Performance Tools for Machine and Deep Learning

Europe/Berlin
GWDG

GWDG

Description

In this workshop profiling and optimization tools for deep neural network will be presented. This will be accompanied by hands-on on GPU-systems. Tools to be presented are: Pytorch Profiler, DeepSpeed, Nsight Systems and LIKWID 

    • 09:00 10:00
      Introduction to Deep Learning Infrustructure
      Convener: Jack Ogaja
    • 10:00 10:15
      Coffee Break 15m
    • 10:15 12:00
      Insights into Grete GPU System
      Conveners: Jack Ogaja, Tino Meisel
    • 12:00 13:00
      Lunch Break 1h
    • 13:00 14:30
      Profiling Tools for Deep Learning Workflows
      Convener: Hauke Kirchner (GWDG)
    • 14:30 14:45
      Coffeee Break 15m
    • 14:45 16:00
      Roofline Model for Deep Learning Workloads
      Convener: Jack Ogaja