Logo image
Designing coalescing network-on-chip for efficient memory accesses of GPGPUs
Conference paper   Peer reviewed

Designing coalescing network-on-chip for efficient memory accesses of GPGPUs

Chien-Ting Chen, Yoshi Shih-Chieh Huang, Yuan-Ying Chang, Chiao-Yun Tu, Chung-Ta King, Tai-Yuan Wang, Janche Sang and Ming-Hua Li
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol.8707 LNCS, pp.169-180
2014

Abstract

general-purpose graphic processors unit latency hiding memory controller Network-on-chip router design
The massive multithreading architecture of General Purpose Graphic Processors Units (GPGPU) makes them ideal for data parallel computing. However, designing efficient GPGPU chips poses many challenges. One major hurdle is the interface to the external DRAM, particularly the buffers in the memory controllers (MCs), which is stressed heavily by the many concurrent memory accesses from the GPGPU. Previous approaches considered scheduling the memory requests in the memory buffers to reduce switching of memory rows. The problem is that the window of requests that can be considered for scheduling is too narrow and the memory controller is very complex, affecting the critical path. In view of the massive multithreading architecture of GPGPUs that can hide memory access latencies, we exploit in this paper the novel idea of rearranging the memory requests in the network-on-chip (NoC), called packet coalescing. To study the feasibility of this idea, we have designed an expanded NoC router that supports packet coalescing and evaluated its performance extensively. Evaluation results show that this NoC-assisted design strategy can improve the row buffer hit rate in the memory controllers. A comprehensive investigation of factors affecting the performance of coalescing is also conducted and reported. © 2014 IFIP International Federation for Information Processing.
url
https://doi.org/10.1007/978-3-662-44917-2_15View
Published (Version of record) Open

Related links

Metrics

1 Record Views

Details

Logo image