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CodeFactor

SamplePrep

Run on lxplus in order to convert ROOT files to a data format suitable for training in Python.

Training

Train an RNN to perform lepton isolation.

Outputs

The results of training and plotting.

How to display outputs when using SSH (e.g. on UIUC Skynet):

  • On local computer, map Tensorboard port 6006 on Skynet to local port 16006: ssh -N -f -L localhost:16006:skynet:6006 @skynet
  • tensorboard --logdir /public/data/RNN/runs
  • Go to http://localhost:16006 on local browser.

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Using RNN to perform lepton isolation in an HEP environment when given a lepton and surrounding tracks

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  • Python 63.4%
  • C++ 33.8%
  • CMake 1.7%
  • Shell 1.1%