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Service Level Agreements (SLA) are commonly used to specify the quality attributes between cloud service providers and the customers. A violation of SLAs can result in high penalties. To allow the analysis of SLA compliance before the…

分布式、并行与集群计算 · 计算机科学 2019-08-28 Frank S. de Boer , Elena Giachino , Stijn de Gouw , Reiner Hähnle , Einar Broch Johnsen , Cosimo Laneve , Ka I Pun , Gianluigi Zavattaro

Information and Communication Technology (ICT) is being provided to the variety of end-users demands, thereby providing a better and improved management of services is crucial. Therefore, Service Level Agreements (SLAs) are essential and…

网络与互联网体系结构 · 计算机科学 2023-09-15 Ayyoub Akbari-Moghanjoughi , José Roberto de Almeida Amazonas , Germán Santos-Boada , Josep Solé-Pareta

Transactive or market-based coordination strategies have recently been proposed for controlling the aggregate demand of a large number of electric loads. Such schemes offer operational benefits such as enforcing distribution feeder capacity…

系统与控制 · 计算机科学 2017-02-17 Md Salman Nazir , Ian A. Hiskens

In this paper, a method for efficient scheduling to obtain optimum job throughput in a distributed campus grid environment is presented; Traditional job schedulers determine job scheduling using user and job resource attributes. User…

分布式、并行与集群计算 · 计算机科学 2010-07-15 Srirangam V Addepallil , Per Andersen , George L Barnes

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

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

Cloud Computing is a new trend emerging in IT environment with huge requirements of infrastructure and resources. Load Balancing is an important aspect of cloud computing environment. Efficient load balancing scheme ensures efficient…

分布式、并行与集群计算 · 计算机科学 2014-03-28 Mayanka Katyal , Atul Mishra

Diverse workloads such as interactive supercomputing, big data analysis, and large-scale AI algorithm development, requires a high-performance scheduler. This paper presents a novel node-based scheduling approach for large scale simulations…

Cloud infrastructure provides computing services where computing resources can be adjusted on-demand. However, the adoption of cloud infrastructures brings concerns like reliance on the service provider network, reliability, compliance for…

网络与互联网体系结构 · 计算机科学 2020-03-03 Aaqif Afzaal Abbasi , Shahab Shamshirband , Mohammed A. A. Al-qaness , Almas Abbasi , Nashat T. AL-Jallad , Amir Mosavi

Enterprise workloads usually call for an uptime service level agreement (SLA) at the pain of contractual penalty in the event of slippage. Often, the strategy is to introduce ad-hoc HA (High Availability) mechanisms in response. Implemented…

分布式、并行与集群计算 · 计算机科学 2022-05-12 Sreekrishnan Venkateswaran , Santonu Sarkar

Resource management and scheduling plays a crucial role in achieving high utilization of resources in grid computing environments. Due to heterogeneity of resources, scheduling an application is significantly complicated and challenging…

分布式、并行与集群计算 · 计算机科学 2010-04-22 G. Murugesan , C. Chellappan

This paper proposes a fully distributed Demand-Side Management system for Smart Grid infrastructures, especially tailored to reduce the peak demand of residential users. In particular, we use a dynamic pricing strategy, where energy tariffs…

计算机科学与博弈论 · 计算机科学 2014-05-09 Antimo Barbato , Antonio Capone , Lin Chen , Fabio Martignon , Stefano Paris

Many cloud service providers (CSPs) provide on-demand service at a price with a small delay. We propose a QoS-differentiated model where multiple SLAs deliver both on-demand service for latency-critical users and delayed services for…

性能 · 计算机科学 2020-07-31 Xiaohu Wu , Francesco De Pellegrini , Giuliano Casale

AI agents execute tens to hundreds of chained LLM calls per task, yet GPU schedulers treat each call as independent, discarding gigabytes of intermediate state between steps and inflating end-to-end latency by 3-8x. We argue that this…

分布式、并行与集群计算 · 计算机科学 2026-05-04 Dongxin Guo , Jikun Wu , Siu Ming Yiu

In this paper, energy-efficient scheduling for grouped machine-type devices deployed in cellular networks is investigated. We introduce a scheduling-based cooperation incentive scheme which enables machine nodes to organize themselves…

信息论 · 计算机科学 2016-03-18 Amin Azari

Computational Grids are a new trend in distributed computing systems. They allow the sharing of geographically distributed resources in an efficient way, extending the boundaries of what we perceive as distributed computing. Various…

分布式、并行与集群计算 · 计算机科学 2014-08-24 D. Thilagavathi , Antony Selvadoss Thanamani

Large Language Models (LLMs) have demonstrated exceptional abilities in reasoning for task planning. However, challenges remain under-explored for parallel schedules. This paper introduces a novel paradigm, plan-over-graph, in which the…

人工智能 · 计算机科学 2025-02-21 Shiqi Zhang , Xinbei Ma , Zouying Cao , Zhuosheng Zhang , Hai Zhao

Data centers (DCs) are increasingly recognized as flexible loads that can support grid frequency regulation. Yet, most existing methods treat workload scheduling and regulation capacity bidding separately, overlooking how queueing dynamics…

系统与控制 · 电气工程与系统科学 2026-02-03 Yingrui Fan , Junbo Zhao

This paper presents Block, a distributed scheduling framework designed to optimize load balancing and auto-provisioning across instances in large language model serving frameworks by leveraging contextual information from incoming requests.…

分布式、并行与集群计算 · 计算机科学 2025-08-14 Wei Da , Evangelia Kalyvianaki

The cloud datacenter has numerous hosts as well as application requests where resources are dynamic. The demands placed on the resource allocation are diverse. These factors could lead to load imbalances, which affect scheduling efficiency…

分布式、并行与集群计算 · 计算机科学 2022-11-07 Sakshi Chhabra , Ashutosh Kumar Singh