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相关论文: Sinan: Data-Driven, QoS-Aware Cluster Management f…

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Cloud applications are increasingly shifting to interactive and loosely-coupled microservices. Despite their advantages, microservices complicate resource management, due to inter-tier dependencies. We present Sinan, a cluster manager for…

分布式、并行与集群计算 · 计算机科学 2021-12-14 Yanqi Zhang , Weizhe Hua , Zhuangzhuang Zhou , Ed Suh , Christina Delimitrou

Cloud applications are increasingly shifting from large monolithic services to complex graphs of loosely-coupled microservices. Despite the advantages of modularity and elasticity microservices offer, they also complicate cluster management…

分布式、并行与集群计算 · 计算机科学 2021-01-05 Yu Gan , Mingyu Liang , Sundar Dev , David Lo , Christina Delimitrou

Cloud applications are increasingly shifting from large monolithic services, to complex graphs of loosely-coupled microservices. Despite their advantages, microservices also introduce cascading QoS violations in cloud applications, which…

分布式、并行与集群计算 · 计算机科学 2021-12-14 Yu Gan , Mingyu Liang , Sundar Dev , David Lo , Christina Delimitrou

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

Resource management for cloud-native microservices has attracted a lot of recent attention. Previous work has shown that machine learning (ML)-driven approaches outperform traditional techniques, such as autoscaling, in terms of both SLA…

分布式、并行与集群计算 · 计算机科学 2024-01-08 Yanqi Zhang , Zhuangzhuang Zhou , Sameh Elnikety , Christina Delimitrou

As the cloud infrastructure grows, it becomes more challenging to manage resources in such a massive, diverse, and distributed setting, despite the fact that cloud computing provides computational capabilities on-demand. Due to resource…

分布式、并行与集群计算 · 计算机科学 2025-03-20 Sukhpal Singh Gill

Performance unpredictability is a major roadblock towards cloud adoption, and has performance, cost, and revenue ramifications. Predictable performance is even more critical as cloud services transition from monolithic designs to…

分布式、并行与集群计算 · 计算机科学 2019-05-06 Yu Gan , Yanqi Zhang , Kelvin Hu , Dailun Cheng , Yuan He , Meghna Pancholi , Christina Delimitrou

Modern Internet services are increasingly leveraging on cloud computing for flexible, elastic and on-demand provision. Typically, Quality of Service (QoS) of cloud-based services can be tuned using different underlying cloud configurations…

软件工程 · 计算机科学 2016-08-16 Tao Chen

Performance unpredictability in cloud services leads to poor user experience, degraded availability, and has revenue ramifications. Detecting performance degradation a posteriori helps the system take corrective action, but does not avoid…

分布式、并行与集群计算 · 计算机科学 2018-04-25 Yu Gan , Meghna Pancholi , Dailun Cheng , Siyuan Hu , Yuan He , Christina Delimitrou

Current cloud services are moving away from monolithic designs and towards graphs of many loosely-coupled, single-concerned microservices. Microservices have several advantages, including speeding up development and deployment, allowing…

分布式、并行与集群计算 · 计算机科学 2019-11-07 Yanqi Zhang , Yu Gan , Christina Delimitrou

Microservices transform traditional monolithic applications into lightweight, loosely coupled application components and have been widely adopted in many enterprises. Cloud platform infrastructure providers enhance the resource utilization…

分布式、并行与集群计算 · 计算机科学 2026-03-10 Shengye Song , Minxian Xu , Zuowei Zhang , Chengxi Gao , Fansong Zeng , Yu Ding , Kejiang Ye , Chengzhong Xu

Modern applications increasingly span across cloud, fog, and edge environments, demanding orchestration systems that can adapt to diverse deployment contexts while meeting Quality-of-Service (QoS) requirements. Standard Kubernetes…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Haci Ismail Aslan , Syed Muhammad Mahmudul Haque , Joel Witzke , Odej Kao

Designing software compatible with cloud-based Microservice Architectures (MSAs) is vital due to the performance, scalability, and availability limitations. As the complexity of a system increases, it is subject to deprecation, difficulties…

软件工程 · 计算机科学 2024-07-22 Thakshila Imiya Mohottige , Artem Polyvyanyy , Rajkumar Buyya , Colin Fidge , Alistair Barros

Cloud-native applications have significantly advanced the development and scalability of online services through the use of microservices and modular architectures. However, achieving adaptability, resilience, and efficient performance…

分布式、并行与集群计算 · 计算机科学 2025-09-30 Apostolos Angelis , George Kousiouris

Nowadays, data-centers are largely under-utilized because resource allocation is based on reservation mechanisms which ignore actual resource utilization. Indeed, it is common to reserve resources for peak demand, which may occur only for a…

分布式、并行与集群计算 · 计算机科学 2018-07-03 Francesco Pace , Dimitrios Milios , Damiano Carra , Daniele Venzano , Pietro Michiardi

Datacenters suffer from resource utilization inefficiencies due to the conflicting goals of service owners and platform providers. Service owners intending to maintain Service Level Objectives (SLO) for themselves typically request a…

分布式、并行与集群计算 · 计算机科学 2022-07-27 Sayak Chakraborti , Brian Coutinho , Sandhya Dwarkadas , Parth Malani , Bikash Sharma

Microservice architectures have become the dominant paradigm for cloud-native systems, offering flexibility and scalability. However, this shift has also led to increased demand for cloud resources, contributing to higher energy consumption…

分布式、并行与集群计算 · 计算机科学 2026-01-13 Julian Legler , Sebastian Werner , Maria C. Borges , Stefan Tai

Cloud-based computing systems could get oversubscribed due to budget constraints of cloud users which causes violation of Quality of Experience(QoE) metrics such as tasks' deadlines. We investigate an approach to achieve robustness against…

分布式、并行与集群计算 · 计算机科学 2018-09-19 Chavit Denninnart , Mohsen Amini Salehi , Adel Nadjaran Toosi , Xiangbo Li

The study assesses the impact of cloud-based microservices architectures on application performance. Several aspects of performance evaluation are discussed, including response time, throughput, scalability, and reliability. This article…

分布式、并行与集群计算 · 计算机科学 2023-05-26 Ganesh Chowdary Desina

The Microservices Architecture (MSA) design pattern has become a staple for modern applications, allowing functionalities to be divided across fine-grained microservices, fostering reusability, distribution, and interoperability. As…

软件工程 · 计算机科学 2026-02-16 Juan Luis Herrera , Daniel Wang , Schahram Dustdar
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