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A multiple server setting is considered, where each server has tunable speed, and increasing the speed incurs an energy cost. Jobs arrive to a single queue, and each job has two types of sub-tasks, map and reduce, and a {\bf precedence}…

数据结构与算法 · 计算机科学 2021-05-20 Rahul Vaze , Jayakrishnan Nair

We represent a computer cluster as a multi-server queue with some arbitrary bipartite graph of compatibilities between jobs and servers. Each server processes its jobs sequentially in FCFS order. The service rate of a job at any given time…

性能 · 计算机科学 2017-09-19 Thomas Bonald , Céline Comte

We consider the weighted completion time minimization problem for capacitated parallel machines, which is a fundamental problem in modern cloud computing environments. We study settings in which the processed jobs may have varying duration,…

分布式、并行与集群计算 · 计算机科学 2022-06-28 Ilan Reuven Cohen , Izack Cohen , Iyar Zaks

With the rapid growth of the cloud computing marketplace, the issue of pricing resources in the cloud has been the subject of much study in recent years. In this paper, we identify and study a new issue: how to price resources in the cloud…

计算机科学与博弈论 · 计算机科学 2016-10-04 Kamal Jain , Tung Mai , Vijay V. Vazirani

This paper considers the setting where a cloud server services a static set or a dynamic sequence of tasks submitted by multiple clients. Every client wishes to assure honest execution of tasks by additionally employing a trusted third…

计算机科学与博弈论 · 计算机科学 2021-03-12 Pinglan Liu , Xiaojuan Ma , Wensheng Zhang

Speed scaling for a tandem server setting is considered, where there is a series of servers, and each job has to be processed by each of the servers in sequence. Servers have a variable speed, their power consumption being a convex…

数据结构与算法 · 计算机科学 2019-07-11 Rahul Vaze , Jayakrishnan Nair

When parallelizing a set of jobs across many servers, one must balance a trade-off between granting priority to short jobs and maintaining the overall efficiency of the system. When the goal is to minimize the mean flow time of a set of…

性能 · 计算机科学 2020-11-24 Benjamin Berg , Rein Vesilo , Mor Harchol-Balter

Modern data centers serve workloads which are capable of exploiting parallelism. When a job parallelizes across multiple servers it will complete more quickly, but jobs receive diminishing returns from being allocated additional servers.…

分布式、并行与集群计算 · 计算机科学 2020-11-20 Benjamin Berg , Rein Vesilo , Mor Harchol-Balter

Consider an online facility assignment problem where a set of facilities $F = \{ f_1, f_2, f_3, \cdots, f_{|F|} \}$ of equal capacity $l$ is situated on a metric space and customers arrive one by one in an online manner on that space. We…

数据结构与算法 · 计算机科学 2020-09-04 Saad Al Muttakee , Abu Reyan Ahmed , Md. Saidur Rahman

In modern computing systems, jobs' resource requirements often vary over time. Accounting for this temporal variability during job scheduling is essential for meeting performance goals. However, theoretical understanding on how to schedule…

性能 · 计算机科学 2023-11-01 Yige Hong , Qiaomin Xie , Weina Wang

Design and analysis of constant competitive deterministic semi-online algorithms for the multi-processor scheduling problem with small number of identical machines have gained significant research interest in the last two decades. In the…

数据结构与算法 · 计算机科学 2021-06-10 Debasis Dwibedy , Rakesh Mohanty

Can the popular shortest remaining processing time (SRPT) algorithm achieve a constant competitive ratio on multiple servers when server speeds are adjustable (speed scaling) with respect to the flow time plus energy consumption metric?…

性能 · 计算机科学 2020-05-06 Rahul Vaze , Jayakrishnan Nair

This paper studies a scheduling problem in a parallel machine setting, where each machine must adhere to a predetermined fixed order for processing the jobs. Given $n$ jobs, each with processing times and deadlines, we aim to minimize the…

数据结构与算法 · 计算机科学 2025-05-16 Andre Berger , Arman Rouhani , Marc Schröder

In this paper, we consider the online version of the machine minimization problem (introduced by Chuzhoy et al., FOCS 2004), where the goal is to schedule a set of jobs with release times, deadlines, and processing lengths on a minimum…

离散数学 · 计算机科学 2014-03-06 Nikhil Devanur , Konstantin Makarychev , Debmalya Panigrahi , Grigory Yaroslavtsev

We revisit a classical scheduling model to incorporate modern trends in data center networks and cloud services. Addressing some key challenges in the allocation of shared resources to user requests (jobs) in such settings, we consider the…

数据结构与算法 · 计算机科学 2018-11-20 Kanthi Sarpatwar , Baruch Schieber , Hadas Shachnai

Cloud computing technology provides the means to share physical resources among multiple users and data center tenants by exposing them as virtual resources. There is a strong industrial drive to use similar technology and concepts to…

网络与互联网体系结构 · 计算机科学 2016-10-17 Victor Millnert , Enrico Bini , Johan Eker

Problem Definition: Allocating sufficient capacity to cloud services is a challenging task, especially when demand is time-varying, heterogeneous, contains batches, and requires multiple types of resources for processing. In this setting,…

应用统计 · 统计学 2022-09-21 Eugene Furman , Arik Senderovich , Shane Bergsma , J. Christopher Beck

Cloud computing is emerging as an important platform for business, personal and mobile computing applications. In this paper, we study a stochastic model of cloud computing, where jobs arrive according to a stochastic process and request…

性能 · 计算机科学 2012-06-07 Siva Theja Maguluri , R Srikant , Lei Ying

We consider allocation problems that arise in the context of service allocation in Clouds. More specifically, we assume on the one part that each computing resource is associated to a capacity constraint, that can be chosen using Dynamic…

分布式、并行与集群计算 · 计算机科学 2013-10-11 Olivier Beaumont , Philippe Duchon , Paul Renaud-Goud

A speed scaling problem is considered, where time is divided into slots, and jobs with payoff $v$ arrive at the beginning of the slot with associated deadlines $d$. Each job takes one slot to be processed, and multiple jobs can be processed…

数据结构与算法 · 计算机科学 2017-11-15 Goonwanth Reddy , Rahul Vaze