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Serverless computing offers a pay-per-use model with high elasticity and automatic scaling for a wide range of applications. Since cloud providers abstract most of the underlying infrastructure, these services work similarly to black-boxes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-10 Michael Kiener , Mohak Chadha , Michael Gerndt

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

Experimental data can aid in gaining insights about a system operation, as well as determining critical aspects of a modelling or simulation process. In this paper, we analyze the data acquired from an extensive experimentation process in a…

Serverless computing has made it easier than ever to deploy applications over scalable cloud resources, all the while driving higher utilization for cloud providers. While this technique has worked well for easily divisible resources like…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-19 Nathan Pemberton , Anton Zabreyko , Zhoujie Ding , Randy Katz , Joseph Gonzalez

The increasing use of hardware processing accelerators tailored for specific applications, such as the Vision Processing Unit (VPU) for image recognition, further increases developers' configuration, development, and management overhead.…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-08 Sebastian Werner , Trever Schirmer

Cloud platforms host thousands of tenants that demand POSIX semantics, high throughput, and rapid evolution from their storage layer. Kernel-native distributed file systems supply raw speed, but their privileged code base couples every…

Operating Systems · Computer Science 2025-10-23 Haoyu Li , Jingkai Fu , Qing Li , Windsor Hsu , Asaf Cidon

Function-as-a-Service (FaaS) is an event-driven serverless cloud computing model in which small, stateless functions are invoked in response to events, such as HTTP requests, new database entries, or messages. Current FaaS platform assume…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Natalie Carl , Trever Schirmer , Niklas Kowallik , Joshua Adamek , Tobias Pfandzelter , Sergio Lucia , David Bermbach

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

Serverless computing increases developer productivity by removing operational concerns such as managing hardware or software runtimes. Developers, however, still need to partition their application into functions, which can be error-prone…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-16 Trever Schirmer , Joel Scheuner , Tobias Pfandzelter , David Bermbach

Cloud computing has achieved great success in modern IT industry as an excellent computing paradigm due to its flexible management and elastic resource sharing. To date, cloud computing takes an irrepalceable position in our socioeconomic…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

Nowadays, enterprises widely deploy Network Functions (NFs) and server applications in the cloud. However, processing of sensitive data and trusted execution cannot be securely deployed in the untrusted cloud. Cloud providers themselves…

Networking and Internet Architecture · Computer Science 2018-02-21 Spyridon Mastorakis , Tahrina Ahmed , Jayaprakash Pisharath

Serverless computing is an emerging cloud computing paradigm that can reduce costs for cloud providers and their customers. However, serverless cloud platforms have stringent performance requirements (due to the need to execute short…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-04 S. Qi , H. Moore , N. Hogade , D. Milojicic , C. Bash , S. Pasricha

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-28 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki

As particle accelerator control systems evolve in complexity and scale, the need for responsive, scalable, and cost-effective computational infrastructure becomes increasingly critical. Function-as-a-Service (FaaS) offers an alternative to…

Accelerator Physics · Physics 2025-12-11 A. Jaikar , J. Diamond , A. Tiradani , B. Harrison

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-14 Pablo Gimeno Sarroca , Marc Sánchez-Artigas

The IoT area has grown significantly in the last few years and is expected to reach a gigantic amount of 50 billion devices by 2020. The appearance of serverless architectures, specifically highlighting FaaS, raises the question of the of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-15 Duarte Pinto , João Pedro Dias , Hugo Sereno Ferreira

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-02 Yuncheng Wu , Tien Tuan Anh Dinh , Guoyu Hu , Meihui Zhang , Yeow Meng Chee , Beng Chin Ooi

Serverless applications can be particularly difficult to troubleshoot, as these applications are often composed of various managed and partly managed services. Faults are often unpredictable and can occur at multiple points, even in simple…

Software Engineering · Computer Science 2024-07-16 Maria C. Borges , Sebastian Werner , Ahmet Kilic

Serverless computing has rapidly emerged as a prominent cloud paradigm, enabling developers to focus solely on application logic without the burden of managing servers or underlying infrastructure. Public serverless repositories have become…

Cryptography and Security · Computer Science 2025-10-21 Eduard Marin , Jinwoo Kim , Alessio Pavoni , Mauro Conti , Roberto Di Pietro

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-09 Anirban Das , Andrew Leaf , Carlos A. Varela , Stacy Patterson
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