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With the success of deep learning techniques in a broad range of application domains, many deep learning software frameworks have been developed and are being updated frequently to adapt to new hardware features and software libraries,…

分布式、并行与集群计算 · 计算机科学 2017-11-10 Pengfei Xu , Shaohuai Shi , Xiaowen Chu

Virtualization has gained astonishing popularity in recent decades. It is applied in several application domains, including mainframes, personal computers, data centers, and embedded systems. While the benefits of virtualization are no…

分布式、并行与集群计算 · 计算机科学 2021-03-15 Joel Mandebi Mbongue , Danielle Tchuinkou Kwadjo , Christophe Bobda

Edge computing addresses critical limitations of cloud computing such as high latency and network congestion by decentralizing processing from cloud to the edge. However, the need for software replication across heterogeneous edge devices…

性能 · 计算机科学 2025-05-09 Ragini Gupta , Klara Nahrstedt

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…

分布式、并行与集群计算 · 计算机科学 2017-05-04 Eddie Antonio Santos , Carson McLean , Christopher Solinas , Abram Hindle

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…

分布式、并行与集群计算 · 计算机科学 2017-10-12 Nane Kratzke

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…

性能 · 计算机科学 2017-04-20 Alexey Ermakov , Alexey Vasyukov

Benchmarking in cloud environments suffers from performance variability from multi-tenant resource contention. Duet benchmarking mitigates this by running two workload versions concurrently on the same VM, exposing them to identical…

分布式、并行与集群计算 · 计算机科学 2025-11-06 Nils Japke , Furat Hamdan , Diana Baumann , David Bermbach

Researchers and engineers are increasingly adopting cloud-native technologies for application development and performance evaluation. While this has improved the reproducibility of benchmarks in the cloud, the complexity of cloud-native…

软件工程 · 计算机科学 2023-10-20 Mario Kahlhofer , Patrick Kern , Sören Henning , Stefan Rass

The current virtualization solution in the Cloud widely relies on hypervisor-based technologies. Along with the recent popularity of Docker, the container-based virtualization starts receiving more attention for being a promising…

分布式、并行与集群计算 · 计算机科学 2017-08-07 Zheng Li , Maria Kihl , Qinghua Lu , Jens A. Andersson

Open software ecosystems are beneficial for customers; they benefit from 3rd party services and applications, e.g. analysis of data using apps, developed and deployed by other companies or open-source communities. One significant advantage…

密码学与安全 · 计算机科学 2024-05-21 Christian Binkowski , Stefan Appel , Andreas Aßmuth

In machine learning research, it is common to evaluate algorithms via their performance on standard benchmark datasets. While a growing body of work establishes guidelines for -- and levies criticisms at -- data and benchmarking practices…

机器学习 · 计算机科学 2024-11-01 Rachel Longjohn , Markelle Kelly , Sameer Singh , Padhraic Smyth

Characteristics of a benchmarking setup clearly can have some impact on the benchmark outcome. In this paper, we explore two methodologies to quantify the impact of the specific properties on the benchmarking outcome. Our first methodology…

软件工程 · 计算机科学 2025-04-15 Dylan Wolff , Marcel Böhme , Abhik Roychoudhury

Performance benchmarking is a common practice in software engineering, particularly when building large-scale, distributed, and data-intensive systems. While cloud environments offer several advantages for running benchmarks, it is often…

软件工程 · 计算机科学 2025-04-17 Sören Henning , Adriano Vogel , Esteban Perez-Wohlfeil , Otmar Ertl , Rick Rabiser

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…

网络与互联网体系结构 · 计算机科学 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…

The reproducibility of software environments is a critical concern in modern software engineering, with ramifications ranging from the effectiveness of collaboration workflows to software supply chain security and scientific…

软件工程 · 计算机科学 2026-01-21 Julien Malka , Stefano Zacchiroli , Théo Zimmermann

Docker images are used to distribute and deploy cloud-native applications in containerised form. A container engine runs them with separated privileges according to namespaces. Recent studies have investigated security vulnerabilities and…

密码学与安全 · 计算机科学 2021-06-10 Panagiotis Gkikopoulos , Valerio Schiavoni , Josef Spillner

Mobile Edge Computing (MEC) is an emerging network paradigm that provides cloud and IT services at the point of access of the network. Such proximity to the end user translates into ultra-low latency and high bandwidth, while, at the same…

网络与互联网体系结构 · 计算机科学 2018-01-29 Giuseppe Avino , Marco Malinverno , Francesco Malandrino , Claudio Casetti , Carla-Fabiana Chiasserini

Over the last few years, the use of virtualization technologies has increased dramatically. This makes the demand for efficient and secure virtualization solutions become more obvious. Container-based virtualization and hypervisor-based…

密码学与安全 · 计算机科学 2015-01-14 Thanh Bui

Virtual screening (VS) is a computationally intensive process crucial for drug discovery, often requiring significant resources to analyze large chemical libraries and predict ligand-protein interactions. This study evaluates the…

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