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[tmva][sofie][tutorials]Fix model parameters and cleanup #20781

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[tmva][sofie][tutorials]Fix model parameters and cleanup #20781

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16 changes: 10 additions & 6 deletions tutorials/machine_learning/TMVA_SOFIE_Models.py
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Original file line number Diff line number Diff line change
Expand Up @@ -79,9 +79,10 @@ def TrainModel(model, x, y, name) :

## create models and train them

model1 = TrainModel(CreateModel(4,64),x_train, y_train, 'Higgs_Model_4L_50')
model2 = TrainModel(CreateModel(4,64),x_train, y_train, 'Higgs_Model_4L_200')
model3 = TrainModel(CreateModel(4,64),x_train, y_train, 'Higgs_Model_2L_500')
model1 = TrainModel(CreateModel(4,50), x_train, y_train, 'Higgs_Model_4L_50')
model2 = TrainModel(CreateModel(4,200), x_train, y_train, 'Higgs_Model_4L_200')
model3 = TrainModel(CreateModel(2,500), x_train, y_train, 'Higgs_Model_2L_500')


#evaluate with SOFIE the 3 trained models

Expand All @@ -100,12 +101,15 @@ def GenerateModelCode(modelFile, generatedHeaderFile):

generatedHeaderFile = "Higgs_Model.hxx"
#need to remove existing header file since we are appending on same one
if (os.path.exists(generatedHeaderFile)):
weightFile = "Higgs_Model.root"
print("removing existing files", generatedHeaderFile,weightFile)
weightFile = "Higgs_Model.root"
if os.path.exists(generatedHeaderFile):
print("removing existing file", generatedHeaderFile)
os.remove(generatedHeaderFile)
if os.path.exists(weightFile):
print("removing existing file", weightFile)
os.remove(weightFile)


GenerateModelCode(model1, generatedHeaderFile)
GenerateModelCode(model2, generatedHeaderFile)
GenerateModelCode(model3, generatedHeaderFile)
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