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Academic research tends to focus on new models for document understanding creating a wide gap in the literature between model definition and running models at production scale. To close that gap, we present a microservice architecture that…

Modern distributed data processing systems struggle to balance performance, maintainability, and developer productivity when integrating machine learning at scale. These challenges intensify in large collaborative environments due to high…

This report presents a first sketch of the Service Provider DevOps concept including four major management processes to support the roles of both service and VNF developers as well as the operator in a more agile manner. The sketch is based…

DevSecOps, as the extension of DevOps with security training and tools, has become a popular way of developing modern software, especially in the Internet of Things arena, due to its focus on rapid development, with short release cycles,…

密码学与安全 · 计算机科学 2024-10-03 Manish Shrestha , Christian Johansen , Johanna Johansen

Continuous Integration and Continuous Delivery (CI/CD) is a well-established practice that automatically builds, tests, packages, and deploys software systems. To adopt CI/CD, software developers need to configure their projects using…

软件工程 · 计算机科学 2025-05-20 Taher A. Ghaleb , Osamah Abduljalil , Safwat Hassan

Top-tier parallel computing clusters continue to accumulate more and more computational power with more and better CPUs and Networks. This allows, especially for environmental simulations, computations with larger domain sizes and better…

分布式、并行与集群计算 · 计算机科学 2018-07-03 Christoph Ertl , Ralf-Peter Mundani , Ernst Rank

Development of Cyber Physical Systems (CPSs) requires close interaction between developers with expertise in many domains to achieve ever-increasing demands for improved performance, reduced cost, and more system autonomy. Each engineering…

软件工程 · 计算机科学 2020-04-14 Charles Hartsell , Nagabhushan Mahadevan , Harmon Nine , Ted Bapty , Abhishek Dubey , Gabor Karsai

Organizations rely on machine learning engineers (MLEs) to operationalize ML, i.e., deploy and maintain ML pipelines in production. The process of operationalizing ML, or MLOps, consists of a continual loop of (i) data collection and…

软件工程 · 计算机科学 2022-09-20 Shreya Shankar , Rolando Garcia , Joseph M. Hellerstein , Aditya G. Parameswaran

Purpose: Continuous Software Engineering (CSE) promises improved efficiency, quality, and responsiveness in software-intensive organizations. However, fully adopting CSE is often constrained by complex products, legacy systems,…

软件工程 · 计算机科学 2025-11-05 Eriks Klotins , Magnus Ahlgren , Nicolas Martin Vivaldi , Even-Andre Karlsson

Continuous integration and delivery (CI/CD) are nowadays at the core of software development. Their benefits come at the cost of setting up and maintaining the CI/CD pipeline, which requires knowledge and skills often orthogonal to those…

软件工程 · 计算机科学 2023-09-07 Antonio Mastropaolo , Fiorella Zampetti , Gabriele Bavota , Massimiliano Di Penta

New generations of distributed systems are opening novel perspectives for logic programming (LP): on the one hand, service-oriented architectures represent nowadays the standard approach for distributed systems engineering; on the other…

人工智能 · 计算机科学 2018-10-01 Roberta Calegari , Enrico Denti , Stefano Mariani , Andrea Omicini

Chaining functions for longer workloads is a key use case for FaaS platforms in data applications. However, modern data pipelines differ significantly from typical serverless use cases (e.g., webhooks and microservices); this makes it…

数据库 · 计算机科学 2024-10-24 Jacopo Tagliabue , Tyler Caraza-Harter , Ciro Greco

This paper introduces CAAI, a novel cognitive architecture for artificial intelligence in cyber-physical production systems. The goal of the architecture is to reduce the implementation effort for the usage of artificial intelligence…

分布式、并行与集群计算 · 计算机科学 2020-10-15 Andreas Fischbach , Jan Strohschein , Andreas Bunte , Jörg Stork , Heide Faeskorn-Woyke , Natalia Moriz , Thomas Bartz-Beielstein

With the growth of real-time applications and IoT devices, computation is moving from cloud-based services to the low latency edge, creating a computing continuum. This continuum includes diverse cloud, edge, and endpoint devices, posing…

分布式、并行与集群计算 · 计算机科学 2024-11-27 Zahra Najafabadi Samani , Matthias Gassner , Thomas Fahringer , Juan Aznar Poveda , Stefan Pedratscher

This paper proposes a composable "Just in Time Architecture" for Data Science (DS) Pipelines named JITA-4DS and associated resource management techniques for configuring disaggregated data centers (DCs). DCs under our approach are…

数据库 · 计算机科学 2021-03-16 Ali Akoglu , Genoveva Vargas-Solar

Companies dealing with Artificial Intelligence (AI) models in Autonomous Systems (AS) face several problems, such as users' lack of trust in adverse or unknown conditions, gaps between software engineering and AI model development, and…

Scientific computing can in some sense be distilled to the execution of an application - or rather sets of applications which are combined into complex workflows. Due to the complexity and number both of scientific packages as well as…

分布式、并行与集群计算 · 计算机科学 2017-08-01 Bruce Becker , Sean Murray

Generative AI coding assistants (ACAs) are widely adopted yet pose serious legal and compliance risks. ACAs can generate code governed by restrictive open-source licenses (e.g., GPL), potentially exposing companies to litigation or forced…

In a context of ever-growing worldwide communication traffic, cloud service providers aim at deploying scalable infrastructures to address heterogeneous needs. Part of the network infrastructure, FPGAs are tailored to guarantee low-latency…

硬件体系结构 · 计算机科学 2026-01-22 Jean Bruant , Pierre-Henri Horrein , Olivier Muller , Frédéric Pétrot

Continuous Integration (CI) has evolved from a tooling strategy to a fundamental mindset in modern CI engineering. It enables teams to develop, test, and deliver software rapidly and collaboratively. Among CI services, GitHub Actions (GHA)…

软件工程 · 计算机科学 2025-07-25 Edward Abrokwah , Taher A. Ghaleb
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