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We consider an auto-scaling technique in a cloud system where virtual machines hosted on a physical node are turned on and off depending on the queue's occupation (or thresholds), in order to minimise a global cost integrating both energy…

最优化与控制 · 数学 2021-07-26 Thomas Tournaire , Hind Castel-Taleb , Emmanuel Hyon

Motivated by modern parallel computing applications, we consider the problem of scheduling parallel-task jobs with heterogeneous resource requirements in a cluster of machines. Each job consists of a set of tasks that can be processed in…

分布式、并行与集群计算 · 计算机科学 2020-04-03 Mehrnoosh Shafiee , Javad Ghaderi

Cloud platforms have emerged as a prominent environment to execute high performance computing (HPC) applications providing on-demand resources as well as scalability. They usually offer different classes of Virtual Machines (VMs) which…

分布式、并行与集群计算 · 计算机科学 2018-10-25 Luan Teylo , Lúcia Maria de A. Drummond , Luciana Arantes , Pierre Sens

Hosting diverse large language model workloads in a unified resource pool through co-location is cost-effective. For example, long-running chat services generally follow diurnal traffic patterns, which inspire co-location of batch jobs to…

分布式、并行与集群计算 · 计算机科学 2024-11-19 Ping Zhang , Lei Su , Jinjie Yang , Xin Chen

Cloud computing environments often have to deal with random-arrival computational workloads that vary in resource requirements and demand high Quality of Service (QoS) obligations. It is typical that a Service-Level-Agreement (SLA) is…

分布式、并行与集群计算 · 计算机科学 2020-04-21 Husam Suleiman , Otman Basir

Co-scheduling of jobs in data-centers is a challenging scenario, where jobs can compete for resources yielding to severe slowdowns or failed executions. Efficient job placement on environments where resources are shared requires awareness…

机器学习 · 计算机科学 2020-07-07 David Buchaca Prats , Joan Marcual , Josep Lluís Berral , David Carrera

At present, the mostly used and developed mechanism is hardware virtualization which provides a common platform to run multiple operating systems and applications in independent partitions. More precisely, it is all about resource…

硬件体系结构 · 计算机科学 2009-09-02 Kamanashis Biswas , Md. Ashraful Islam

Deep neural networks training jobs and other iterative computations frequently include checkpoints where jobs can be canceled based on the current value of monitored metrics. While most of existing results focus on the performance of all…

性能 · 计算机科学 2022-09-30 Yuan Yao , Marco Paolieri , Leana Golubchik

This paper proposes a conceptual model for a secure and performance-efficient workload management model in cloud environments. In this model, a resource management unit is employed for energy and performance proficient allocation of virtual…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Deepika Saxena , Ashutosh Kumar Singh

Leading Cloud providers offer several types of Virtual Machines (VMs) in diverse contract models, with different guarantees in terms of availability and reliability. Among them, the most popular contract models are the on-demand and the…

分布式、并行与集群计算 · 计算机科学 2020-11-11 Luan Teylo , Luciana Arantes , Pierre Sens , Lúcia Maria de A. Drummond

We present a scheduler that improves cluster utilization and job completion times by packing tasks having multi-resource requirements and inter-dependencies. While the problem is algorithmically very hard, we achieve near-optimality on the…

分布式、并行与集群计算 · 计算机科学 2016-04-26 Robert Grandl , Srikanth Kandula , Sriram Rao , Aditya Akella , Janardhan Kulkarni

The evolution of high-performance computing is associated with the growth of energy consumption. Performance of cluster computes (is increased via rising in performance and the number of used processors, GPUs, and coprocessors. An increment…

分布式、并行与集群计算 · 计算机科学 2022-12-23 E. A. Kiselev , P. N. Telegin , B. M. Shabanov

This paper proposes a novel approach to address the challenges of deploying complex robotic software in large-scale systems, i.e., Centralized Nonlinear Model Predictive Controllers (CNMPCs) for multi-agent systems. The proposed approach is…

分布式、并行与集群计算 · 计算机科学 2025-05-13 Achilleas Santi Seisa , Sumeet Gajanan Satpute , George Nikolakopoulos

Cloud computing is an emerging technology in distributed computing which facilitates pay per model as per user demand and requirement.Cloud consist of a collection of virtual machine which includes both computational and storage facility.…

分布式、并行与集群计算 · 计算机科学 2014-04-09 Dr. Amit Agarwal , Saloni Jain

High Performance Computing (HPC) systems rely on fixed user-provided estimates of job time limits. These estimates are often inaccurate, resulting in inefficient resource use and the loss of unsaved work if a job times out shortly before…

分布式、并行与集群计算 · 计算机科学 2025-09-12 Thomas Jakobsche , Osman Seckin Simsek , Jim Brandt , Ann Gentile , Florina M. Ciorba

In modern multi-core Mixed-Criticality (MC) systems, a rise in peak power consumption due to parallel execution of tasks with maximum frequency, specially in the overload situation, may lead to thermal issues, which may affect the…

分布式、并行与集群计算 · 计算机科学 2020-11-09 Behnaz Ranjbar , Tuan D. A. Nguyen , Alireza Ejlali , Akash Kumar

Mixed-Criticality (MC) systems consolidate multiple functionalities with different criticalities onto a single hardware platform. Such systems improve the overall resource utilization while guaranteeing resources to critical tasks. In this…

操作系统 · 计算机科学 2020-03-13 Saravanan Ramanathan , Arvind Easwaran

Several works related to spatial crowdsourcing have been proposed in the direction where the task executers are to perform the tasks within the stipulated deadlines. Though the deadlines are set, it may be a practical scenario that majority…

计算工程、金融与科学 · 计算机科学 2024-02-08 Naren Debnath , Sajal Mukhopadhyay , Fatos Xhafa

A cloud service provider strives to provide a high Quality of Service (QoS) to client jobs. Such jobs vary in computational and Service-Level-Agreement (SLA) obligations, as well as differ with respect to tolerating delays and SLA…

性能 · 计算机科学 2021-11-08 Husam Suleiman , Otman Basir

We consider an online preemptive scheduling problem where jobs with deadlines arrive sporadically. A commitment requirement is imposed such that the scheduler has to either accept or decline a job immediately upon arrival. The scheduler's…

数据结构与算法 · 计算机科学 2011-10-07 Shiyao Chen , Lang Tong , Ting He