DRAM Scheduling Policy for GPGPU Architectures Based on a Potential Function
School of Computer Science, Georgia Institute of Technology
IEEE Computer Architecture Letters, 2011
@article{lakshminarayana2011dram,
title={DRAM Scheduling Policy for GPGPU Architectures Based on a Potential Function},
author={Lakshminarayana, N.B. and Lee, J. and Kim, H. and Shin, J.},
journal={IEEE IEEE Computer Architecture Letters},
year={2011},
publisher={Published by the IEEE Computer Society}
}
GPGPU architectures (applications) have several different characteristics compared to traditional CPU architectures (applications): highly multithreaded architectures and SIMD-execution behavior are the two important characteristics of GPGPU computing. In this paper, we propose a potential function that models the DRAM behavior in GPGPU architectures and a DRAM scheduling policy, Alpha-SJF policy to minimize the potential function. The scheduling policy essentially chooses between SJF and FR-FCFS at run-time based on the number of requests from each thread and whether the thread has a row buffer hit.
December 9, 2011 by hgpu