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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

Resource provisioning plays a pivotal role in determining the right amount of infrastructure resource to run applications and target the global decarbonization goal. A significant portion of production clusters is now dedicated to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-29 Clement Mommessin , Renyu Yang , Natalia V. Shakhlevich , Xiaoyang Sun , Satish Kumar , Junqing Xiao , Jie Xu

Serving systems for Large Language Models (LLMs) are often optimized to improve quality of service (QoS) and throughput. However, due to the lack of open-source LLM serving workloads, these systems are frequently evaluated under unrealistic…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-27 Yuxin Wang , Yuhan Chen , Zeyu Li , Xueze Kang , Yuchu Fang , Yeju Zhou , Yang Zheng , Zhenheng Tang , Xin He , Rui Guo , Xin Wang , Qiang Wang , Amelie Chi Zhou , Xiaowen Chu

Cloud-native applications have significantly advanced the development and scalability of online services through the use of microservices and modular architectures. However, achieving adaptability, resilience, and efficient performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Apostolos Angelis , George Kousiouris

Function-as-a-Service (FaaS) is one form of the serverless cloud computing paradigm and is defined through FaaS platforms (e.g., AWS Lambda) executing event-triggered code snippets (i.e., functions). Many studies that empirically evaluate…

Performance · Computer Science 2020-07-21 Joel Scheuner , Philipp Leitner

Resiliency plays a critical role in designing future communication networks. How to make edge computing systems resilient against unpredictable failures and fluctuating demand is an important and challenging problem. To this end, this paper…

Optimization and Control · Mathematics 2023-06-28 Jiaming Cheng , Duong Tung Nguyen , Vijay K. Bhargava

This is a survey paper that explores six Cloud-based deployment archetypes for Cloud applications and the tradeoffs between them to achieve high availability, low end-user latency, and acceptable costs. These are (1) Zonal, (2) Regional,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-23 Anna Berenberg , Brad Calder

Microsoft's internal big data analytics platform is comprised of hundreds of thousands of machines, serving over half a million jobs daily, from thousands of users. The majority of these jobs are recurring and are crucial for the company's…

We consider robust resource allocation of services in Clouds. More specifically, we consider the case of a large public or private Cloud platform that runs a relatively small set of large and independent services. These services are…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-10-22 Olivier Beaumont , Lionel Eyraud-Dubois , Paul Renaud-Goud

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

In the data center, unexpected downtime caused by memory failures can lead to a decline in the stability of the server and even the entire information technology infrastructure, which harms the business. Therefore, whether the memory…

Databases · Computer Science 2021-05-18 Chengdong Yao

Cloud based tiered applications are increasingly becoming popular, be it on phones or on desktops. End users of these applications range from novice to expert depending on how experienced they are in using them. With repeated usage…

Software Engineering · Computer Science 2016-09-21 Arindam Das , Olivia Das

As cloud computing usage grows, cloud data centers play an increasingly important role. To maximize resource utilization, ensure service quality, and enhance system performance, it is crucial to allocate tasks and manage performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-21 Nidhika Chauhan , Navneet Kaur , Kamaljit Singh Saini , Sahil Verma , Abdulatif Alabdulatif , Ruba Abu Khurma , Maribel Garcia-Arenas , Pedro A. Castillo

Inadequate service availability is the top concern when employing Cloud computing. It has been recognized that zero downtime is impossible for large-scale Internet services. By learning from the previous and others' mistakes, nevertheless,…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-24 Zheng Li , Mingfei Liang , Liam O'Brien , He Zhang

Serverless computing is an emerging cloud paradigm with serverless functions at its core. While serverless environments enable software developers to focus on developing applications without the need to actively manage the underlying…

Cryptography and Security · Computer Science 2024-08-06 Danielle Lavi , Oleg Brodt , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Recent increase in energy prices has led researchers to find better ways for capacity provisioning in data centers to reduce energy wastage due to the variation in workload. This paper explores the opportunity for cost saving utilizing the…

Networking and Internet Architecture · Computer Science 2015-03-19 Muhammad Abdullah Adnan , Ryo Sugihara , Yan Ma , Rajesh Gupta

In cloud computing systems, assigning a job to multiple servers and waiting for the earliest copy to finish is an effective method to combat the variability in response time of individual servers. Although adding redundant replicas always…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-10-21 Gauri Joshi , Emina Soljanin , Gregory Wornell

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-20 Anupama Mampage , Rajkumar Buyya

Serverless computing has gained a significant traction in recent times because of its simplicity of development, deployment and fine-grained billing. However, while implementing complex services comprising databases, file stores, or more…

Networking and Internet Architecture · Computer Science 2019-11-19 Bishakh Chandra Ghosh , Sourav Kanti Addya , Nishant Baranwal Somy , Shubha Brata Nath , Sandip Chakraborty , Soumya K Ghosh

Context: Pull-based development model is widely used in open source, leading the trends in distributed software development. One aspect which has garnered significant attention is studies on pull request decision - identifying factors for…

Software Engineering · Computer Science 2021-05-31 Xunhui Zhang , Yue Yu , Georgios Gousios , Ayushi Rastogi
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