中文
相关论文

相关论文: Towards Persistent Memory based Stateful Serverles…

200 篇论文

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, 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

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

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

Serverless computing has rapidly grown following the launch of Amazon's Lambda platform. Function-as-a-Service (FaaS) a key enabler of serverless computing allows an application to be decomposed into simple, standalone functions that are…

分布式、并行与集群计算 · 计算机科学 2021-03-11 Anshul Jindal , Michael Gerndt , Mohak Chadha , Vladimir Podolskiy , Pengfei Chen

With the advent of AWS Lambda in 2014, Serverless Computing, particularly Function-as-a-Service (FaaS), has witnessed growing popularity across various application domains. FaaS enables an application to be decomposed into fine-grained…

软件工程 · 计算机科学 2024-01-22 Mohak Chadha , Paul Wieland , Michael Gerndt

FaaS introduces a lightweight, function-based cloud execution model that finds its relevance in a range of applications like IoT-edge data processing and anomaly detection. While cloud service providers offer a near-infinite function…

分布式、并行与集群计算 · 计算机科学 2024-11-13 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function…

网络与互联网体系结构 · 计算机科学 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

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

The widespread deployment of large-scale, compute-intensive applications such as high-performance computing, artificial intelligence, and big data is leading to convergence between cloud and high-performance computing infrastructures. Cloud…

分布式、并行与集群计算 · 计算机科学 2026-01-15 Valerio Besozzi , Matteo Della Bartola , Patrizio Dazzi , Marco Danelutto

Developing stateful cloud applications, such as low-latency workflows and microservices with strict consistency requirements, remains arduous for programmers. The Stateful Functions-as-a-Service (SFaaS) paradigm aims to serve these use…

分布式、并行与集群计算 · 计算机科学 2025-06-27 Kyriakos Psarakis , George Christodoulou , George Siachamis , Marios Fragkoulis , Asterios Katsifodimos

Machine learning (ML) is an important part of modern data science applications. Data scientists today have to manage the end-to-end ML life cycle that includes both model training and model serving, the latter of which is essential, as it…

分布式、并行与集群计算 · 计算机科学 2022-03-02 Yuncheng Wu , Tien Tuan Anh Dinh , Guoyu Hu , Meihui Zhang , Yeow Meng Chee , Beng Chin Ooi

Cloud service provider propose services to insensitive customers to use their platform. Different services can achieve the same result at different cost. In this paper, we study the efficiency of a serverless architecture for running highly…

软件工程 · 计算机科学 2019-01-15 Samuel Lavoie , Anthony Garant , Fabio Petrillo

The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "serverful" MDS architectures, such as a single server or…

分布式、并行与集群计算 · 计算机科学 2023-06-22 Benjamin Carver , Runzhou Han , Jingyaun Zhang , Mai Zheng , Yue Cheng

We present a framework for dynamic management of structured parallel processing skeletons on serverless platforms. Our goal is to bring HPC-like performance and resilience to serverless and continuum environments while preserving the…

分布式、并行与集群计算 · 计算机科学 2026-02-09 Lanpei Li , Massimo Coppola , Malio Li , Valerio Besozzi , Jack Bell , Vincenzo Lomonaco

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

Functions-as-a-Service (FaaS) is a Serverless Cloud paradigm where a platform manages the scheduling (e.g., resource allocation, runtime environments) of stateless functions. Recent work proposed using domain-specific languages to express…

分布式、并行与集群计算 · 计算机科学 2025-01-24 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

分布式、并行与集群计算 · 计算机科学 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

Serverless computing has achieved widespread adoption, with over 70% of AWS organizations using serverless solutions [1]. Meanwhile, machine learning inference workloads increasingly migrate to Function-as-a-Service (FaaS) platforms for…

密码学与安全 · 计算机科学 2026-01-21 Chetan Pathade , Vinod Dhimam , Sheheryar Ahmad , Ilsa Lareb

Function-as-a-Service (FaaS) has become a central paradigm in serverless cloud computing, yet optimizing FaaS deployments remains challenging. Using function fusion, multiple functions can be combined into a single deployment unit, which…

分布式、并行与集群计算 · 计算机科学 2026-01-19 Niklas Kowallik , Trever Schirmer , David Bermbach