Deep Learning Frameworks

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Video

This session gives an overview of using Tensorflow, Pytorch, and JAX are the core deep learning frameworks on ALCF production resources. All three frameworks are accessible in python (and a few other languages, for tf/torch) and offer the core elements of:

  • Automatic differentiation; 
  • GPU offload and acceleration from python;
  • Library of essential building blocks of machine learning operations;
  • Performant ways to scale codes out to multiple devices
  • An ecosystem of extensions and custom tools to make your life easier;
  • Export your trained models to open source inference engines (ONNX, etc)
  • All are open source; All will be supported on Aurora. Pick the one that makes sense for your problem!
Presenter
Corey Adams, ANL
Systems