 2022-08-29 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella

Serverless computing has seen rapid adoption due to its high scalability and flexible, pay-as-you-go billing model. In serverless, developers structure their services as a collection of functions, sporadically invoked by various events like…

分布式、并行与集群计算 · 计算机科学 2021-02-09 Dmitrii Ustiugov , Plamen Petrov , Marios Kogias , Edouard Bugnion , Boris Grot

Although historically the term serverless was also used in the context of peer-to-peer systems, it is more frequently associated with the architectural style for developing cloud-native applications. From the developer's perspective,…

密码学与安全 · 计算机科学 2020-11-26 Vladimir Yussupov , Ghareeb Falazi , Uwe Breitenbücher , Frank Leymann

Serverless Computing is a computing paradigm that provides efficient infrastructure management and elastic scalability. Serverless functions scale up or down based on demand, which means that functions are not directly addressable and rely…

分布式、并行与集群计算 · 计算机科学 2024-12-05 Cynthia Marcelino , Jack Shahhoud , Stefan Nastic

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

分布式、并行与集群计算 · 计算机科学 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson

Serverless computing enables developers to deploy code without managing infrastructure, but suffers from cold start overhead when initializing new function instances. Existing solutions such as "keep-alive" or "pre-warming" are costly and…

分布式、并行与集群计算 · 计算机科学 2025-10-31 Saman Akbari , Manfred Hauswirth

Serverless computing offers a pay-per-use model with high elasticity and automatic scaling for a wide range of applications. Since cloud providers abstract most of the underlying infrastructure, these services work similarly to black-boxes.…

分布式、并行与集群计算 · 计算机科学 2021-11-10 Michael Kiener , Mohak Chadha , Michael Gerndt

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

With the ever-increasing usage of serverless computing in both industry and academia, it is essential to understand the mechanisms that power the underlying platforms. As serverless is more than ten years old, there are different platforms…

分布式、并行与集群计算 · 计算机科学 2026-04-20 Trever Schirmer , Aris Wiegand , Lucca di Benedetto , Linus Gustafsson , Natalie Carl , Tobias Pfandzelter , David Bermbach

FaaS (Function as a Service) allows developers to upload and execute code in the cloud without managing servers. FaaS offerings from leading public cloud providers are based on system microVM or application container technologies such as…

分布式、并行与集群计算 · 计算机科学 2020-10-19 Ju Long , Hung-Ying Tai , Shen-Ta Hsieh , Michael Juntao Yuan