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Developers increasingly use function-as-a-service (FaaS) platforms for data-centric applications that perform low-latency and transactional operations on data, such as for microservices or web serving. Unfortunately, existing FaaS platforms…

Function-as-a-Service is a novel type of cloud service used for creating distributed applications and utilizing computing resources. Application developer supplies source code of cloud functions, which are small applications or application…

分布式、并行与集群计算 · 计算机科学 2019-09-10 Maciej Pawlik , Kamil Figiela , Maciej Malawski

Serverless computing, or Function-as-a-Service (FaaS), enables a new way of building and scaling applications by allowing users to deploy fine-grained functions while providing fully-managed resource provisioning and auto-scaling. Custom…

分布式、并行与集群计算 · 计算机科学 2021-07-16 Ao Wang , Shuai Chang , Huangshi Tian , Hongqi Wang , Haoran Yang , Huiba Li , Rui Du , Yue Cheng

As the amount of data collected for crowdsensing applications increases rapidly due to improved sensing capabilities and the increasing number of Internet of Things (IoT) devices, the cloud server is no longer able to handle the large-scale…

分布式、并行与集群计算 · 计算机科学 2020-12-10 Jer Shyuan Ng , Wei Yang Bryan Lim , Sahil Garg , Zehui Xiong , Dusit Niyato , Mohsen Guizani , Cyril Leung

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

An important aspect of the Future Internet is the efficient utilization of (wireless) network resources. In order for the - demanding in terms of QoS - Future Internet services to be provided, the current trend is evolving towards an…

网络与互联网体系结构 · 计算机科学 2010-01-29 Emmanouil Dramitinos , Isabelle Guerin Lassous

In traditional machine learning, the central server first collects the data owners' private data together and then trains the model. However, people's concerns about data privacy protection are dramatically increasing. The emerging paradigm…

计算机科学与博弈论 · 计算机科学 2020-03-30 Yutao Jiao , Ping Wang , Dusit Niyato , Bin Lin , Dong In Kim

Fog computing has become an attractive research topic in recent years. As an extension of the cloud, fog computing provides computing resources for Internet of Things (IoT) applications through communicative fog nodes located at the network…

多智能体系统 · 计算机科学 2024-01-05 Yikun Yang , Fenghui Ren , Minjie Zhang

The increased use of micro-services to build web applications has spurred the rapid growth of Function-as-a-Service (FaaS) or serverless computing platforms. While FaaS simplifies provisioning and scaling for application developers, it…

分布式、并行与集群计算 · 计算机科学 2019-11-25 Arjun Singhvi , Kevin Houck , Arjun Balasubramanian , Mohammed Danish Shaikh , Shivaram Venkataraman , Aditya Akella

Exploding data volumes and velocities, new computational methods and platforms, and ubiquitous connectivity demand new approaches to computation in the sciences. These new approaches must enable computation to be mobile, so that, for…

分布式、并行与集群计算 · 计算机科学 2020-05-12 Ryan Chard , Yadu Babuji , Zhuozhao Li , Tyler Skluzacek , Anna Woodard , Ben Blaiszik , Ian Foster , Kyle Chard

Serverless computing with cloud functions is quickly gaining adoption, but constrains programmers with its limited support for state management. We introduce a shared file system for cloud functions. It offers familiar POSIX semantics while…

分布式、并行与集群计算 · 计算机科学 2020-09-22 Johann Schleier-Smith , Leonhard Holz , Nathan Pemberton , Joseph M. Hellerstein

In Function-as-a-Service (FaaS) serverless, large applications are split into short-lived stateless functions. Deploying functions is mutually profitable: users need not be concerned with resource management, while providers can keep their…

分布式、并行与集群计算 · 计算机科学 2024-11-14 Yuxuan Zhao , Weikang Weng , Rob van Nieuwpoort , Alexandru Uta

Fog computing is an emerging computing paradigm which is mainly suitable for time-sensitive and real-time Internet of Things (IoT) applications. Academia and industries are focusing on the exploration of various aspects of Fog computing for…

分布式、并行与集群计算 · 计算机科学 2025-04-15 Ranesh Naha , Saurabh Garg , Sudheer Kumar Battula , Muhammad Bilal Amin , Rajiv Ranjan

Increasing number of the cloud-based Internet applications demands for efficient resource and cost management. This paper proposes a real-time group auction system for the cloud instance market. The system is designed based on a…

计算机科学与博弈论 · 计算机科学 2013-04-03 Chonho Lee , Ping Wang , Dusit Niyato

Serverless computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than deploying and managing dedicated virtual machines, users are…

分布式、并行与集群计算 · 计算机科学 2018-11-27 Tarek Elgamal , Atul Sandur , Klara Nahrstedt , Gul Agha

We consider an outsourcing problem where a software agent procures multiple services from providers with uncertain reliabilities to complete a computational task before a strict deadline. The service consumer requires a procurement strategy…

计算机科学与博弈论 · 计算机科学 2021-10-26 Farzaneh Farhadi , Maria Chli , Nicholas R. Jennings

Hardware accelerators like GPUs are now ubiquitous in data centers, but are not fully supported by common cloud abstractions such as Functions as a Service (FaaS). Many popular and emerging FaaS applications such as machine learning and…

分布式、并行与集群计算 · 计算机科学 2025-07-15 Alexander Fuerst , Siddharth Anil , Vishakha Dixit , Purushottam , Kulkarni , Prateek Sharma

Since the appearance of Amazon Lambda in 2014, all major cloud providers have embraced the Function as a Service (FaaS) model, because of its enormous potential for a wide variety of applications. As expected (and also desired), the…

分布式、并行与集群计算 · 计算机科学 2019-01-28 Pedro García López , Marc Sánchez-Artigas , Gerard París , Daniel Barcelona Pons , Álvaro Ruiz Ollobarren , David Arroyo Pinto

Serverless technologies, also known as FaaS (Function as a Service), are promoted as solutions that provide dynamic scalability, speed of development, cost-per-consumption model, and the ability to focus on the code while taking attention…

Function-as-a-Service (FaaS) is increasingly popular in the software industry due to the implied cost-savings in event-driven workloads and its synergy with DevOps. To size an on-premise FaaS platform, it is important to estimate the…

性能 · 计算机科学 2020-07-03 Alim Ul Gias , Giuliano Casale