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Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

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

Cloud computing providers have setup several data centers at different geographical locations over the Internet in order to optimally serve needs of their customers around the world. However, existing systems do not support mechanisms and…

分布式、并行与集群计算 · 计算机科学 2010-03-23 Rajkumar Buyya , Rajiv Ranjan , Rodrigo N. Calheiros

Cloud computing is a new technology widely studied in recent years. Now there are many cloud platforms both in industry and in academic circle. How to understand and use these platforms is a big issue. A detailed comparison has been…

分布式、并行与集群计算 · 计算机科学 2012-07-24 Nadir K. Salih , Tianyi Zang

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

分布式、并行与集群计算 · 计算机科学 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

分布式、并行与集群计算 · 计算机科学 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

Function-as-a-Service (FaaS) platforms and "serverless" cloud computing are becoming increasingly popular. Current FaaS offerings are targeted at stateless functions that do minimal I/O and communication. We argue that the benefits of…

Applications that fuse machine learning and simulation can benefit from the use of multiple computing resources, with, for example, simulation codes running on highly parallel supercomputers and AI training and inference tasks on…

分布式、并行与集群计算 · 计算机科学 2023-12-04 Logan Ward , J. Gregory Pauloski , Valerie Hayot-Sasson , Ryan Chard , Yadu Babuji , Ganesh Sivaraman , Sutanay Choudhury , Kyle Chard , Rajeev Thakur , Ian Foster

Computation-as-a-Service (CaaS) offerings have gained traction in the last few years due to their effectiveness in balancing between the scalability of Software-as-a-Service and the customisation possibilities of Infrastructure-as-a-Service…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Joseph Doyle , Vasileios Giotsas , Mohammad Ashraful Anam , Yiannis Andreopoulos

Cloud Computing means a place where we can store our valuable information of data and access the computing and networking services following the pay-as-you-go method without a physical environment. In the present day, cloud computing offers…

网络与互联网体系结构 · 计算机科学 2024-09-02 Rehnuma Tasnim , Afrin Akter Mim , Salman Hasan Mim , Md. Ismail Jabiullah

Function-as-a-Service is a popular cloud programming model that supports developers by abstracting away most operational concerns with automatic deployment and scaling of applications. Due to the high level of abstraction, developers rely…

分布式、并行与集群计算 · 计算机科学 2023-04-17 Trever Schirmer , Nils Japke , Sofia Greten , Tobias Pfandzelter , David Bermbach

Serverless computing is a cloud computing paradigm that allows developers to focus exclusively on business logic as cloud service providers manage resource management tasks. Serverless applications follow this model, where the application…

分布式、并行与集群计算 · 计算机科学 2022-01-28 Anshul Jindal , Mohak Chadha , Shajulin Benedict , Michael Gerndt

Function-as-a-Service (FaaS) is at the core of serverless computing, enabling developers to easily deploy applications without managing computing resources. With an Infrastructure-as-Code (IaC) approach, frameworks like the Serverless…

软件工程 · 计算机科学 2025-08-05 Angel C. Chavez-Moreno , Cristina L. Abad

Enterprises are driving towards less cost, more availability, agility, managed risk - all of which is accelerated towards Cloud Computing. Cloud is not a particular product, but a way of delivering IT services that are consumable on demand,…

分布式、并行与集群计算 · 计算机科学 2013-08-07 Arokia Paul Rajan , Shanmugapriyaa

Developing accurate and extendable performance models for serverless platforms, aka Function-as-a-Service (FaaS) platforms, is a very challenging task. Also, implementation and experimentation on real serverless platforms is both costly and…

分布式、并行与集群计算 · 计算机科学 2021-02-18 Nima Mahmoudi , Hamzeh Khazaei

Function as a Service (FaaS) is a new cloud technology with automated resource management. Different from traditional cloud computing, each FaaS cloud function can only run a fixed period of time before being decommissioned. Furthermore,…

分布式、并行与集群计算 · 计算机科学 2022-03-22 Kim Long Ngo , Joydeep Mukherjee , Zhen Ming Jiang , Marin Litoiu

Microservice architecture is the common choice for developing cloud applications these days since each individual microservice can be independently modified, replaced, and scaled. As a result, application development and operating cloud…

分布式、并行与集群计算 · 计算机科学 2022-10-11 Mohak Chadha , Victor Pacyna , Anshul Jindal , Jianfeng Gu , Michael Gerndt

Function as a Service (FaaS) has been gaining popularity as a way to deploy computations to serverless backends in the cloud. This paradigm shifts the complexity of allocating and provisioning resources to the cloud provider, which has to…

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…

In this article, we describe the PyCloudIoT cloud infrastructure. PyCloudIoT uses a FaaS cloud computing model for offloading numerical computations on a cluster with resource-constrained nodes rather than powerful datacenter. This…

分布式、并行与集群计算 · 计算机科学 2020-09-08 David Fernández Blanco , Frédéric Le Mouël