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We consider load balancing in large-scale heterogeneous server systems in the presence of data locality that imposes constraints on which tasks can be assigned to which servers. The constraints are naturally captured by a bipartite graph…

Probability · Mathematics 2022-12-01 Zhisheng Zhao , Debankur Mukherjee , Ruoyu Wu

Large scale cloud services use Key Performance Indicators (KPIs) for tracking and monitoring performance. They usually have Service Level Objectives (SLOs) baked into the customer agreements which are tied to these KPIs. Dependency…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-04 Chetan Bansal , Sundararajan Renganathan , Ashima Asudani , Olivier Midy , Mathru Janakiraman

Measurement of available path capacity with high accuracy over high-speed links deployed in cloud and transport networks is vital for performance assessment and traffic engineering. Methods for measuring the available path capacity rely on…

Networking and Internet Architecture · Computer Science 2025-02-03 Ganapathy Raman Madanagopal , Christofer Flinta , Andreas Johnsson , Farnaz Moradi , Daniel Turull

Detecting and resolving performance anomalies in Cloud services is crucial for maintaining desired performance objectives. Scaling actions triggered by an anomaly detector help achieve target latency at the cost of extra resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-24 Gabriel Job Antunes Grabher , Fumio Machida , Thomas Ropars

Hadoop is an open source implementation of the MapReduce Framework in the realm of distributed processing. A Hadoop cluster is a unique type of computational cluster designed for storing and analyzing large data sets across cluster of…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-11-10 Muralikrishnan Ramane , Sharmila Krishnamoorthy , Sasikala Gowtham

With developments of real-time applications into data centers, the need for alternatives of the standard TCP protocol has been prime demand in several applications of data centers. The several alternatives of TCP protocol has been proposed…

Networking and Internet Architecture · Computer Science 2013-11-13 Fatma Almajadub , Eman Abdelfattah , Abdul Razaque

Continuous cloud service performance benchmarking is essential for detecting performance bugs early before deploying them to production. However, detecting performance regressions using application benchmarks, which usually treat the system…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-19 Sebastian Koch , Nils Japke , David Bermbach

High level goals such as bandwidth provisioning, accounting and network anomaly detection can be easily met if high-volume traffic clusters are detected in real time. This paper presents Elastic Trie, an alternative to approaches leveraging…

Networking and Internet Architecture · Computer Science 2018-05-17 Jan Kučera , Diana Andreea Popescu , Gianni Antichi , Jan Kořenek , Andrew W. Moore

Data processing units (DPUs, SoC-based SmartNICs) are emerging data center hardware that provide opportunities to address cloud data processing challenges. Their onboard compute, memory, network, and auxiliary storage can be leveraged to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-09 Jiasheng Hu , Chihan Cui , Anna Li , Raahil Vora , Yuanfan Chen , Philip A. Bernstein , Jialin Li , Qizhen Zhang

The shift towards high-bandwidth networks driven by AI workloads in data centers and HPC clusters has unintentionally aggravated network latency, adversely affecting the performance of communication-intensive HPC applications. As…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-23 Siyuan Shen , Langwen Huang , Marcin Chrapek , Timo Schneider , Jai Dayal , Manisha Gajbe , Robert Wisniewski , Torsten Hoefler

There are various TCP variants such as Reno, Tahoe, Vegas, SACK and so on. These variants implement algorithms that handle congestion control. In our experiments we have used these variants to measure their performance such as throughput,…

Networking and Internet Architecture · Computer Science 2024-07-22 Mansukh Pamarath , Dweep Gogia

Content providers build serving stacks to deliver content to users. An important goal of a content provider is to ensure good user experience, since user experience has an impact on revenue. In this paper, we describe a system at Yahoo…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-05-26 Partha Kanuparthy , Yuchen Dai , Sudhir Pathak , Sambit Samal , Theophilus Benson , Mojgan Ghasemi , P. P. S. Narayan

Data plane verification (DPV) is important for finding network errors. Current DPV tools employ a centralized architecture, where a server collects the data planes of all devices and verifies them. Despite substantial efforts on…

Systems and Control · Electrical Eng. & Systems 2022-10-03 Qiao Xiang , Ridi Wen , Chenyang Huang , Yuxin Wang , Franck Le

Cloud latency has critical influences on the success of cloud applications. Therefore, characterizing cloud network performance is crucial for analyzing and satisfying different latency requirements. By focusing on the cloud's outbound…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-05 Zheng Li , Francisco Millar-Bilbao

To keep up with demand, servers will scale up to handle hundreds of thousands of clients simultaneously. Much of the focus of the community has been on scaling servers in terms of aggregate traffic intensity (packets transmitted per…

Networking and Internet Architecture · Computer Science 2021-06-11 Yimeng Zhao , Ahmed Saeed , Mostafa Ammar , Ellen Zegura

A key motivation in the development of Distributed Model Predictive Control (DMPC) is to accelerate centralized Model Predictive Control (MPC) for large-scale systems. DMPC has the prospect of scaling well by parallelizing computations…

Optimization and Control · Mathematics 2025-04-16 Gösta Stomberg , Maurice Raetsch , Alexander Engelmann , Timm Faulwasser

Dynamic nature of the cloud environment has made distributed resource management process a challenge for cloud service providers. The importance of maintaining the quality of service in accordance with customer expectations as well as the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-08-08 Sara Kardani-Moghaddam , Rajkumar Buyya , Kotagiri Ramamohanarao

Modern database clusters entail two levels of networks: connecting CPUs and NUMA regions inside a single server in the small and multiple servers in the large. The huge performance gap between these two types of networks used to slow down…

Databases · Computer Science 2015-11-03 Wolf Roediger , Tobias Muehlbauer , Alfons Kemper , Thomas Neumann

Embedded peripheral devices such as memories, sensors and communications interfaces are used to perform a function external to a host microcontroller. The device manufacturer typically specifies worst-case current consumption and latency…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-16 Daniel Moore , Alexander Dean

The energy and latency of an accelerator running a deep neural network (DNN) depend on how the computation and data movement are scheduled in the accelerator (i.e., mapping), and picking an optimal mapping is essential to achieve…

Hardware Architecture · Computer Science 2026-05-05 Michael Gilbert , Tanner Andrulis , Vivienne Sze , Joel S. Emer