中文
相关论文

相关论文: Lambada: Interactive Data Analytics on Cold Data u…

200 篇论文

Thanks to the latest advances in containerization, the serverless edge computing model is becoming close to reality. Serverless at the edge is expected to enable low latency applications with fast autoscaling mechanisms, all running on…

网络与互联网体系结构 · 计算机科学 2022-08-18 Francisco Carpio , Marc Michalke , Admela Jukan

Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

分布式、并行与集群计算 · 计算机科学 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

As data-intensive applications grow, batch processing in limited-resource environments faces scalability and resource management challenges. Serverless computing offers a flexible alternative, enabling dynamic resource allocation and…

分布式、并行与集群计算 · 计算机科学 2025-02-18 Amine Barrak , Emna Ksontini

Serverless computing abstracts away server management, enabling automatic scaling, efficient resource utilization, and cost-effective pricing models. However, despite these advantages, it faces the significant challenge of cold-start…

分布式、并行与集群计算 · 计算机科学 2025-04-29 Syed Salauddin Mohammad Tariq , Ali Al Zein , Soumya Sripad Vaidya , Arati Khanolkar , Zheng Song , Probir Roy

Internet-scale web applications are becoming increasingly storage-intensive and rely heavily on in-memory object caching to attain required I/O performance. We argue that the emerging serverless computing paradigm provides a well-suited,…

分布式、并行与集群计算 · 计算机科学 2020-01-29 Ao Wang , Jingyuan Zhang , Xiaolong Ma , Ali Anwar , Lukas Rupprecht , Dimitrios Skourtis , Vasily Tarasov , Feng Yan , Yue Cheng

Serverless computing has become a new trending paradigm in cloud computing, allowing developers to focus on the development of core application logic and rapidly construct the prototype via the composition of independent functions. With the…

软件工程 · 计算机科学 2023-02-07 Jinfeng Wen , Yi Liu , Zhenpeng Chen , Junkai Chen , Yun Ma

Serverless Function-as-a-Service (FaaS) platforms provide applications with resources that are highly elastic, quick to instantiate, accounted at fine granularity, and without the need for explicit runtime resource orchestration. This…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

Serverless computing simplifies deployment and scaling, yet cold-start latency remains a major performance bottleneck. Unlike prior work that treats mitigation as a black-box optimization, we study cold starts as a developer-visible design…

分布式、并行与集群计算 · 计算机科学 2025-12-19 Syed Salauddin Mohammad Tariq , Foyzul Hassan , Amiangshu Bosu , Probir Roy

Serverless computing has emerged as a very popular cloud technology, together with its companion Function-as-a-Service (FaaS) programming model enabling invocations of stateless functions from clients. An evolution of serverless is now…

网络与互联网体系结构 · 计算机科学 2022-08-29 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella

Serverless computing has emerged as a new compelling paradigm for the deployment of applications and services. It represents an evolution of cloud programming models, abstractions, and platforms, and is a testament to the maturity and wide…

In this paper, we investigate serverless computing for performing large scale data processing with cloudnative primitives.

分布式、并行与集群计算 · 计算机科学 2021-10-28 Aimer Bhat , Madhumonti Roy , Heeki Park

Serverless computing offers the potential to program the cloud in an autoscaling, pay-as-you go manner. In this paper we address critical gaps in first-generation serverless computing, which place its autoscaling potential at odds with…

分布式、并行与集群计算 · 计算机科学 2018-12-11 Joseph M. Hellerstein , Jose Faleiro , Joseph E. Gonzalez , Johann Schleier-Smith , Vikram Sreekanti , Alexey Tumanov , Chenggang Wu

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

An increasing number of Analytics-as-a-Service solutions has recently seen the light, in the landscape of cloud-based services. These services allow flexible composition of compute and storage components, that create powerful data ingestion…

分布式、并行与集群计算 · 计算机科学 2017-03-16 Francesco Pace , Marco Milanesio , Daniele Venzano , Damiano Carra , Pietro Michiardi

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

Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

数据库 · 计算机科学 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

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

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 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 is an approach to cloud computing that allows programmers to run serverless functions in response to external events. Serverless functions are priced at sub-second granularity, support transparent elasticity, and…

分布式、并行与集群计算 · 计算机科学 2020-08-05 Emily Herbert , Arjun Guha