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Modern FaaS systems perform well in the case of repeat executions when function working sets stay small. However, these platforms are less effective when applied to more complex, large-scale and dynamic workloads. In this paper, we…

操作系统 · 计算机科学 2019-10-04 James Cadden , Thomas Unger , Yara Awad , Han Dong , Orran Krieger , Jonathan Appavoo

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

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

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 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

Serverless computing has rapidly emerged as a popular cloud computing paradigm. It enables developers to implement function-level tasks, i.e., serverless functions, without managing infrastructure. While reducing operational overhead, it…

软件工程 · 计算机科学 2025-11-24 Jinfeng Wen , Yuehan Sun

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

分布式、并行与集群计算 · 计算机科学 2020-08-12 Pawel Zuk , Krzysztof Rzadca

Serverless computing allows developers to break their code into small components, known as functions, which are automatically managed by a service provider. Being lightweight and modular, serverless functions have been increasingly employed…

分布式、并行与集群计算 · 计算机科学 2024-01-03 Luciano Baresi , Giovanni Quattrocchi , Inacio Ticongolo

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

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

Agentic workflows have emerged as a powerful paradigm for solving complex, multi-stage tasks, but serving them at scale is computationally expensive given the many LLM inferences that each request must pass through. Configuration selection,…

分布式、并行与集群计算 · 计算机科学 2025-12-15 Yinwei Dai , Zhuofu Chen , Anand Iyer , Ravi Netravali

We consider a discrete-time system comprising a first-come-first-served queue, a non-preemptive server, and a stationary non-work-conserving scheduler. New tasks enter the queue according to a Bernoulli process with a pre-specified arrival…

应用统计 · 统计学 2020-08-05 Michael Lin , Nuno C. Martins , Richard J. La

With rapid advances in containerization techniques, the serverless computing model is becoming a valid candidate execution model in edge networking, similar to the widely used cloud model for applications that are stateless, single purpose…

网络与互联网体系结构 · 计算机科学 2023-05-23 Mounir Bensalem , Erkan Ipek , Admela Jukan

The rapid digitization and the increasing use of emerging technologies such as AI models have significantly contributed to the emissions of computing infrastructure. Efforts to mitigate this impact typically focus on the infrastructure…

分布式、并行与集群计算 · 计算机科学 2025-09-29 Sebastian Werner , Mathis Kähler , Alireza Hakamian

Modern web services adopt cloud-native principles to leverage the advantages of microservices. To consistently guarantee high Quality of Service (QoS) according to Service Level Agreements (SLAs), ensure satisfactory user experiences, and…

机器学习 · 计算机科学 2024-09-06 Amadou Ba , Pavithra Harsha , Chitra Subramanian

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

Network bound applications, like a database server executing OLTP queries or a caching server storing objects for a dynamic web applications, are essential services that consumers and businesses use daily. These services run on a large…

硬件体系结构 · 计算机科学 2020-08-18 Siddharth Rai , Trevor E. Carlson

Serverless computing along with Function-as-a-Service (FaaS) is forming a new computing paradigm that is anticipated to found the next generation of cloud systems. The popularity of this paradigm is due to offering a highly transparent…

分布式、并行与集群计算 · 计算机科学 2023-06-27 Chavit Denninnart , Thanawat Chanikaphon , Mohsen Amini Salehi

Serverless computing enables a new way of building and scaling cloud applications by allowing developers to write fine-grained serverless or cloud functions. The execution duration of a cloud function is typically short-ranging from a few…

操作系统 · 计算机科学 2022-09-08 Yuqi Fu , Li Liu , Haoliang Wang , Yue Cheng , Songqing Chen

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Saman Akbari , Manfred Hauswirth