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The Function-as-a-service (FaaS) computing model has recently seen significant growth especially for highly scalable, event-driven applications. The easy-to-deploy and cost-efficient fine-grained billing of FaaS is highly attractive to big…

分布式、并行与集群计算 · 计算机科学 2023-09-11 Yuze Li , Kevin Assogba , Abhijit Tripathy , Moiz Arif , M. Mustafa Rafique , Ali R. Butt , Dimitrios Nikolopoulos

Data lakes hold a growing amount of cold data that is infrequently accessed, yet require interactive response times. Serverless functions are seen as a way to address this use case since they offer an appealing alternative to maintaining…

数据库 · 计算机科学 2022-08-23 Simon Kassing , Ingo Müller , Gustavo Alonso

Existing serverless data analytics systems rely on external storage services like S3 for data shuffling and communication between cloud functions. While this approach provides the elasticity benefits of serverless computing, it incurs…

数据库 · 计算机科学 2024-04-23 Gang Liao , Amol Deshpande , Daniel J. Abadi

Serverless computing, commonly offered as Function-as-a-Service, was initially designed for small, lean applications. However, there has been an increasing desire to run larger, more complex applications (what we call bulky applications) in…

分布式、并行与集群计算 · 计算机科学 2024-05-14 Zhiyuan Guo , Zachary Blanco , Junda Chen , Jinmou Li , Zerui Wei , Bili Dong , Ishaan Pota , Mohammad Shahrad , Harry Xu , Yiying Zhang

Antifragility is a novel concept focusing on letting software systems learn and improve over time based on sustained adverse events such as failures. The actor model has been proposed to deal with concurrent computation and has recently…

软件工程 · 计算机科学 2023-06-27 Marcel Mraz , Hind Bangui , Bruno Rossi , Barbora Buhnova

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

Time-evolving stream datasets exist ubiquitously in many real-world applications where their inherent hot keys often evolve over times. Nevertheless, few existing solutions can provide efficient load balance on these time-evolving datasets…

分布式、并行与集群计算 · 计算机科学 2018-06-05 Yu Huang

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

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

网络与互联网体系结构 · 计算机科学 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

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

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

Serverless computing offers attractive scalability, elasticity and cost-effectiveness. However, constraints on memory, CPU and function runtime have hindered its adoption for data-intensive applications and machine learning (ML) workloads.…

分布式、并行与集群计算 · 计算机科学 2024-03-25 Joe Oakley , Hakan Ferhatosmanoglu

Serverless computing automates fine-grained resource scaling and simplifies the development and deployment of online services with stateless functions. However, it is still non-trivial for users to allocate appropriate resources due to…

分布式、并行与集群计算 · 计算机科学 2022-02-18 Hanfei Yu , Hao Wang , Jian Li , Xu Yuan , Seung-Jong Park

The serverless computing paradigm promises many desirable properties for cloud applications - low-cost, fine-grained deployment, and management-free operation. Consequently, the paradigm has underwent rapid growth: there currently exist…

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

分布式、并行与集群计算 · 计算机科学 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

Serverless computing, also known as Functions-as-a-Service, is a recent paradigm aimed at simplifying the programming of cloud applications. The idea is that developers design applications in terms of functions, which are then deployed on a…

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

分布式、并行与集群计算 · 计算机科学 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

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

The serverless scheduling problem poses a new challenge to Cloud service platform providers because it is rather a job scheduling problem than a traditional resource allocation or request load balancing problem. Traditionally, elastic cloud…

分布式、并行与集群计算 · 计算机科学 2018-09-18 Manuel Stein

Serverless computing is a buzzword that is being used commonly in the world of technology and among developers and businesses. Using the Function-as-a-Service (FaaS) model of serverless, one can easily deploy their applications to the cloud…

网络与互联网体系结构 · 计算机科学 2022-07-01 Akash Puliyadi Jegannathan , Rounak Saha , Sourav Kanti Addya