DocumentCode :
110178
Title :
Processing Time Analysis and Estimation for 3-D Applications
Author :
Issa, Joseph A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Notre Dame Univ., Zouk Mosbeh, Lebanon
Volume :
2
fYear :
2014
fDate :
2014
Firstpage :
1177
Lastpage :
1186
Abstract :
The performance analysis of a graphics processing unit (GPU) is important for analyzing and fine tuning current and future graphics processors as well as for comparing the performance of different architectures. In this paper, we present an analytical model to calculate the total time it takes for a GPU to retire one frame on a given benchmark. The model also estimates the total retirement time for the same frame on a different GPU using regression estimation model. The model consists of two stages. The first stage entails establishing the measured baseline for a specific frame on a given graphics card, and the second stage entails adjusting the measured baseline and estimating the time it takes to process all draw calls for the same frame on a different graphics card. The model considers the impact of pipeline bottlenecks to process a specific frame, estimates the minimum time it takes to process that frame, and reparameterize the baseline for a different graphics card to calculate new frame retirement times at two different memory frequencies. We used Amdahl´s law model to estimate frame retirement time for a different graphics card at higher memory frequencies based on the new adjusted measured baseline with error margin is <;5%.
Keywords :
graphics processing units; performance evaluation; regression analysis; 3D applications; Amdahl law model; GPU; graphics card; graphics processing unit; memory frequencies; performance evaluation; pipeline bottlenecks; processing time analysis; processing time estimation; regression estimation model; Benchmark testing; Frequency estimation; Graphics processing units; Three dimensional displays; Time measurement; Time-frequency analysis; 3D benchmarks; graphics processing unit;
fLanguage :
English
Journal_Title :
Access, IEEE
Publisher :
ieee
ISSN :
2169-3536
Type :
jour
DOI :
10.1109/ACCESS.2014.2363113
Filename :
6924756
Link To Document :
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