Title :
Analysis and evaluation of greedy thread swapping based dynamic power management for MPSoC platforms
Author :
Ravishankar, Chirag ; Ananthanarayanan, Sundaram ; Garg, Siddharth ; Kennings, Andrew
Author_Institution :
Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
Thread migration (TM) is a recently proposed dynamic power management technique for heterogeneous multi-processor system-on-chip (MPSoC) platforms that eliminates the area and power overheads incurred by fine-grained dynamic voltage and frequency scaling (DVFS) based power management. In this paper, we take the first step towards formally analyzing and experimentally evaluating the use of power-aware TM for parallel data streaming applications on MPSoC platforms. From an analysis perspective, we characterize the optimal mapping of threads to cores and prove the convergence properties of a complexity effective greedy thread swapping based TM algorithm to the globally optimal solution. The proposed techniques are evaluated on a 9-core FPGA based MPSoC prototype equipped with fully-functional TM and DVFS support, and running a parallelized video encoding benchmark based on the Motion Picture Experts Group (MPEG-2) standard. Our experimental results validate the proposed theoretical analysis, and show that the proposed TM algorithm provides within 8% of the DVFS performance under the same power budget, and assuming no overheads for DVFS. Assuming voltage regulator inefficiency of 80%, the proposed TM algorithm has 9% higher performance than DVFS, again under the same total power budget.
Keywords :
convergence; field programmable gate arrays; greedy algorithms; microprocessor chips; system-on-chip; video coding; 9-core FPGA based MPSoC prototype; DVFS support; MPEG-2 standard; Motion Picture Experts Group standard; area overheads elimination; complexity effective greedy thread swapping; convergence properties; dynamic power management technique; fine-grained dynamic voltage and frequency scaling; heterogeneous multiprocessor system-on-chip platforms; optimal mapping; parallel data streaming applications; parallelized video encoding benchmark; power budget; power overheads elimination; power-aware TM; thread migration; Computational modeling; Field programmable gate arrays; Heuristic algorithms; Instruction sets; Multicore processing; Prototypes; Throughput; DVFS; FPGA; Multi-core; Power management; Thread migration;
Conference_Titel :
Quality Electronic Design (ISQED), 2012 13th International Symposium on
Conference_Location :
Santa Clara, CA
Print_ISBN :
978-1-4673-1034-5
DOI :
10.1109/ISQED.2012.6187557