Faculty Advisor/Mentor
Masha Sosonkina
Location
Virginia Modeling, Analysis and Simulation Center, Room 1201
Conference Title
Modeling, Simulation and Visualization Student Capstone Conference 2023
Conference Track
Data Science
Document Type
Paper
Abstract
This work explores collecting performance metrics and leveraging the output for prediction on a memory-intensive parallel image classification algorithm - Inception v3 (or "Inception3"). Experimental results were collected by nvidia-smi on a computational node DGX-1, equipped with eight Tesla V100 Graphic Processing Units (GPUs). Time series analysis was performed on the GPU utilization data taken, for multiple runs, of Inception3’s image classification algorithm (see Figure 1). The time series model applied was Seasonal Autoregressive Integrated Moving Average Exogenous (SARIMAX).
Keywords:
Time series, Machine learning, GPU utilization, Performance measures
Start Date
4-20-2023
End Date
4-20-2023
Recommended Citation
Parry, Dorothy Dorie, "GPU Utilization: Predictive SARIMAX Time Series Analysis" (2023). Modeling, Simulation and Visualization Student Capstone Conference. 7.
https://digitalcommons.odu.edu/msvcapstone/2023/datascience/7
DOI
10.25776/0gj4-bb15
Included in
Computer Engineering Commons, Computer Sciences Commons, Data Science Commons, Electrical and Computer Engineering Commons, Longitudinal Data Analysis and Time Series Commons
GPU Utilization: Predictive SARIMAX Time Series Analysis
Virginia Modeling, Analysis and Simulation Center, Room 1201
This work explores collecting performance metrics and leveraging the output for prediction on a memory-intensive parallel image classification algorithm - Inception v3 (or "Inception3"). Experimental results were collected by nvidia-smi on a computational node DGX-1, equipped with eight Tesla V100 Graphic Processing Units (GPUs). Time series analysis was performed on the GPU utilization data taken, for multiple runs, of Inception3’s image classification algorithm (see Figure 1). The time series model applied was Seasonal Autoregressive Integrated Moving Average Exogenous (SARIMAX).