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Serverless computing promises a scalable, reliable, and cost-effective solution for running data-intensive applications and workflows in the heterogeneous and limited-resource environment of the Edge-Cloud Continuum. However, building and…

分布式、并行与集群计算 · 计算机科学 2025-05-02 Cynthia Marcelino , Stefan Nastic

This review report discusses the cold start latency in serverless inference and existing solutions. It particularly reviews the ServerlessLLM method, a system designed to address the cold start problem in serverless inference for large…

分布式、并行与集群计算 · 计算机科学 2024-11-26 Himel Ghosh

Serverless computing has seen rapid growth due to the ease-of-use and cost-efficiency it provides. However, function scheduling, a critical component of serverless systems, has been overlooked. In this paper, we take a first-principles…

分布式、并行与集群计算 · 计算机科学 2021-11-16 Kostis Kaffes , Neeraja J. Yadwadkar , Christos Kozyrakis

Serverless computing offers an event driven pay-as-you-go framework for application development. A key selling point is the concept of no back-end server management, allowing developers to focus on application functionality. This is…

分布式、并行与集群计算 · 计算机科学 2020-12-11 Daniel Kelly , Frank G Glavin , Enda Barrett

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

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

分布式、并行与集群计算 · 计算机科学 2020-08-12 Pawel Zuk , Krzysztof Rzadca

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

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

Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverless computing, representing applications as event-driven and…

分布式、并行与集群计算 · 计算机科学 2023-02-07 Xuanzhe Liu , Jinfeng Wen , Zhenpeng Chen , Ding Li , Junkai Chen , Yi Liu , Haoyu Wang , Xin Jin

Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

Serverless computing platforms currently rely on basic pricing schemes that are static and do not reflect customer feedback. This leads to significant inefficiencies from a total utility perspective. As one of the fastest-growing cloud…

分布式、并行与集群计算 · 计算机科学 2022-01-26 Vipul Gupta , Soham Phade , Thomas Courtade , Kannan Ramchandran

Serverless computing has seen rapid adoption due to its high scalability and flexible, pay-as-you-go billing model. In serverless, developers structure their services as a collection of functions, sporadically invoked by various events like…

分布式、并行与集群计算 · 计算机科学 2021-02-09 Dmitrii Ustiugov , Plamen Petrov , Marios Kogias , Edouard Bugnion , Boris Grot

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 provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

分布式、并行与集群计算 · 计算机科学 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

Serverless cloud is an innovative cloud service model that frees customers from most cloud management duties. It also offers the same advantages as other cloud models but at much lower costs. As a result, the serverless cloud has been…

分布式、并行与集群计算 · 计算机科学 2023-12-15 Tam N. Nguyen

Serverless functions are a cloud computing paradigm where the provider takes care of resource management tasks such as resource provisioning, deployment, and auto-scaling. The only resource management task that developers are still in…

分布式、并行与集群计算 · 计算机科学 2021-06-08 Simon Eismann , Long Bui , Johannes Grohmann , Cristina L. Abad , Nikolas Herbst , Samuel Kounev

In Function as a Service (FaaS), a serverless computing variant, customers deploy functions instead of complete virtual machines or Linux containers. It is the cloud provider who maintains the runtime environment for these functions. FaaS…

分布式、并行与集群计算 · 计算机科学 2022-06-16 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

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

Datacenters are witnessing a rapid surge in the adoption of serverless functions for microservices-based applications. A vast majority of these microservices typically span less than a second, have strict SLO requirements, and are chained…

分布式、并行与集群计算 · 计算机科学 2020-09-01 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Nachiappan Chidambaram , Mahmut T. Kandemir , Chita R. Das

Serverless computing eliminates infrastructure management overhead but introduces significant challenges regarding cold start latency and resource utilization. Traditional static resource allocation often leads to inefficiencies under…

人工智能 · 计算机科学 2026-04-08 Zeyu Wang , Cuiqianhe Du , Renyue Zhang , Kejian Tong , Qi He , Qiyuan Tian