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相关论文: Dockerization Impacts in Database Performance Benc…

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Container startup latency is a critical performance metric for CI/CD pipelines, serverless computing, and auto-scaling systems, yet practitioners lack empirical guidance on how infrastructure choices affect this latency. We present a…

性能 · 计算机科学 2026-02-18 Shamsher Khan

Benchmarking has driven scientific progress in Evolutionary Computation, yet current practices fall short of real-world needs. Widely used synthetic suites such as BBOB and CEC isolate algorithmic phenomena but poorly reflect the structure,…

In recent years, data-intensive applications have been increasingly deployed on cloud systems. Such applications utilize significant compute, memory, and I/O resources to process large volumes of data. Optimizing the performance and…

分布式、并行与集群计算 · 计算机科学 2023-11-15 Qing Wang , Snigdhaswin Kar , Prabodh Mishra , Caleb Linduff , Ryan Izard , Khayam Anjam , Geddings Barrineau , Junaid Zulfiqar , Kuang-Ching Wang

Virtualization enables information and communications technology industry to better manage computing resources. In this regard, improvements in virtualization approaches together with the need for consistent runtime environment, lower…

密码学与安全 · 计算机科学 2021-01-12 Omar Javed , Salman Toor

Quantization is a promising technique for reducing the bit-width of deep models to improve their runtime performance and storage efficiency, and thus becomes a fundamental step for deployment. In real-world scenarios, quantized models are…

机器学习 · 计算机科学 2024-04-09 Qun Li , Yuan Meng , Chen Tang , Jiacheng Jiang , Zhi Wang

Performance interference can occur when various services are executed over the same physical infrastructure in a cloud system. This can lead to performance degradation compared to the execution of services in isolation. This work proposes a…

分布式、并行与集群计算 · 计算机科学 2024-02-08 VÍctor Medel , Unai Arronategui , Omer Rana , JosÉ Ángel BaÑares , Rafael Tolosana-Calasanz

Benchmarking is how the performance of a computing system is determined. Surprisingly, even for classical computers this is not a straightforward process. One must choose the appropriate benchmark and metrics to extract meaningful results.…

量子物理 · 物理学 2021-05-07 Salonik Resch , Ulya R. Karpuzcu

Data warehouse architectural choices and optimization techniques are critical to decision support query performance. To facilitate these choices, the performance of the designed data warehouse must be assessed, usually with benchmarks.…

数据库 · 计算机科学 2017-01-03 Jérôme Darmont , Fadila Bentayeb , Omar Boussaïd

Docker is a containerization service that allows for convenient deployment of websites, databases, applications' APIs, and machine learning (ML) models with a few lines of code. Studies have recently explored the use of Docker for deploying…

软件工程 · 计算机科学 2022-06-03 Moses Openja , Forough Majidi , Foutse Khomh , Bhagya Chembakottu , Heng Li

Linux containers have risen in popularity in the last few years, making their way to commercial IT service offerings (such as PaaS), application deployments, and Continuous Delivery/Integration pipelines within various development teams.…

密码学与安全 · 计算机科学 2020-08-12 Samuel P. Mullinix , Erikton Konomi , Renee Davis Townsend , Reza M. Parizi

Docker is a virtualization technique heavily used in the industry to build cloud-based systems. In the context of Docker, a system is said to be observable if engineers can get accurate information about its running state in production. In…

软件工程 · 计算机科学 2021-07-12 Long Zhang , Deepika Tiwari , Brice Morin , Benoit Baudry , Martin Monperrus

Docker offers an ecosystem that offers a platform for application packaging, distributing, and managing within containers. However, the Docker platform has not yet matured. Presently, Docker is less secured than virtual machines (VM) and…

密码学与安全 · 计算机科学 2023-04-25 Robail Yasrab

ISP minimizes data transfer for analytics but faces challenges in adaptation and disaggregation. We propose DockerSSD, an ISP model leveraging OS-level virtualization and lightweight firmware to enable containerized data processing directly…

Cloud computing recently developed into a viable alternative to on-premises systems for executing high-performance computing (HPC) applications. With the emergence of new vendors and hardware options, there is now a growing need to…

分布式、并行与集群计算 · 计算机科学 2018-12-14 Mohammad Mohammadi , Timur Bazhirov

Solving the software dependency issue under the HPC environment has always been a difficult task for both computing system administrators and application scientists. This work would like to tackle the issue by introducing the modern…

分布式、并行与集群计算 · 计算机科学 2015-09-29 Hsi-En Yu , Weicheng Huang

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…

分布式、并行与集群计算 · 计算机科学 2017-08-29 Mudit Verma , Mohan Dhawan

Comprehensive benchmarking of clustering algorithms is rendered difficult by two key factors: (i)~the elusiveness of a unique mathematical definition of this unsupervised learning approach and (ii)~dependencies between the generating models…

神经与进化计算 · 计算机科学 2022-01-11 Cameron Shand , Richard Allmendinger , Julia Handl , Andrew Webb , John Keane

Containers improve the efficiency in application deployment and thus have been widely utilised on Cloud and lately in High Performance Computing (HPC) environments. Containers encapsulate complex programs with their dependencies in isolated…

分布式、并行与集群计算 · 计算机科学 2022-12-20 Naweiluo Zhou , Huan Zhou , Dennis Hoppe

Experimental evaluation is a major research methodology for investigating clustering algorithms and many other machine learning algorithms. For this purpose, a number of benchmark datasets have been widely used in the literature and their…

机器学习 · 计算机科学 2019-10-21 Tiantian Zhang , Li Zhong , Bo Yuan

Data lakes have emerged as a flexible and scalable solution for storing and analyzing large volumes of heterogeneous data, including structured, semi-structured, and unstructured formats. Despite their growing adoption in both industry and…

数据库 · 计算机科学 2026-01-28 Yi Lyu , Pei-Chieh Lo , Natan Lidukhover