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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

Serverless computing enables developers to deploy code without managing infrastructure, but suffers from cold start overhead when initializing new function instances. Existing solutions such as "keep-alive" or "pre-warming" are costly and…

分布式、并行与集群计算 · 计算机科学 2025-10-31 Saman Akbari , Manfred Hauswirth

Serverless computing, also referred to as Function-as-a-Service (FaaS), is a cloud computing model that has attracted significant attention and has been widely adopted in recent years. The serverless computing model offers an intuitive,…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Michail Tsenos , Aristotelis Peri , Vana Kalogeraki

Growing data volumes and velocities are driving exciting new methods across the sciences in which data analytics and machine learning are increasingly intertwined with research. These new methods require new approaches for scientific…

分布式、并行与集群计算 · 计算机科学 2019-08-15 Ryan Chard , Tyler J. Skluzacek , Zhuozhao Li , Yadu Babuji , Anna Woodard , Ben Blaiszik , Steven Tuecke , Ian Foster , Kyle Chard

In-memory key-value stores (IMKVSes) serve many online applications because of their efficiency. To support data backup, popular industrial IMKVSes periodically take a point-in-time snapshot of the in-memory data with the system call fork.…

Serverless computing (also known as functions as a service) is a new cloud computing abstraction that makes it easier to write robust, large-scale web services. In serverless computing, programmers write what are called serverless…

编程语言 · 计算机科学 2021-03-12 Abhinav Jangda , Donald Pinckney , Yuriy Brun , Arjun Guha

Serverless computing is a popular cloud computing paradigm, which requires low response latency to handle on-demand user requests. There are two prominent techniques employed for reducing the response latency: keep fully initialized…

分布式、并行与集群计算 · 计算机科学 2023-05-19 Yulin Sun , Deepak Vij , Fenge Li , Wenjian Guo , Ying Xiong

Serverless execution and most notably the Function as a Service (FaaS) model got quite some attention during the recent years. As of today, all commercial and open source implementations follow the common practice of keeping the execution…

分布式、并行与集群计算 · 计算机科学 2022-06-02 Dániel Géhberger , Dávid Kovács

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

分布式、并行与集群计算 · 计算机科学 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

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

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

分布式、并行与集群计算 · 计算机科学 2020-06-22 Simon Shillaker , Peter Pietzuch

We present a framework for scheduling multifunction serverless applications over a hybrid public-private cloud. A set of serverless jobs is input as a batch, and the objective is to schedule function executions over the hybrid platform to…

分布式、并行与集群计算 · 计算机科学 2020-06-09 Anirban Das , Andrew Leaf , Carlos A. Varela , Stacy Patterson

The serverless computing model has evolved as one of the key solutions in the cloud for fast autoscaling and capacity planning. In edge computing environments, however, the serverless model is challenged by the system heterogeneity and…

网络与互联网体系结构 · 计算机科学 2022-09-08 Francisco Carpio , Marc Michalke , Admela Jukan

In recent years Serverless Computing has emerged as a compelling cloud based model for the development of a wide range of data-intensive applications. However, rapid container provisioning introduces non-trivial challenges for FaaS cloud…

分布式、并行与集群计算 · 计算机科学 2024-10-28 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki

Serverless computing has gained popularity due to its cost efficiency, ease of deployment, and enhanced scalability. However, in serverless environments, servers are initiated only after receiving a request, leading to increased response…

分布式、并行与集群计算 · 计算机科学 2023-11-17 Vincent Hsieh , Jerry Chou

Serverless computing and stream processing represent two dominant paradigms for event-driven data processing, yet both make assumptions that render them inefficient for short-running, lightweight, and unpredictable streams that require…

分布式、并行与集群计算 · 计算机科学 2026-03-04 Natalie Carl , Niklas Kowallik , Constantin Stahl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

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

Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

分布式、并行与集群计算 · 计算机科学 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

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

Serverless computing provides infrastructure management and elastic auto-scaling, therefore reducing operational overhead. By design serverless functions are stateless, which means they typically leverage external remote services to store…

分布式、并行与集群计算 · 计算机科学 2025-11-05 Cynthia Marcelino , Thomas Pusztai , Stefan Nastic