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Although the cloud has reached a state of robustness, the burden of using its resources falls on the shoulders of programmers who struggle to keep up with ever-growing cloud infrastructure services and abstractions. As a result, state…

分布式、并行与集群计算 · 计算机科学 2025-02-07 Kyriakos Psarakis , Wouter Zorgdrager , Marios Fragkoulis , Guido Salvaneschi , Asterios Katsifodimos

This paper argues for decoupling transaction processing from existing two-layer cloud-native databases and making transaction processing as an independent service. By building a transaction as a service (TaaS) layer, the transaction…

数据库 · 计算机科学 2023-11-15 Yanfeng Zhang , Weixing Zhou , Yang Ren , Sihao Li , Guoliang Li , Ge Yu

In a world, where complexity increases on a daily basis the Function-as-a-Service (FaaS) cloud model seams to take countermeasures. In comparison to other cloud models, the fast evolving FaaS increasingly abstracts the underlying…

软件工程 · 计算机科学 2019-05-20 Roland Pellegrini , Igor Ivkic , Markus Tauber

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

分布式、并行与集群计算 · 计算机科学 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

A large amount of data is produced every second from modern information systems such as mobile devices, the world wide web, Internet of Things, social media, etc. Analysis and mining of this massive data requires a lot of advanced tools and…

机器学习 · 计算机科学 2020-01-13 Rising Odegua , Festus Ikpotokin

While the first generation of cloud computing systems mitigated the job of system administrators, the next generation of cloud computing systems is emerging to mitigate the burden for cloud developers -- facilitating the development of…

分布式、并行与集群计算 · 计算机科学 2024-07-25 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

Function-as-a-Service is a popular cloud programming model that supports developers by abstracting away most operational concerns with automatic deployment and scaling of applications. Due to the high level of abstraction, developers rely…

分布式、并行与集群计算 · 计算机科学 2023-04-17 Trever Schirmer , Nils Japke , Sofia Greten , Tobias Pfandzelter , David Bermbach

Due to the popularity of the FaaS programming model, there is now a wide variety of commercial and open-source FaaS systems. Hence, for comparison of different FaaS systems and their configuration options, FaaS application developers rely…

分布式、并行与集群计算 · 计算机科学 2024-04-29 Martin Grambow , Tobias Pfandzelter , David Bermbach

Python is one of the fastest-growing programming languages and currently ranks as the top language in many lists, even recently overtaking JavaScript as the top language on GitHub. Given its importance in data science and machine learning,…

软件工程 · 计算机科学 2025-02-10 Idriss Abdelmadjid , Robert Dyer

Federated Learning (FL) is emerging as a promising technology to build machine learning models in a decentralized, privacy-preserving fashion. Indeed, FL enables local training on user devices, avoiding user data to be transferred to…

机器学习 · 计算机科学 2020-11-19 Nicolas Kourtellis , Kleomenis Katevas , Diego Perino

At its core, feather was a tool that allowed model developers to build shareable user interfaces for their models in under 20 lines of code. Using the Python SDK, developers specified visual components that users would interact with. (e.g.…

人工智能 · 计算机科学 2023-08-08 Nihir Vedd , Paul Riga

Python is a popular high-level general-purpose programming language also heavily used by the scientific community. It supports a variety of different programming paradigms and is preferred by many for its ease of use. With the vision of…

编程语言 · 计算机科学 2021-09-08 Maximilian A. Köhl

Cloud computing has fundamentally transformed application development, yet a gap remains between the serverless promise of simplified deployment and its practical realization due to fragmentation across function runtimes, state management,…

分布式、并行与集群计算 · 计算机科学 2025-12-30 Pawissanutt Lertpongrujikorn

Massively parallel Fourier transforms are widely used in computational sciences, and specifically in computational fluid dynamics which involves unbounded Poisson problems. In practice the latter is usually the most time-consuming operation…

分布式、并行与集群计算 · 计算机科学 2023-03-22 Pierre Balty , Philippe Chatelain , Thomas Gillis

Smarter applications are making better use of the insights gleaned from data, having an impact on every industry and research discipline. At the core of this revolution lies the tools and the methods that are driving it, from processing the…

机器学习 · 计算机科学 2020-04-01 Sebastian Raschka , Joshua Patterson , Corey Nolet

Cloud computing and the evolution of management methodologies such as Lean Management or Agile entail a profound transformation in both system construction and maintenance approaches. These practices are encompassed within the term…

计算与语言 · 计算机科学 2023-11-03 Thibault Chanus , Michael Aubertin

PaPy, which stands for parallel pipelines in Python, is a highly flexible framework that enables the construction of robust, scalable workflows for either generating or processing voluminous datasets. A workflow is created from user-written…

编程语言 · 计算机科学 2014-07-17 Marcin Cieslik , Cameron Mura

The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "serverful" MDS architectures, such as a single server or…

分布式、并行与集群计算 · 计算机科学 2023-06-22 Benjamin Carver , Runzhou Han , Jingyaun Zhang , Mai Zheng , Yue Cheng

With the agile development process of most academic and corporate entities, designing a robust computational back-end system that can support their ever-changing data needs is a constantly evolving challenge. We propose the implementation…

分布式、并行与集群计算 · 计算机科学 2023-11-07 Conor Flynn , Kristin P. Bennett , John S. Erickson , Aaron Green , Oshani Seneviratne

A growing number of publications address the best practices to use Large Language Models (LLMs) for software engineering in recent years. However, most of this work focuses on widely-used general purpose programming languages like Python…

软件工程 · 计算机科学 2026-02-27 Salim Fares