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The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

Serverless edge computing adopts an event-based paradigm that provides back-end services on an as-used basis, resulting in efficient resource utilization. To improve the end-to-end latency and revenue, service providers need to optimize the…

Networking and Internet Architecture · Computer Science 2023-10-09 Chen Chen , Manuel Herrera , Ge Zheng , Liqiao Xia , Zhengyang Ling , Jiangtao Wang

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

Software Engineering · Computer Science 2021-01-14 Jinfeng Wen , Yi Liu

The Function-as-a-service (FaaS) computing model has recently seen significant growth especially for highly scalable, event-driven applications. The easy-to-deploy and cost-efficient fine-grained billing of FaaS is highly attractive to big…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-11 Yuze Li , Kevin Assogba , Abhijit Tripathy , Moiz Arif , M. Mustafa Rafique , Ali R. Butt , Dimitrios Nikolopoulos

Serverless computing has become a major trend among cloud providers. With serverless computing, developers fully delegate the task of managing the servers, dynamically allocating the required resources, as well as handling availability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-08 Pascal Maissen , Pascal Felber , Peter Kropf , Valerio Schiavoni

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng

Serverless computing, commonly offered as Function-as-a-Service, was initially designed for small, lean applications. However, there has been an increasing desire to run larger, more complex applications (what we call bulky applications) in…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-14 Zhiyuan Guo , Zachary Blanco , Junda Chen , Jinmou Li , Zerui Wei , Bili Dong , Ishaan Pota , Mohammad Shahrad , Harry Xu , Yiying Zhang

The continuous growth of big data applications with high computational and scalability demands has resulted in increasing popularity of cloud computing. Optimizing the performance and power consumption of cloud resources is therefore…

Hardware Architecture · Computer Science 2019-10-30 Sahand Salamat , Behnam Khaleghi , Mohsen Imani , Tajana Rosing

This paper introduces a high-performance artificial intelligence operating system tailored for low-altitude aviation, designed to address key challenges such as real-time task execution, computational efficiency, and seamless modular…

Machine Learning · Computer Science 2025-01-07 Minzhe Tan , Xinlin Fan , Jian He , Yi Hou , Zhan Liu , Yaopeng Jiang , Y. M. Jiang

Serverless Computing brings advantages to the Edge-Cloud continuum, like simplified programming and infrastructure management. In composed workflows, where serverless functions need to exchange data constantly, serverless platforms rely on…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-02 Cynthia Marcelino , Stefan Nastic

Current serverless offerings give users a limited degree of flexibility for configuring the resources allocated to their function invocations by either coupling memory and CPU resources together or providing no knobs at all. These…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-01 Muhammad Bilal , Marco Canini , Rodrigo Fonseca , Rodrigo Rodrigues

Distributed Stream Processing (DSP) systems are capable of processing large streams of unbounded data, offering high throughput and low latencies. To maintain a stable Quality of Service (QoS), these systems require a sufficient allocation…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Benjamin J. J. Pfister , Dominik Scheinert , Morgan K. Geldenhuys , Odej Kao

In recent years, serverless computing, especially Function as a Service (FaaS), is rapidly growing in popularity as a cloud programming model. The serverless computing model provides an intuitive interface for developing cloud-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-18 Manuel Stein

We present FunLess, a Function-as-a-Service (FaaS) platform tailored for the private edge cloud system. FunLess responds to recent trends that advocate for extending the coverage of serverless computing to private edge cloud systems and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-03 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Serverless computing is an emerging service model in distributed computing systems. The term captures cloud-based event-driven distributed application design and stems from its completely resource-transparent deployment model, i.e.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-10 Manuel Stein

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

In an overloaded FaaS cluster, individual worker nodes strain under lengthening queues of requests. Although the cluster might be eventually horizontally-scaled, adding a new node takes dozens of seconds. As serving applications are tuned…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-01 Paweł Żuk , Bartłomiej Przybylski , Krzysztof Rzadca

Modern HPC workload managers and their careful tuning contribute to the high utilization of HPC clusters. However, due to inevitable uncertainty it is impossible to completely avoid node idleness. Although such idle slots are usually too…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-03 Bartłomiej Przybylski , Maciej Pawlik , Paweł Żuk , Bartłomiej Łagosz , Maciej Malawski , Krzysztof Rzadca

This paper explores resource allocation in serverless cloud computing platforms and proposes an optimization approach for autoscaling systems. Serverless computing relieves users from resource management tasks, enabling focus on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Harold Ship , Evgeny Shindin , Chen Wang , Diana Arroyo , Asser Tantawi