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Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

分布式、并行与集群计算 · 计算机科学 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Enterprises are increasingly adopting serverless computing to enhance scalability, reduce costs, and improve efficiency. However, this shift introduces new responsibilities and necessitates a distinct set of skills for practitioners. This…

软件工程 · 计算机科学 2024-11-18 Muhammad Hamza , Vy Kauppinen , Muhammad Azeem Akbar , Wardah Naeem Awan , Kari Smolander

Serverless computing is a popular cloud computing paradigm that has found widespread adoption across various online workloads. It allows software engineers to develop cloud applications as a set of functions (called serverless functions).…

软件工程 · 计算机科学 2025-02-13 Jinfeng Wen , Zhenpeng Chen , Jianshu Zhao , Federica Sarro , Haodi Ping , Ying Zhang , Shangguang Wang , Xuanzhe Liu

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

分布式、并行与集群计算 · 计算机科学 2023-09-20 Anupama Mampage , Rajkumar Buyya

The event-driven and elastic nature of serverless runtimes makes them a very efficient and cost-effective alternative for scaling up computations. So far, they have mostly been used for stateless, data parallel and ephemeral computations.…

分布式、并行与集群计算 · 计算机科学 2019-01-11 Arda Aytekin , Mikael Johansson

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

With the ever-increasing usage of serverless computing in both industry and academia, it is essential to understand the mechanisms that power the underlying platforms. As serverless is more than ten years old, there are different platforms…

分布式、并行与集群计算 · 计算机科学 2026-04-20 Trever Schirmer , Aris Wiegand , Lucca di Benedetto , Linus Gustafsson , Natalie Carl , Tobias Pfandzelter , David Bermbach

The Internet is responsible for accelerating growth in several fields such as digital media, healthcare, the military. Furthermore, the Internet was founded on the principle of allowing clients to communicating with servers. However,…

分布式、并行与集群计算 · 计算机科学 2021-06-29 Jacob John , Shashank Gupta

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

Nowadays cloud computing adoption as a form of hosted application and services is widespread due to decreasing costs of hardware, software, and maintenance. Cloud enables access to a shared pool of virtual resources hosted in large…

分布式、并行与集群计算 · 计算机科学 2021-07-14 Niloofar Gholipour , Ehsan Arianyan , Rajkumar Buyya

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 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 is an emerging Cloud service model. It is currently gaining momentum as the next step in the evolution of hosted computing from capacitated machine virtualisation and microservices towards utility computing. The term…

分布式、并行与集群计算 · 计算机科学 2019-01-11 Manuel Stein

Function-as-a-Service (FaaS) has raised a growing interest in how to "tame" serverless computing to enable domain-specific use cases such as data-intensive applications and machine learning (ML), to name a few. Recently, several systems…

分布式、并行与集群计算 · 计算机科学 2022-06-14 Pablo Gimeno Sarroca , Marc Sánchez-Artigas

One key to enabling high-performance serverless computing is to mitigate cold-starts. Current solutions utilize a warm pool to keep function alive: a warm-start can be analogous to a CPU cache-hit. However, modern cache has multiple…

分布式、并行与集群计算 · 计算机科学 2024-08-05 Chu Qiao , Cong Wang , Zhenkai Zhang , Yuede Ji , Xing Gao

Cloud Computing emerges from the global economic crisis as an option to use computing resources from a more rational point of view. In other words, a cheaper way to have IT resources. However, issues as security and privacy, SLA (Service…

分布式、并行与集群计算 · 计算机科学 2013-08-21 Jose Fernando S. Carvalho , Paulo Anselmo da Mota Silveira Neto , Vincius Cardoso Garcia , Rodrigo Elia Assad , Frederico Durao

I/O efficiency is crucial to productivity in scientific computing, but the increasing complexity of the system and the applications makes it difficult for practitioners to understand and optimize I/O behavior at scale. Data-driven machine…

This review paper synthesizes the latest research on performance optimization strategies for serverless applications deployed on AWS Lambda. By examining recent studies, we highlight the challenges, solutions, and best practices for…

分布式、并行与集群计算 · 计算机科学 2024-07-16 Mohamed Lemine El Bechir , Cheikh Sad Bouh , Abobakr Shuwail

The traditional cloud-centric approach for Deep Learning (DL) requires training data to be collected and processed at a central server which is often challenging in privacy-sensitive domains like healthcare. Towards this, a new learning…

密码学与安全 · 计算机科学 2021-11-08 Andreas Grafberger , Mohak Chadha , Anshul Jindal , Jianfeng Gu , Michael Gerndt

Serverless computing is increasingly popular because of its lower cost and easier deployment. Several cloud service providers (CSPs) offer serverless computing on their public clouds, but it may bring the vendor lock-in risk. To avoid this…

分布式、并行与集群计算 · 计算机科学 2021-06-08 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li