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As the overlap between traditional computational mechanics and machine learning grows, there is an increasing demand for straight-forward approaches to interface Python-based procedures with C++-based OpenFOAM. This article introduces one…

计算工程、金融与科学 · 计算机科学 2026-01-22 Simon Rodriguez , Philip Cardiff

Function-as-a-Service (FaaS) is a cloud service model enabling developers to offload event-driven executable snippets of code. The execution and management of such functions becomes a FaaS provider's responsibility, hereby included their…

软件工程 · 计算机科学 2020-04-03 Vladimir Yussupov , Jacopo Soldani , Uwe Breitenbücher , Antonio Brogi , Frank Leymann

Function as a Service (FaaS) paradigm is becoming widespread and is envisioned as the next generation of cloud systems that mitigate the burden for programmers and cloud solution architects. However, the FaaS abstraction only makes the…

分布式、并行与集群计算 · 计算机科学 2023-09-07 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverless computing, representing applications as event-driven and…

分布式、并行与集群计算 · 计算机科学 2023-02-07 Xuanzhe Liu , Jinfeng Wen , Zhenpeng Chen , Ding Li , Junkai Chen , Yi Liu , Haoyu Wang , Xin Jin

FaaS (Function as a Service) allows developers to upload and execute code in the cloud without managing servers. FaaS offerings from leading public cloud providers are based on system microVM or application container technologies such as…

分布式、并行与集群计算 · 计算机科学 2020-10-19 Ju Long , Hung-Ying Tai , Shen-Ta Hsieh , Michael Juntao Yuan

Despite its already widespread popularity, it continues to gain adoption. More and more developers and architects continue to adopt and apply the FaaS (Function as a Service) model in cloud solutions. The most extensively used FaaS service…

软件工程 · 计算机科学 2023-10-26 Juan Mera Menéndez , Martin Bartlett

The function-as-a-service (FaaS) paradigm is envisioned as the next generation of cloud computing systems that mitigate the burden for cloud-native application developers by abstracting them from cloud resource management. However, it does…

分布式、并行与集群计算 · 计算机科学 2025-10-21 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

The advent of modern data processing has led to an increasing tendency towards interdisciplinarity, which frequently involves the importation of different technical approaches. Consequently, there is an urgent need for a unified data…

机器学习 · 计算机科学 2024-06-04 Chen Zhang , Lecheng Jia , Wei Zhang , Ning Wen

Large Language Model (LLM) applications have emerged as a prominent use case for Function-as-a-Service (FaaS) due to their high computational demands and sporadic invocation patterns. However, serving LLM functions within FaaS frameworks…

操作系统 · 计算机科学 2025-03-11 Weihao Cui , Ziyi Xu , Han Zhao , Quan Chen , Zijun Li , Bingsheng He , Minyi Guo

Python is a particularly appealing language to carry out data analysis, owing in part to its user-friendly character as well as its access to well maintained and powerful libraries like NumPy and SciPy. Still, for the purpose of analyzing…

高能物理 - 格点 · 物理学 2024-02-01 Luis Altenkort , David Anthony Clarke , Jishnu Goswami , Hauke Sandmeyer

Function as a Service (FaaS) is poised to become the foundation of the next generation of cloud systems due to its inherent advantages in scalability, cost-efficiency, and ease of use. However, challenges such as the need for specialized…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

Users of cloud platforms often must expend significant manual efforts in the deployment and orchestration of their services on cloud platforms due primarily to having to deal with the high variabilities in the configuration options for…

软件工程 · 计算机科学 2019-04-10 Anirban Bhattacharjee , Yogesh Barve , Aniruddha Gokhale , Takayuki Kuroda

Data is found everywhere, from health and human infrastructure to the surge of sensors and the proliferation of internet-connected devices. To meet this challenge, the data engineering field has expanded significantly in recent years in…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Mills Staylor , Arup Kumar Sarker , Gregor von Laszewski , Geoffrey Fox , Yue Cheng , Judy Fox

A large amount of numerically-oriented code is written and is being written in legacy languages. Much of this code could, in principle, make good use of data-parallel throughput-oriented computer architectures. Loo.py, a…

编程语言 · 计算机科学 2015-05-19 Andreas Klöckner

Function-as-a-service (FaaS) is a popular serverless computing paradigm for developing event-driven functions that elastically scale on public clouds. FaaS workflows, such as AWS Step Functions and Azure Durable Functions, are composed from…

分布式、并行与集群计算 · 计算机科学 2026-04-28 Varad Kulkarni , Nikhil Reddy , Tuhin Khare , Abhinandan S. Prasad , Chitra Babu , Yogesh Simmhan

Serverless computing is a widely adopted cloud execution model composed of Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) offerings. The increased level of abstraction makes vendor lock-in inherent to serverless computing,…

分布式、并行与集群计算 · 计算机科学 2023-03-29 Haidong Zhao , Zakaria Benomar , Tobias Pfandzelter , Nikolaos Georgantas

Fog computing can support IoT services with fast response time and low bandwidth usage by moving computation from the cloud to edge devices. However, existing fog computing frameworks have limited flexibility to support dynamic service…

分布式、并行与集群计算 · 计算机科学 2019-07-22 Bin Cheng , Jonathan Fürst , Gurkan Solmaz , Takuya Sanada

Function-as-a-Service (FaaS) offers a streamlined cloud computing paradigm, but existing centralized systems suffer from vendor lock-in and single points of failure. We propose DeFaaS, a decentralized FaaS system leveraging blockchain…

软件工程 · 计算机科学 2024-04-15 Rabimba Karanjai , Lei Xu , Lin Chen , Nour Diallo , Weidong Shi

Python has become the prime language for application development in the Data Science and Machine Learning domains. However, data scientists are not necessarily experienced programmers. While Python lets them quickly implement their…

分布式、并行与集群计算 · 计算机科学 2023-08-24 Oscar Castro , Pierrick Bruneau , Jean-Sébastien Sottet , Dario Torregrossa

Large language models (LLMs) show great capabilities in generating code from natural language descriptions, bringing programming power closer to non-technical users. However, their lack of expertise in operating the generated code remains a…

软件工程 · 计算机科学 2025-11-10 Minghe Wang , Tobias Pfandzelter , Trever Schirmer , David Bermbach