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The rapid scaling of Large Language Models (LLMs) has pushed training workloads far beyond the limits of single-node analysis, demanding a deeper understanding of how these models behave across large-scale, multi-GPU systems. In this paper,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-22 Seokjin Go , Joongun Park , Spandan More , Hanjiang Wu , Irene Wang , Aaron Jezghani , Tushar Krishna , Divya Mahajan

This short paper describes early experiments to validate the capabilities of a component-based platform to observe and control a software architecture in the small. This is part of a whole process for resilient computing, i.e. targeting the…

Software Engineering · Computer Science 2012-04-06 Miruna Stoicescu , Jean-Charles Fabre , Matthieu Roy

Technical Debt management decisions always imply a trade-off among outcomes at different points in time. In such intertemporal choices, distant outcomes are often valued lower than close ones, a phenomenon known as temporal discounting.…

Software Engineering · Computer Science 2019-04-03 Christoph Becker , Fabian Fagerholm , Rahul Mohanani , Alexandros Chatzigeorgiou

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

Information Theory · Computer Science 2024-12-23 Biman Barua , M. Shamim Kaiser

In this paper, we demonstrate that a server running a single latency-sensitive application can be treated as a black box to reduce energy consumption while meeting an SLA target. We find that when the mean offered load is stable, one can…

Operating Systems · Computer Science 2025-02-24 Han Dong , Yara Awad , Sanjay Arora , Orran Krieger , Jonathan Appavoo

Service meshes play a central role in the modern application ecosystem by providing an easy and flexible way to connect different services that form a distributed application. However, because of the way they interpose on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-05 Xiangfeng Zhu , Guozhen She , Bowen Xue , Yu Zhang , Yongsu Zhang , Xuan Kelvin Zou , Xiongchun Duan , Peng He , Arvind Krishnamurthy , Matthew Lentz , Danyang Zhuo , Ratul Mahajan

Cloud computing and virtualization solutions allow one to rent the virtual machines (VMs) needed to run applications on a pay-per-use basis, but rented VMs do not offer any guarantee on their performance. Cloud platforms are known to be…

Software Engineering · Computer Science 2023-09-22 Luciano Baresi , Tommaso Dolci , Giovanni Quattrocchi , Nicholas Rasi

The increasing demand for reliable Web applications gives a central role to Web testing. Most of the existing works are focused on the definition of novel testing techniques, specifically tailored to the Web. However, no attempt was carried…

Networking and Internet Architecture · Computer Science 2010-06-24 T. Deenadayalan , V. Kavitha , S. Rajarajeswari

Observability is important to ensure the reliability of microservice applications. These applications are often prone to failures, since they have many independent services deployed on heterogeneous environments. When employed "correctly",…

Software Engineering · Computer Science 2024-08-09 Maria C. Borges , Joshua Bauer , Sebastian Werner , Michael Gebauer , Stefan Tai

Performance is arguably the most crucial attribute that reflects the quality of a configurable software system. However, given the increasing scale and complexity of modern software, modeling and predicting how various configurations can…

Software Engineering · Computer Science 2024-11-05 Jingzhi Gong , Tao Chen

Cloud computing represents an appealing opportunity for cost-effective deployment of HPC workloads on the best-fitting hardware. However, although cloud and on-premise HPC systems offer similar computational resources, their network…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-03 Daniele De Sensi , Tiziano De Matteis , Konstantin Taranov , Salvatore Di Girolamo , Tobias Rahn , Torsten Hoefler

Interactive applications incorporating high-data rate sensing and computer vision are becoming possible due to novel runtime systems and the use of parallel computation resources. To allow interactive use, such applications require careful…

Machine Learning · Computer Science 2012-03-19 Qian Zhu , Branislav Kveton , Lily Mummert , Padmanabhan Pillai

Modern computer systems are highly configurable, with the total variability space sometimes larger than the number of atoms in the universe. Understanding and reasoning about the performance behavior of highly configurable systems, over a…

Machine Learning · Computer Science 2022-03-21 Md Shahriar Iqbal , Rahul Krishna , Mohammad Ali Javidian , Baishakhi Ray , Pooyan Jamshidi

One of the prerequisites of any organization is an unvarying sustainability in the dynamic and competitive industrial environment. Development of high quality software is therefore an inevitable constraint of any software industry. Defect…

Software Engineering · Computer Science 2012-04-03 T. R. Gopalakrishnan Nair , V. Suma , Pranesh Kumar Tiwari

Cloud native computing paradigm allows microservice-based applications to take advantage of cloud infrastructure in a scalable, reusable, and interoperable way. However, in a cloud native system, the vast number of configuration parameters…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-30 Michel Gokan Khan , Javid Taheri , Auday Al-Dulaimy , Andreas Kassler

The performance model of an application can pro- vide understanding about its runtime behavior on particular hardware. Such information can be analyzed by developers for performance tuning. However, model building and analyzing is…

Performance · Computer Science 2017-05-23 Kewen Meng , Boyana Norris

Modern user-facing latency-sensitive web services include numerous distributed, intercommunicating microservices that promise to simplify software development and operation. However, multiplexing of compute resources across microservices is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-21 Haoran Qiu , Subho S. Banerjee , Saurabh Jha , Zbigniew T. Kalbarczyk , Ravishankar K. Iyer

Portable computing devices, which include tablets, smart phones and various types of wearable sensors, experienced a rapid development in recent years. One of the most critical limitations for these devices is the power consumption as they…

Hardware Architecture · Computer Science 2017-02-16 Rhonda P. Zhang

Thermal-aware workload distribution is a common approach in the literature for power consumption optimization in data centers. However, data centers also have other operational costs such as the cost of equipment maintenance and…

Systems and Control · Electrical Eng. & Systems 2023-08-25 Somayye Rostami , Douglas G. Down , George Karakostas

Till today we dreamt of imperceptible delay in a network. The computer science research grows today faster than ever offering more and more services (computational representational, graphical, intelligent implication etc) to its user. But…

Networking and Internet Architecture · Computer Science 2011-10-18 Soumen Kanrar , M Siraj