Title :
A QoS-aware memory controller for dynamically balancing GPU and CPU bandwidth use in an MPSoC
Author :
Jeong, Min Kyu ; Erez, Mattan ; Sudanthi, Chander ; Paver, Nigel
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
Abstract :
Diverse IP cores are integrated on a modern system-on-chip and share resources. Off-chip memory bandwidth is often the scarcest resource and requires careful allocation. Two of the most important cores, the CPU and the GPU, can both simultaneously demand high bandwidth. We demonstrate that conventional quality-of-service allocation techniques can severely constrict GPU performance by allowing the CPU to occasionally monopolize shared bandwidth. We propose to dynamically adapt the priority of CPU and GPU memory requests based on a novel mechanism that tracks progress of GPU workloads. Our evaluation shows that the proposed mechanism significantly improves GPU performance with only minimal impact on the CPU.
Keywords :
graphics processing units; microprocessor chips; quality of service; system-on-chip; CPU bandwidth; MPSoC; QoS-aware memory controller; diverse IP cores; dynamically balancing GPU; off-chip memory bandwidth; quality-of-service allocation; system-on-chip; Bandwidth; Graphics processing unit; Quality of service; Random access memory; Real time systems; System-on-a-chip; Tiles; Graphics processor; Memory controller; Quality of service; System on chip;
Conference_Titel :
Design Automation Conference (DAC), 2012 49th ACM/EDAC/IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4503-1199-1