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Graph processing systems are essential for analyzing large-scale data with complex relationships, yet most existing frameworks rely on statically provisioned clusters, resulting in poor elasticity and inefficient resource utilization under…

分布式、并行与集群计算 · 计算机科学 2026-05-13 Chen Zhao , Parsa Poorsistani , Mohammad Goudarzi , Tawfiq Islam , Adel N. Toosi

Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

With the increasing demand for high-performance and high-efficiency computing, cloud computing, especially serverless computing, has gradually become a research hotspot in recent years, attracting numerous research attention. Meanwhile,…

分布式、并行与集群计算 · 计算机科学 2026-01-05 Hanzhe Li , Bingchen Lin , Mengyuan Xu

As data-intensive applications grow, batch processing in limited-resource environments faces scalability and resource management challenges. Serverless computing offers a flexible alternative, enabling dynamic resource allocation and…

分布式、并行与集群计算 · 计算机科学 2025-02-18 Amine Barrak , Emna Ksontini

FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and…

分布式、并行与集群计算 · 计算机科学 2024-05-02 Marcin Copik , Alexandru Calotoiu , Pengyu Zhou , Konstantin Taranov , Torsten Hoefler

WebAssembly has emerged as a lightweight and portable runtime to execute serverless functions, particularly in heterogeneous and resource-constrained environments such as the Edge Cloud Continuum. However, the performance benefits versus…

分布式、并行与集群计算 · 计算机科学 2025-10-08 Cynthia Marcelino , Noah Krennmair , Thomas Pusztai , Stefan Nastic

Datacenters are witnessing a rapid surge in the adoption of serverless functions for microservices-based applications. A vast majority of these microservices typically span less than a second, have strict SLO requirements, and are chained…

分布式、并行与集群计算 · 计算机科学 2020-09-01 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Nachiappan Chidambaram , Mahmut T. Kandemir , Chita R. Das

Typically, serverless functions rely on remote storage services for managing state, which can result in increased latency and network communication overhead. In a dynamic environment such as the 3D (Edge-Cloud-Space) Compute Continuum,…

分布式、并行与集群计算 · 计算机科学 2025-08-27 Cynthia Marcelino , Leonard Guelmino , Thomas Pusztai , Stefan Nastic

Serverless computing has emerged as a new execution model which gained a lot of attention in cloud computing thanks to the latest advances in containerization technologies. Recently, serverless has been adopted at the edge, where it can…

网络与互联网体系结构 · 计算机科学 2023-05-24 Mounir Bensalem , Francisco Carpio , Admela Jukan

Cloud service provider propose services to insensitive customers to use their platform. Different services can achieve the same result at different cost. In this paper, we study the efficiency of a serverless architecture for running highly…

软件工程 · 计算机科学 2019-01-15 Samuel Lavoie , Anthony Garant , Fabio Petrillo

It is increasingly common to outsource network functions (NFs) to the cloud. However, no cloud providers offer NFs-as-a-Service (NFaaS) that allows users to run custom NFs. Our work addresses how a cloud provider can offer NFaaS. We use the…

分布式、并行与集群计算 · 计算机科学 2019-10-18 Arjun Singhvi , Junaid Khalid , Aditya Akella , Sujata Banerjee

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

分布式、并行与集群计算 · 计算机科学 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Static analyses aspire to explore all possible executions in order to achieve soundness. Yet, in practice, they fail to capture common dynamic behavior. Enhancing static analyses with dynamic information is a common pattern, with tools such…

编程语言 · 计算机科学 2019-05-07 Neville Grech , George Fourtounis , Adrian Francalanza , Yannis Smaragdakis

High performance is needed in many computing systems, from batch-managed supercomputers to general-purpose cloud platforms. However, scientific clusters lack elastic parallelism, while clouds cannot offer competitive costs for…

分布式、并行与集群计算 · 计算机科学 2023-05-16 Marcin Copik , Konstantin Taranov , Alexandru Calotoiu , Torsten Hoefler

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 has gained popularity in edge computing due to its flexible features, including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy support. Complex Serverless-based applications typically rely…

分布式、并行与集群计算 · 计算机科学 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

The vast majority of high-performance embedded systems implement multi-level CPU cache hierarchies. But the exact behavior of these CPU caches has historically been opaque to system designers. Absent expensive hardware debuggers, an…

其他计算机科学 · 计算机科学 2021-03-02 Dharmesh Tarapore , Shahin Roozkhosh , Steven Brzozowski , Renato Mancuso

Serverless computing, with its operational simplicity and on-demand scalability, has become a preferred paradigm for deploying workflow applications. However, resource allocation for workflows, particularly those with branching structures,…

分布式、并行与集群计算 · 计算机科学 2025-04-10 Long Chen , Xinshuai Hua , Jinquan Zhang , Wenshuai Li , Xiaoping Li , Shijie Guo

Serverless cloud is an innovative cloud service model that frees customers from most cloud management duties. It also offers the same advantages as other cloud models but at much lower costs. As a result, the serverless cloud has been…

分布式、并行与集群计算 · 计算机科学 2023-12-15 Tam N. Nguyen