Title :
A unified resource scheduling framework for heterogeneous computing environments
Author :
Alhusaini, Ammar H. ; Prasanna, Viktor K. ; Raghavendra, C.S.
Author_Institution :
Dept. of EE-Syst., Southern California Edison Co., Los Angeles, CA, USA
Abstract :
A major challenge in metacomputing systems (computational grids) is to effectively use their shared resources, such as compute cycles, memory, communication network, and data repositories, to optimize desired global objectives. We develop a unified framework for resource scheduling in metacomputing systems where tasks with various requirements are submitted from participant sites. Our goal is to minimize the overall execution time of a collection of application tasks. In our model, each application task is represented by a directed acyclic graph (DAG). A task consists of several subtasks and the resource requirements are specified at subtask level. Our framework is general and it accommodates emerging notions of quality of service (QoS) and advance resource reservations. We present several scheduling algorithms which consider compute resources and data repositories that have advance reservations. As shown by our simulation results, it is advantageous to schedule the system resource separately. Our algorithms have at least 30% improvement over the separated approach with respect to completion time
Keywords :
directed graphs; distributed processing; quality of service; resource allocation; scheduling; communication network; computational grids; compute cycles; data repositories; directed acyclic graph; execution time; heterogeneous computing; memory; metacomputing systems; quality of service; resource requirements; shared resources; simulation; unified resource scheduling framework; Computer networks; Electrical capacitance tomography; Grid computing; Indium tin oxide; LAN interconnection; Metacomputing; Processor scheduling; Random access memory; Reactive power; Read only memory;
Conference_Titel :
Heterogeneous Computing Workshop, 1999. (HCW '99) Proceedings. Eighth
Conference_Location :
San Juan
Print_ISBN :
0-7695-0107-9
DOI :
10.1109/HCW.1999.765123