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Migrating from monolithic systems into microservice is a very complex task. Companies are commonly decomposing the monolithic system manually, analyzing dependencies of the monolith and then assessing different decomposition options. The…

软件工程 · 计算机科学 2019-08-23 Davide Taibi , Kari Systä

Microservices become a fast growing and popular architectural style based on service-oriented development. One of the major advantages using component-based approaches is to support reuse. In this paper, we present a study of microservices…

软件工程 · 计算机科学 2018-05-31 Reza M. Parizi

Inspired from human cognition, machine learning systems are gradually revealing advantages of sparser and more modular architectures. Recent work demonstrates that not only do some modular architectures generalize well, but they also lead…

机器学习 · 计算机科学 2022-06-07 Sarthak Mittal , Yoshua Bengio , Guillaume Lajoie

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

Although microservices have physically isolated modules, they have failed to prevent the propagation and diffusion of dependencies. To trace the root cause of the inter-module coupling, this paper, starting from the impact assessment…

软件工程 · 计算机科学 2025-11-12 Qing Wang , Yong Zhang

Machine learning technologies have demonstrated immense capabilities in various domains. They play a key role in the success of modern businesses. However, adoption of machine learning technologies has a lot of untouched potential. Cost of…

机器学习 · 计算机科学 2023-01-25 Samiyuru Menik , Lakshmish Ramaswamy

In traditional SaaS enterprise applications, microservices are an essential ingredient to deploy machine learning (ML) models successfully. In general, microservices result in efficiencies in software service design, development, and…

软件工程 · 计算机科学 2020-05-05 Venkata Duvvuri

Microservices architecture has started a new trend for application development for a number of reasons: (1) to reduce complexity by using tiny services; (2) to scale, remove and deploy parts of the system easily; (3) to improve flexibility…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Marcelo Amaral , Jordà Polo , David Carrera , Iqbal Mohomed , Merve Unuvar , Malgorzata Steinder

The microservices architectural style offers many advantages such as scalability, reusability and ease of maintainability. As such microservices has become a common architectural choice when developing new applications. Hence, to benefit…

软件工程 · 计算机科学 2025-02-11 Khaled Sellami , Mohamed Aymen Saied , Ali Ouni

Microservices is an architectural style that structures an application as a collection of loosely coupled services, making it easy for developers to build and scale their applications. The microservices architecture approach differs from…

分布式、并行与集群计算 · 计算机科学 2023-04-27 Muhammad Ahsan , Sacheendra Talluri , Alexandru Iosup

Machine learning is now a central part of how modern systems are built and used, powering everything from personalized recommendations to large-scale business analytics. As its role grows, organizations are facing new challenges in…

软件工程 · 计算机科学 2026-03-17 Sowjanya Karanam , Jayanth Bhargav

The idea behind microservices architecture is to develop a single large, complex application as a suite of small, cohesive, independent services. On the other way, monolithic systems get larger over the time, deviating from the intended…

软件工程 · 计算机科学 2016-05-11 Alessandra Levcovitz , Ricardo Terra , Marco Tulio Valente

Modular programming is a development paradigm that emphasizes self-contained, flexible, and independent pieces of functionality. This practice allows new features to be seamlessly added when desired, and unwanted features to be removed,…

其他统计学 · 统计学 2016-10-24 Eric Hare , Andee Kaplan

The microservice software architecture leverages the idea of splitting large monolithic applications into multiple smaller services that interact using lightweight communication schemes. While the microservice architecture has proven its…

分布式、并行与集群计算 · 计算机科学 2025-03-06 Dāvis Kažemaks , Jérémie Decouchant

As Moore's Law has slowed and Dennard Scaling has ended, architects are increasingly turning to heterogeneous parallelism and domain-specific hardware-software co-designs. These trends present new challenges for simulation-based performance…

The scalability and flexibility of microservice architecture have led to major changes in cloud-native application architectures. However, the complexity of managing thousands of small services written in different languages and handling…

网络与互联网体系结构 · 计算机科学 2024-05-24 Behrooz Farkiani , Raj Jain

Multi-cloud concept has broaden the world of cloud computing and has become a buzzword today. The word Multi-cloud envisions utilization of services from multiple heterogeneous cloud providers via a single architecture at customer premises.…

分布式、并行与集群计算 · 计算机科学 2021-08-31 Deepika Saxena , Rishabh Gupta , Ashutosh Kumar Singh

Context: Several companies are migrating their information systems into the Cloud. Microservices and DevOps are two of the most common adopted technologies. However, there is still a lack of understanding how to adopt a microservice-based…

软件工程 · 计算机科学 2019-08-28 Davide Taibi , Valentina Lenarduzzi , Claus Pahl

This paper deals with the mediator-wrapper architecture. It is an important architectural pattern that enables a more flexible and modular architecture in opposition to monolithic architectures for data source integration systems. This…

软件工程 · 计算机科学 2023-02-23 Juraj Dončević , Krešimir Fertalj , Mario Brčić , Agneza Krajna

Monolithic applications are being decomposed to a microservices architecture, aiming to improve maintainability, performance and modularization. Although such decompositions have now been widely carried out in the industry, little is…

软件工程 · 计算机科学 2022-08-11 Tulio Ricardo Hoppen Barzotto , Kleinner Farias