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As an emerging cloud computing deployment paradigm, serverless computing is gaining traction due to its efficiency and ability to harness on-demand cloud resources. However, a significant hurdle remains in the form of the cold start…

软件工程 · 计算机科学 2024-08-22 Cheryl Lee , Zhouruixing Zhu , Tianyi Yang , Yintong Huo , Yuxin Su , Pinjia He , Michael R. Lyu

Serverless computing has become a major trend among cloud providers. With serverless computing, developers fully delegate the task of managing the servers, dynamically allocating the required resources, as well as handling availability and…

分布式、并行与集群计算 · 计算机科学 2020-06-08 Pascal Maissen , Pascal Felber , Peter Kropf , Valerio Schiavoni

Serverless computing has emerged as a promising alternative to infrastructure- (IaaS) and platform-as-a-service (PaaS)cloud platforms for applications with ample parallelism and intermittent activity. Serverless promises greater resource…

分布式、并行与集群计算 · 计算机科学 2020-01-03 Shannon Joyner , Michael MacCoss , Christina Delimitrou , Hakim Weatherspoon

Increased adoption of scientific workflows in the community has urged for the development of multi-tenant platforms that provide these workflow executions as a service. As a result, Workflow-as-a-Service (WaaS) concept has been created by…

分布式、并行与集群计算 · 计算机科学 2020-06-25 Muhammad H. Hilman , Maria A. Rodriguez , Rajkumar Buyya

While Function as a Service (FaaS) platforms can initialize function sandboxes on worker nodes in 10-100s of milliseconds, the latency to schedule functions in real FaaS clusters can be orders of magnitude higher. The current approach of…

分布式、并行与集群计算 · 计算机科学 2024-10-30 Lazar Cvetković , François Costa , Mihajlo Djokic , Michal Friedman , Ana Klimovic

Heterogeneity has grown in popularity both at the core and server level as a way to improve both performance and energy efficiency. However, despite these benefits, scheduling applications in heterogeneous machines remains challenging.…

分布式、并行与集群计算 · 计算机科学 2018-04-19 Francisco Romero , Christina Delimitrou

The Function-as-a-Service (FaaS) paradigm has a lot of potential as a computing model for fog environments comprising both cloud and edge nodes. When the request rate exceeds capacity limits at the edge, some functions need to be offloaded…

分布式、并行与集群计算 · 计算机科学 2020-03-05 David Bermbach , Setareh Maghsudi , Jonathan Hasenburg , Tobias Pfandzelter

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

Serverless is an increasingly popular choice for service architects because it can provide elasticity and load-based billing with minimal developer effort. A common and important use case is to compose serverless functions and cloud storage…

分布式、并行与集群计算 · 计算机科学 2021-03-02 Sebastian Burckhardt , Chris Gillum , David Justo , Konstantinos Kallas , Connor McMahon , Christopher S. Meiklejohn

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

软件工程 · 计算机科学 2021-01-14 Jinfeng Wen , Yi Liu

AWS Lambda is a serverless event-driven compute service, part of a category of cloud compute offerings sometimes called Function-as-a-service (FaaS). When we first released AWS Lambda, functions were limited to 250MB of code and…

分布式、并行与集群计算 · 计算机科学 2023-05-25 Marc Brooker , Mike Danilov , Chris Greenwood , Phil Piwonka

Serverless platforms face a trade-off: conventional cluster managers like Kubernetes offer compatibility for co-locating Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) components of serverless applications, at the cost of high…

分布式、并行与集群计算 · 计算机科学 2026-01-07 Leonid Kondrashov , Lazar Cvetković , Hancheng Wang , Boxi Zhou , Dmitrii Ustiugov

Data processing systems are increasingly deployed in the cloud. While monolithic systems run fully on virtual servers, recent systems embrace cloud infrastructure and utilize the disaggregation of compute and storage to scale them…

数据库 · 计算机科学 2025-01-15 Thomas Bodner , Theo Radig , David Justen , Daniel Ritter , Tilmann Rabl

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

分布式、并行与集群计算 · 计算机科学 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

Elasticity is one of key features of cloud computing. Elasticity allows Software as a Service (SaaS) applications' provider to reduce cost of running applications. In large SaaS applications that are developed using service-oriented…

分布式、并行与集群计算 · 计算机科学 2017-02-07 Ashraf A. Shahin

Nowadays a wide range of applications is constrained by low-latency requirements that cloud infrastructures cannot meet. Multi-access Edge Computing (MEC) has been proposed as the reference architecture for executing applications closer to…

软件工程 · 计算机科学 2022-05-10 Luciano Baresi , Davide Yi Xian Hu , Giovanni Quattrocchi , Luca Terracciano

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

分布式、并行与集群计算 · 计算机科学 2020-11-25 Chavit Denninnart

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

Function-as-a-Service (FaaS) is a recent and already very popular paradigm in cloud computing. The function provider need only specify the function to be run, usually in a high-level language like JavaScript, and the service provider…

密码学与安全 · 计算机科学 2020-05-25 Fritz Alder , N. Asokan , Arseny Kurnikov , Andrew Paverd , Michael Steiner

Cloud computing, despite its inherent advantages (e.g., resource efficiency) still faces several challenges. the wide are network used to connect the cloud to end-users could cause high latency, which may not be tolerable for some…

分布式、并行与集群计算 · 计算机科学 2020-01-22 Carla Mouradian , Fereshteh Ebrahimnezhad , Yassine Jebbar , Jasmeen Kaur Ahluwalia , Seyedeh Negar Afrasiabi , Roch H. Glitho , Ashok Moghe