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The past few years have seen a surge of applying Deep Learning (DL) models for a wide array of tasks such as image classification, object detection, machine translation, etc. While DL models provide an opportunity to solve otherwise…

Machine Learning · Computer Science 2021-03-02 Cheng Li , Abdul Dakkak , Jinjun Xiong , Wen-mei Hwu

The main issue related to Software-Defined Network emulators is how to replicate real behavior in experiments. Mininet and others SDN emulators have an architecture that limits both the scope of experiments and the fidelity of networking…

Networking and Internet Architecture · Computer Science 2019-08-30 Fernando N. N. Farias , Antônio de O. Junior , Leonardo B. da Costa , Billy A. Pinheiro , Antônio J. G. Abelém

The demand for better prediction accuracy and higher execution performance in neural networks continues to grow. The emergence and success of Large Language Models (LLMs) have produced many cloud-based tools for software engineering tasks…

Software Engineering · Computer Science 2026-04-27 Jieke Shi , Junda He , Zhou Yang , Chengran Yang , Mykhailo Klymenko , Thong Hoang , Xiwei Xu , Zhenchang Xing , David Lo

Microservices are used to build complex applications composed of small, independent and highly decoupled processes. Recently, microservices are often mentioned in one breath with container technologies like Docker. That is why operating…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-12 Nane Kratzke

Evaluating LLMs and text-to-image models is a computationally intensive task often overlooked. Efficient evaluation is crucial for understanding the diverse capabilities of these models and enabling comparisons across a growing number of…

Continuous Integration (CI) and Continuous Deployment (CD) are widely adopted in software engineering practice. In reality, the CI/CD pipeline execution is not yet reliably continuous because it is often interrupted by Docker build…

Software Engineering · Computer Science 2021-04-13 Mingjie Li , Xiaoying Bai , Minghua Ma , Dan Pei

The main goal for this article is to compare performance penalties when using KVM virtualization and Docker containers for creating isolated environments for HPC applications. The article provides both data obtained using commonly accepted…

Performance · Computer Science 2017-04-20 Alexey Ermakov , Alexey Vasyukov

Virtualization is a promising technology that has facilitated cloud computing to become the next wave of the Internet revolution. Adopted by data centers, millions of applications that are powered by various virtual machines improve the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-23 Ying Mao , Jenna Oak , Anthony Pompili , Daniel Beer , Tao Han , Peizhao Hu

Reproducible container builds promise a simple integrity check for software supply chains: rebuild an image from its Dockerfile and compare hashes. We build a Docker measurement pipeline and apply it to a stratified sample of 2,000 GitHub…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-23 Oreofe Solarin

This paper presents a comparative study of virtual machines (VMs) and containers for DevOps developers. The study explores the benefits and drawbacks of each technology in terms of their functionality, performance, security, and resource…

Operating Systems · Computer Science 2023-04-18 Saurabh Deochake , Sumit Maheshwari , Ridip De , Anish Grover

The cloud computing landscape is rapidly expanding and growing in complexity. It has witnessed the emergence of Cloud Computing as a widely adopted model for efficiently processing large volumes of data by harnessing clusters of commodity…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-28 Prathamesh Muzumdar , Amol Bhosale , Ganga Prasad Basyal , George Kurian

While edge computing is envisioned to superbly serve latency sensitive applications, the implementation-based studies benchmarking its performance are few and far between. To address this gap, we engineer a modular edge cloud computing…

Networking and Internet Architecture · Computer Science 2020-09-02 Francisco Carpio , Marta Delgado , Admela Jukan

This project investigates the benefits of containerization technology in modern software development and deployment. The study emphasizes the advantages of using Kubernetes and Docker in the development process, including the easy packaging…

Software Engineering · Computer Science 2023-05-02 Vamsi Krishna Yepuri , Venkata Kalyan Polamarasetty , Shivani Donthi , Ajay Kumar Reddy Gondi

Context: Virtual machines provide isolation of services at the cost of hypervisors and more resource usage. This spurred the growth of systems like Docker that enable single hosts to isolate several applications, similar to VMs, within a…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-04 Eddie Antonio Santos , Carson McLean , Christopher Solinas , Abram Hindle

Reliable Docker-based environment construction is a dominant bottleneck for scaling execution-grounded training and evaluation of software engineering agents. We introduce DockSmith, a specialized agentic Docker builder designed to address…

Artificial Intelligence · Computer Science 2026-04-29 Jiaran Zhang , Luck Ma , Fanqi Wan , Di Qi , Xu Zhao , Jieyi Hou , Zhe Xie , Mengqiang Ren , Xin Wu , Zhewei Huang , Liangyu Chen , Qi Han , Xiangyu Zhang

Document understanding in real-world applications often requires processing heterogeneous, multi-page document packets containing multiple documents stitched together. Despite recent advances in visual document understanding, the…

Operating System-level virtualization technology, or containers as they are commonly known, represents the next generation of light-weight virtualization, and is primarily represented by Docker. However, Docker's current design does not…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-29 Mudit Verma , Mohan Dhawan

The rapid development of cloud-native architecture has promoted the widespread application of container technology, but the optimization problems in container scheduling and resource management still face many challenges. This paper…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-24 Xiaoye Wang

The increasing prevalence of cloud-native technologies, particularly containers, has led to the widespread adoption of containerized deployments in data centers. The advancement of deep neural network models has increased the demand for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-22 Jinlong Hu , Zhizhe Rao , Xingchen Liu , Lihao Deng , Shoubin Dong

Foundation models, such as large language models (LLMs), have the potential to streamline evaluation workflows and improve their performance. However, practical adoption faces challenges, such as customisability, accuracy, and scalability.…

Information Retrieval · Computer Science 2025-11-11 Hao Zhang , Qinghua Lu , Liming Zhu