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zzanalysis's Introduction

Bayes4Leptons

This is a modified version of the original CJLST/ZZAnalysis, using Bayesian event categorization instead.

See below for how to get the analysis environment installed. For instructions of how to train and use Bayesian classification, see the wiki instead.


To install the necessary environment from scratch:

# get a CMSSW environment
mkdir cmssw
cd cmssw
scram p CMSSW CMSSW_9_4_2

# run the checkout script
wget -O ${TMPDIR}/checkout_9X_bayes.csh https://raw.githubusercontent.com/philippwindischhofer/ZZAnalysis/experimental/checkout_9X_bayes.csh 
cd $CMSSW_BASE/src
cmsenv
chmod u+x ${TMPDIR}/checkout_9X_bayes.csh
${TMPDIR}/checkout_9X_bayes.csh 

# initial build
cd $CMSSW_BASE/src/ZZAnalysis/AnalysisStep/bin
scram b

# install Python requirements
cd $CMSSW_BASE/src/ZZAnalysis/AnalysisStep/test/Python/
pip install --user -r requirements.txt

To set up Tensorflow as default backend for Keras, create (or modify) the file ~/.keras/keras.json with the following content

{
    "epsilon": 1e-07, 
    "floatx": "float32", 
    "image_data_format": "channels_last", 
    "backend": "tensorflow"
}

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