c.add_variable("met") c.add_variable("m1ptOverMass") c.add_variable("m2ptOverMass") c.add_variable('m1eta') c.add_variable('m2eta') c.add_variable("drmj") c.add_variable("njets") c.add_variable("nbjets") c.add_variable("zepen") c.add_variable("j1pt") c.add_variable("j2pt") c.add_variable("mjj") c.add_variable("detajj") c.add_variable("dphijj") ############################################### c.add_spectator('hmass') c.add_spectator('weight') c.weigh_by_event(True) c.add_package("Keras") c.add_method("model_50_D2_25_D2_25_D2") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath
c.add_variable('m1eta') c.add_variable('m2eta') c.add_variable("njets") c.add_variable("nbjets") c.add_variable("zepen") c.add_variable("j1pt") c.add_variable("j2pt") c.add_variable("j1eta") c.add_variable("mjj") c.add_variable("detajj") c.add_variable("dphijj") ############################################### c.add_spectator('hmass') c.add_spectator('hmerr') c.add_spectator('weight') c.weigh_by_event(True) c.add_package("Keras") c.add_method("model_sigloss") # Dropout 0.2 # c.add_method("model_sigloss_asimov") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath
# c.add_variable("drmj") c.add_variable("nJet") # c.add_variable("nbjets") c.add_variable("zeppjj") c.add_variable("Jet_pt", 2) c.add_variable("mjj") c.add_variable("detajj") # c.add_variable("dphijj") ############################################### c.add_spectator('mll') c.add_spectator('XSWeight') c.add_spectator('SFweight') c.add_spectator('GenLepMatch') c.add_spectator('METFilter_MC') c.weigh_by_event(True) c.add_package("TMVA") c.add_method("BDTG_UCSD") # Dropout 0.2 # c.add_package("Keras") # c.add_method("model_50_D2_25_D2_25_D2") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath
c.add_variable('m1eta') c.add_variable('m2eta') c.add_variable("njets") c.add_variable("nbjets") c.add_variable("zepen") c.add_variable("j1pt") c.add_variable("j2pt") c.add_variable("j1eta") c.add_variable("mjj") c.add_variable("detajj") c.add_variable("dphijj") ############################################### c.add_spectator('hmass') c.add_spectator('hmerr') c.add_spectator('weight') c.weigh_by_event(True) c.add_package("Keras") c.add_method("model_sigloss_multi") # Dropout 0.2 # c.add_method("model_sigloss_asimov") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath
c.add_variable('m1eta') c.add_variable('m2eta') c.add_variable("njets") c.add_variable("nbjets") c.add_variable("zepen") c.add_variable("j1pt") c.add_variable("j2pt") c.add_variable("j1eta") c.add_variable("mjj") c.add_variable("detajj") c.add_variable("dphijj") ############################################### c.add_spectator('hmass') c.add_spectator('hmerr') c.add_spectator('weight') c.weigh_by_event(True) c.add_package("Keras") c.add_method("model_sigloss_asimov") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath
c.add_variable("m1ptOverMass") c.add_variable("m2ptOverMass") c.add_variable('m1eta') c.add_variable('m2eta') c.add_variable("njets") c.add_variable("nbjets") c.add_variable("zepen") c.add_variable("j1pt") c.add_variable("j2pt") c.add_variable("j1eta") c.add_variable("mjj") c.add_variable("detajj") c.add_variable("dphijj") ############################################### c.add_spectator('hmass') c.add_spectator('hmerr') c.add_spectator('weight') c.weigh_by_event(True) c.add_package("Keras") c.add_method("model_resweights") # Dropout 0.2 c.train_methods() print "Training is done: " print comment print "Output saved to:" print c.outPath