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Cloud computing recently developed into a viable alternative to on-premises systems for executing high-performance computing (HPC) applications. With the emergence of new vendors and hardware options, there is now a growing need to…

分布式、并行与集群计算 · 计算机科学 2018-12-14 Mohammad Mohammadi , Timur Bazhirov

How can applications be deployed on the cloud to achieve maximum performance? This question has become significant and challenging with the availability of a wide variety of Virtual Machines (VMs) with different performance capabilities in…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Blesson Varghese , Ozgur Akgun , Ian Miguel , Long Thai , Adam Barker

Performance benchmarking is a common practice in software engineering, particularly when building large-scale, distributed, and data-intensive systems. While cloud environments offer several advantages for running benchmarks, it is often…

软件工程 · 计算机科学 2025-04-17 Sören Henning , Adriano Vogel , Esteban Perez-Wohlfeil , Otmar Ertl , Rick Rabiser

Cloud computing focuses on delivery of reliable, secure, fault-tolerant, sustainable, and scalable infrastructures for hosting Internet-based application services. These applications have different composition, configuration, and deployment…

分布式、并行与集群计算 · 计算机科学 2009-03-17 Rodrigo N. Calheiros , Rajiv Ranjan , Cesar A. F. De Rose , Rajkumar Buyya

We present a comparative analysis of the maximum performance achieved by the Linpack benchmark on compute intensive hardware publicly available from multiple cloud providers. We study both performance within a single compute node, and…

性能 · 计算机科学 2018-07-17 Mohammad Mohammadi , Timur Bazhirov

Developing data mining algorithms that are suitable for cloud computing platforms is currently an active area of research, as is developing cloud computing platforms appropriate for data mining. Currently, the most common benchmark for…

分布式、并行与集群计算 · 计算机科学 2010-07-09 Collin Bennett , Robert L. Grossman , David Locke , Jonathan Seidman , Steve Vejcik

How can applications be deployed on the cloud to achieve maximum performance? This question is challenging to address with the availability of a wide variety of cloud Virtual Machines (VMs) with different performance capabilities. The…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Blesson Varghese , Ozgur Akgun , Ian Miguel , Long Thai , Adam Barker

Cloud computing provides on-demand access to affordable hardware (multi-core CPUs, GPUs, disks, and networking equipment) and software (databases, application servers and data processing frameworks) platforms with features such as…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Khalid Alhamazani , Rajiv Ranjan , Prem Prakash Jayaraman , Karan Mitra , Chang Liu , Fethi Rabhi , Dimitrios Georgakopoulos , Lizhe Wang

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

分布式、并行与集群计算 · 计算机科学 2023-09-20 Anupama Mampage , Rajkumar Buyya

To optimally deploy their applications, users of Infrastructure-as-a-Service clouds are required to evaluate the costs and performance of different combinations of cloud configurations to find out which combination provides the best service…

软件工程 · 计算机科学 2014-08-21 Joel Scheuner , Philipp Leitner , Jurgen Cito , Harald Gall

In this paper, we draw the specifications of a novel benchmark for comparing parallel processing frameworks in the context of big data applications hosted in the cloud. We aim at filling several gaps in already existing cloud data…

分布式、并行与集群计算 · 计算机科学 2013-12-24 Jaume Ferrarons , Mulu Adhana , Carlos Colmenares , Sandra Pietrowska , Fadila Bentayeb , Jérôme Darmont

Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

Cloud computing is an emerging platform of service computing designed for swift and dynamic delivery of assured computing resources. Cloud computing provide Service-Level Agreements (SLAs) for guaranteed uptime availability for enabling…

软件工程 · 计算机科学 2010-04-13 T. Vengattaraman , P. Dhavachelvan , R. Baskaran

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Cloud computing has become increasingly popular. Many options of cloud deployments are available. Testing cloud performance would enable us to choose a cloud deployment based on the requirements. In this paper, we present an innovative…

性能 · 计算机科学 2015-09-03 Li Chen , Pooja Jain , Kingsum Chow , Emad Guirguis , Tony Wu

Recent advancements in data stream processing frameworks have improved real-time data handling, however, scalability remains a significant challenge affecting throughput and latency. While studies have explored this issue on local machines…

分布式、并行与集群计算 · 计算机科学 2025-04-04 Apurv Deepak Kulkarni , Siavash Ghiasvand

In the past decade, cloud computing has emerged from a pursuit for a service-driven information and communication technology (ICT), into a signifcant fraction of the ICT market. Responding to the growth of the market, many alternative cloud…

分布式、并行与集群计算 · 计算机科学 2016-04-13 Nikolas Herbst , Rouven Krebs , Giorgos Oikonomou , George Kousiouris , Athanasia Evangelinou , Alexandru Iosup , Samuel Kounev

Can cloud computing infrastructures provide HPC-competitive performance for scientific applications broadly? Despite prolific related literature, this question remains open. Answers are crucial for designing future systems and democratizing…

分布式、并行与集群计算 · 计算机科学 2021-03-09 Giulia Guidi , Marquita Ellis , Aydin Buluc , Katherine Yelick , David Culler

Although Cloud computing emerged for business applications in industry, public Cloud services have been widely accepted and encouraged for scientific computing in academia. The recently available Google Compute Engine (GCE) is claimed to…

分布式、并行与集群计算 · 计算机科学 2013-12-25 Zheng Li , Liam O'Brien , Rajiv Ranjan , Miranda Zhang

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
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