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Microservice architecture has transformed the way developers are building and deploying applications in the nowadays cloud computing centers. This new approach provides increased scalability, flexibility, manageability, and performance…

分布式、并行与集群计算 · 计算机科学 2020-10-06 Hamzeh Khazaei , Nima Mahmoudi , Cornel Barna , Marin Litoiu

The microservices architectural style has become the de facto standard for large-scale cloud applications, offering numerous benefits in scalability, maintainability, and deployment flexibility. Many organizations are pursuing the migration…

软件工程 · 计算机科学 2025-03-28 Matthéo Lecrivain , Hanifa Barry , Dalila Tamzalit , Houari Sahraoui

Deploying Machine Learning (ML) algorithms within databases is a challenge due to the varied computational footprints of modern ML algorithms and the myriad of database technologies each with its own restrictive syntax. We introduce an…

Microservices are quite widely impacting on the software industry in recent years. Rapid evolution and continuous deployment represent specific benefits of microservice-based systems, but they may have a significant impact on non-functional…

软件工程 · 计算机科学 2024-01-31 Vittorio Cortellessa , Daniele Di Pompeo , Romina Eramo , Michele Tucci

Microservices architecture offers various benefits, including granularity, flexibility, and scalability. A crucial feature of this architecture is the ability to autoscale microservices, i.e., adjust the number of replicas and/or manage…

分布式、并行与集群计算 · 计算机科学 2024-03-15 João Paulo Karol Santos Nunes , Shiva Nejati , Mehrdad Sabetzadeh , Elisa Yumi Nakagawa

Microservice Architectures (MSA), known to successfully handle complex software systems, are emerging as the new paradigm for automotive software. The design of an MSA requires correct subdivision of the software system and implementation…

软件工程 · 计算机科学 2023-04-27 Carlos Viol Barbosa , Nikolay Belov , Felix Keppler , Julius Kolb , Gunter Nitzsche , Sebastian Wagner

This early work aims to allow organizations to diagnose their capacity to properly adopt microservices through initial milestones of a Microservice Maturity Model (MiMMo). The objective is to prepare the way towards a general framework to…

软件工程 · 计算机科学 2021-06-01 Jean-Philippe Gouigoux , Dalila Tamzalit , Joost Noppen

Motivated by developer productivity, serverless computing, and microservices have become the de facto development model in the cloud. Microservices decompose monolithic applications into separate functional units deployed individually. This…

操作系统 · 计算机科学 2022-11-16 Anjo Vahldiek-Oberwagner , Mona Vij

Large Language Models (LLMs) have revolutionized numerous domains, driving the rise of Language-Model-as-a-Service (LMaaS) platforms that process millions of queries daily. These platforms must minimize latency and meet Service Level…

分布式、并行与集群计算 · 计算机科学 2025-10-21 Zhihan Jiang , Yujie Huang , Guangba Yu , Junjie Huang , Jiazhen Gu , Michael R. Lyu

MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services. The system leverages DevOps techniques to optimize, test, and manage models. It also containerizes and deploys…

分布式、并行与集群计算 · 计算机科学 2020-12-16 Huaizheng Zhang , Yuanming Li , Yizheng Huang , Yonggang Wen , Jianxiong Yin , Kyle Guan

The boom of deep learning induced many industries and academies to introduce machine learning based approaches into their concern, competitively. However, existing machine learning frameworks are limited to sufficiently fulfill the…

分布式、并行与集群计算 · 计算机科学 2018-10-24 Hanjoo Kim , Minkyu Kim , Dongjoo Seo , Jinwoong Kim , Heungseok Park , Soeun Park , Hyunwoo Jo , KyungHyun Kim , Youngil Yang , Youngkwan Kim , Nako Sung , Jung-Woo Ha

Recently modular monolith architecture has attracted the attention of practitioners, as Google proposed "Service Weaver" framework to enable developers to write applications as modular monolithic and deploy them as a set of microservices.…

软件工程 · 计算机科学 2024-01-23 Ruoyu Su , Xiaozhou Li

Proposing and implementing software systems, especially web applications for e-commerce using the traditional monolithic approach has been the norm, however, as new user requirements force organisations and developers to add more…

软件工程 · 计算机科学 2023-03-23 Sunday David Ubur

Microservice architecture is a trending topic in software design architecture and many enterprises adopted microservice design due its benefits and the rapid and wide deployment of cloud computing and as a result, many enterprises…

软件工程 · 计算机科学 2023-06-16 Hatem Hammad , Thaer Sahmoud , Abed Al Rahman Abu Ghazala

Cloud-native architecture is becoming increasingly crucial for today's cloud computing environments due to the need for speed and flexibility in developing applications. It utilizes microservice technology to break down traditional…

分布式、并行与集群计算 · 计算机科学 2023-08-30 Minxian Xu , Lei Yang , Yang Wang , Chengxi Gao , Linfeng Wen , Guoyao Xu , Liping Zhang , Kejiang Ye , Chengzhong Xu

Large language models have gained widespread popularity for their ability to process natural language inputs and generate insights derived from their training data, nearing the qualities of true artificial intelligence. This advancement has…

软件工程 · 计算机科学 2024-11-25 Narcisa Guran , Florian Knauf , Man Ngo , Stefan Petrescu , Jan S. Rellermeyer

Microservices architecture is one of the new architectural styles that has improved in recent years. It has become a popular architectural style among system architects and developers. This popularity increased with the advent of new…

软件工程 · 计算机科学 2023-08-14 Mahyar Karimi , Ahmad Abdollahzadeh Barfroush

Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

网络与互联网体系结构 · 计算机科学 2020-04-28 Behnaz Arzani , Bita Rouhani

Microservice applications are created as loosely coupled application components and they leverage cloud elasticity to reduce costs and increase development speed. However, microservice applications exhibit complex interactions among…

分布式、并行与集群计算 · 计算机科学 2026-03-10 Minxian Xu , Junhan Liao , Linfeng Wen , Huaming Wu , Kejiang Ye , Rajkumar Buyya , Chengzhong Xu

Deep learning has achieved great success in a wide spectrum of multimedia applications such as image classification, natural language processing and multimodal data analysis. Recent years have seen the development of many deep learning…

机器学习 · 计算机科学 2021-08-06 Naili Xing , Sai Ho Yeung , Chenghao Cai , Teck Khim Ng , Wei Wang , Kaiyuan Yang , Nan Yang , Meihui Zhang , Gang Chen , Beng Chin Ooi