MLrecovery

ML for ECAL recovery

How to run

Download

https://twiki.cern.ch/twiki/pub/CMS/ECALTriggerOperation/EcalTPGParam.root

Download the notebook on your eos.

Go to

https://swan.cern.ch/

and load the notebook

Local

where:

/home/amassiro/Cern/Code/ECAL/MLrecovery

train:

r99t massageTree.cxx\(\"output_5.root\",\"newfile.root\"\)

r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/EGamma_Run2022D-ZElectron-PromptReco-v2_RAW-RECO/output_1.root\",\"/tmp/amassiro/newfile1.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/EGamma_Run2022D-ZElectron-PromptReco-v2_RAW-RECO/output_2.root\",\"/tmp/amassiro/newfile2.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/EGamma_Run2022D-ZElectron-PromptReco-v2_RAW-RECO/output_3.root\",\"/tmp/amassiro/newfile3.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/EGamma_Run2022D-ZElectron-PromptReco-v2_RAW-RECO/output_4.root\",\"/tmp/amassiro/newfile4.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/EGamma_Run2022D-ZElectron-PromptReco-v2_RAW-RECO/output_5.root\",\"/tmp/amassiro/newfile5.root\"\)

r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/JetMET_Run2022D-JetHTJetPlusHOFilter-PromptReco-v2_RAW-RECO/output_1.root\",\"/tmp/amassiro/jetmetnewfile1.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/JetMET_Run2022D-JetHTJetPlusHOFilter-PromptReco-v2_RAW-RECO/output_2.root\",\"/tmp/amassiro/jetmetnewfile2.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/JetMET_Run2022D-JetHTJetPlusHOFilter-PromptReco-v2_RAW-RECO/output_3.root\",\"/tmp/amassiro/jetmetnewfile3.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/JetMET_Run2022D-JetHTJetPlusHOFilter-PromptReco-v2_RAW-RECO/output_4.root\",\"/tmp/amassiro/jetmetnewfile4.root\"\)
r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/TEST/JetMET_Run2022D-JetHTJetPlusHOFilter-PromptReco-v2_RAW-RECO/output_5.root\",\"/tmp/amassiro/jetmetnewfile5.root\"\)


r99t train.cxx\(\"MLP\",\"testout.root\"\)
r99t train.cxx


r99t createExample.cxx

r99t trainExample.cxx\(\"MLP\",\"testout.root\"\)
r99t trainExample.cxx\(\"BDTG\",\"testout.root\"\) --> no


r99t superMassageTree.cxx\(\"added.root\",\"addedmerged.root\"\)
r99t superMassageTree.cxx\(\"added.root\",\"/media/amassiro/ExWindows/DataCERN/addedmerged.root\"\)

r99t trainSimple.cxx\(\"MLP\",\"testoutmerged.root\"\)
r99t trainSimple.cxx\(\"BDT\",\"testoutmerged.root\"\)
r99t trainSimple.cxx\(\"LD\",\"testoutmerged.root\"\)

r99t trainSimple.cxx\(\"BDTG\",\"testoutmerged.root\"\)


r99t addRegressionSimple.cxx\(\"addedmerged.root\",\"/media/amassiro/ExWindows/DataCERN/regression_addedmerged.root\",\"newECAL\",\"dataset/weights/TMVARegression_BDTG.weights.xml\"\)

Prepare:

/eos/home-a/amassiro/SWAN_projects/MLrecovery

ls -alrth /eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/EGamma_Run2022D-ZElectron-PromptReco-v2_RechitDumper/ | awk '{print $9}' > list.txt

r99t -q massageTree.cxx\(\"/eos/cms/store/group/dpg_ecal/alca_ecalcalib/bmarzocc/ECAL_Recovery_2022/EGamma_Run2022D-ZElectron-PromptReco-v2_RechitDumper/

Draw:

r99t addedmerged.root
mytree->Draw("ES_plane1/ECAL:ECAL >> h\(100, 0, 100, 1000, 0, 0.01\)", "ECAL>1", "colz")
mytree->Draw("ixECAL:iyECAL", "ECAL>1", "colz")