Sun Feb 7 03:39:23 GMT 2016 Linux pckh 2.6.32-573.8.1.el6.x86_64 #1 SMP Wed Nov 11 15:27:45 CET 2015 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTks-EvalPhysTks-NoReweight.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Pion_Downstream_ANN.txt' -> `./GlobalPID_Pion_Downstream_ANN.txt' 2016-02-07 03:39:27 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-07 03:39:29 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/GlobalPID_Pion_Downstream_ANN.txt 2016-02-07 03:39:29 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/train-config.txt 2016-02-07 03:39:29 | Particle type = Pion 2016-02-07 03:39:29 | Background types = All 2016-02-07 03:39:29 | Training Mix = NaturalMix 2016-02-07 03:39:29 | Track type = Downstream 2016-02-07 03:39:29 | Track PresSel = NoTrackPreSelection.txt 2016-02-07 03:39:29 | Network type = TMVA 2016-02-07 03:39:29 | Ghost treatment = Ghosts Ghosts 2016-02-07 03:39:29 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-07 03:39:29 | Reweighting = NoReweight 2016-02-07 03:39:29 | Output file = GlobalPID_Pion_Downstream_TMVA.weights.xml 2016-02-07 03:39:29 | Skipping input #TrackCloneDist 2016-02-07 03:39:29 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-07 03:39:29 | -> # very very loose. Essentially no cuts 2016-02-07 03:39:29 | -> TrackP > 0 2016-02-07 03:39:29 | -> TrackPt > 0 2016-02-07 03:39:29 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 03:39:29 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 03:39:29 | Training sample size = 1800000 2016-02-07 03:39:29 | Evaluation sample size = 10000000 2016-02-07 03:39:29 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/MVA.txt 2016-02-07 03:39:29 | -> NBTASK = CLA 2016-02-07 03:39:29 | -> NBMOM = 0.0 2016-02-07 03:39:29 | -> NBREG = ALL 2016-02-07 03:39:29 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-07 03:39:29 | -> TMVATESTFRAC = 0.3 2016-02-07 03:39:29 | -> HiddenLayerScaleFactor = 1.4 2016-02-07 03:39:29 | -> GhostAcceptFraction = 0.1 2016-02-07 03:39:29 | -> KaonAcceptFraction = 1.0 2016-02-07 03:39:29 | -> ProtonAcceptFraction = 1.0 2016-02-07 03:39:29 | -> ReuseTrainingFiles = 0 2016-02-07 03:39:29 | -> TrainingYear = MC2015Sim09Dev03 2016-02-07 03:39:29 | -> TMVAMETHOD = MLP 2016-02-07 03:39:29 | -> TMVAUSEREGULATOR = false 2016-02-07 03:39:29 | -> TMVAMLPNCYCLES = 750 2016-02-07 03:39:29 | -> TMVAVARTRANSFORM = Norm 2016-02-07 03:39:29 | -> TMVAMLPNEURONTYPE = tanh 2016-02-07 03:39:29 | -> TMVAMLPMETHOD = BP 2016-02-07 03:39:29 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-07 03:39:29 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-07 03:39:29 | -> TMVAMLPCONVTEST = 15 2016-02-07 03:39:29 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-07 03:39:29 | -> TMVABDTNTREES = 800 2016-02-07 03:39:29 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-07 03:39:29 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-07 03:39:29 | Node layer two scale = 1.4 2016-02-07 03:39:29 | Input layer has 30 nodes, hidden layer has 40 nodes 2016-02-07 03:39:29 | Ghost Accept Fraction = 0.1 2016-02-07 03:39:29 | Proton Accept Fraction = 1 2016-02-07 03:39:29 | Kaon Accept Fraction = 1 2016-02-07 03:39:29 | Training data year = MC2015Sim09Dev03 2016-02-07 03:39:29 | Evaluation data year = MC12 2016-02-07 03:39:29 | TMVA Output ROOT file Downstream-Pion-TMVA.root 2016-02-07 03:39:29 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : Transformations: "I" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-07 03:39:29 | Input TrackP Type F 2016-02-07 03:39:29 | Input TrackPt Type F 2016-02-07 03:39:29 | Input TrackChi2PerDof Type F 2016-02-07 03:39:29 | Input TrackNumDof Type I 2016-02-07 03:39:29 | Input TrackGhostProbability Type F 2016-02-07 03:39:29 | Input TrackFitTChi2 Type F 2016-02-07 03:39:29 | Input TrackFitTNDoF Type I 2016-02-07 03:39:29 | Input RichUsedR1Gas Type I 2016-02-07 03:39:29 | Input RichUsedR2Gas Type I 2016-02-07 03:39:29 | Input RichAbovePiThres Type I 2016-02-07 03:39:29 | Input RichAboveKaThres Type I 2016-02-07 03:39:29 | Input RichDLLe Type F 2016-02-07 03:39:29 | Input RichDLLmu Type F 2016-02-07 03:39:29 | Input RichDLLk Type F 2016-02-07 03:39:29 | Input RichDLLp Type F 2016-02-07 03:39:29 | Input RichDLLbt Type F 2016-02-07 03:39:29 | Input MuonBkgLL Type F 2016-02-07 03:39:29 | Input MuonMuLL Type F 2016-02-07 03:39:29 | Input MuonIsMuon Type I 2016-02-07 03:39:29 | Input MuonNShared Type I 2016-02-07 03:39:29 | Input InAccMuon Type I 2016-02-07 03:39:29 | Input MuonIsLooseMuon Type I 2016-02-07 03:39:29 | Input InAccEcal Type I 2016-02-07 03:39:29 | Input EcalPIDe Type F 2016-02-07 03:39:29 | Input EcalPIDmu Type F 2016-02-07 03:39:29 | Input InAccHcal Type I 2016-02-07 03:39:29 | Input HcalPIDe Type F 2016-02-07 03:39:29 | Input HcalPIDmu Type F 2016-02-07 03:39:29 | Input PrsPIDe Type F 2016-02-07 03:39:29 | Input Data file = TrainingFiles-Mixture.txt 2016-02-07 03:39:29 | Using 552 data files 2016-02-07 03:39:29 | Training Datafile Selection hash = 9379173056323707944 2016-02-07 03:39:29 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root. File size 101.52MB, free cache space 820.991GB. 2016-02-07 03:39:29 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944. Size = 15.3297MB. 2016-02-07 03:39:31 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:39:31 | -> Pre-selected 59697 entries from 128149 ( 46.5841 % ) --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 2016-02-07 03:39:33 | -> Selected 59697 entries ( 46.5841 % ). Overall 36733 ( 2.04072 % ) of required 1800000 entries. 2016-02-07 03:39:33 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root. File size 114.811MB, free cache space 820.975GB. 2016-02-07 03:39:33 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944. Size = 17.3441MB. 2016-02-07 03:39:35 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:39:35 | -> Pre-selected 67945 entries from 146132 ( 46.4956 % ) 2016-02-07 03:39:38 | -> Selected 67945 entries ( 46.4956 % ). Overall 78103 ( 4.33906 % ) of required 1800000 entries. 2016-02-07 03:39:38 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root. File size 549.142MB, free cache space 820.958GB. 2016-02-07 03:39:38 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944. Size = 87.1254MB. 2016-02-07 03:39:45 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:39:46 | -> Pre-selected 339555 entries from 736500 ( 46.1039 % ) 2016-02-07 03:40:01 | -> Selected 339555 entries ( 46.1039 % ). Overall 284571 ( 15.8095 % ) of required 1800000 entries. 2016-02-07 03:40:01 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root. File size 544.679MB, free cache space 820.871GB. 2016-02-07 03:40:01 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944. Size = 84.0905MB. 2016-02-07 03:40:08 | Using training file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:40:09 | -> Pre-selected 328998 entries from 707124 ( 46.5262 % ) 2016-02-07 03:40:23 | -> Selected 328998 entries ( 46.5262 % ). Overall 485795 ( 26.9886 % ) of required 1800000 entries. 2016-02-07 03:40:23 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root. File size 546.028MB, free cache space 820.787GB. 2016-02-07 03:40:23 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944. Size = 81.7065MB. 2016-02-07 03:40:30 | Using training file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:40:31 | -> Pre-selected 317576 entries from 688835 ( 46.1033 % ) 2016-02-07 03:40:45 | -> Selected 317576 entries ( 46.1033 % ). Overall 679268 ( 37.7371 % ) of required 1800000 entries. 2016-02-07 03:40:45 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root. File size 546.787MB, free cache space 820.705GB. 2016-02-07 03:40:45 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944. Size = 82.5735MB. 2016-02-07 03:40:52 | Using training file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:40:52 | -> Pre-selected 317740 entries from 695661 ( 45.6745 % ) 2016-02-07 03:41:06 | -> Selected 317740 entries ( 45.6745 % ). Overall 872166 ( 48.4537 % ) of required 1800000 entries. 2016-02-07 03:41:06 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root. File size 549.796MB, free cache space 820.622GB. 2016-02-07 03:41:06 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944. Size = 84.6101MB. 2016-02-07 03:41:14 | Using training file (7/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:41:14 | -> Pre-selected 321450 entries from 715607 ( 44.9199 % ) 2016-02-07 03:41:29 | -> Selected 321450 entries ( 44.9199 % ). Overall 1066192 ( 59.2329 % ) of required 1800000 entries. 2016-02-07 03:41:29 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root. File size 550.324MB, free cache space 820.538GB. 2016-02-07 03:41:29 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944. Size = 85.9902MB. 2016-02-07 03:41:36 | Using training file (8/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:41:37 | -> Pre-selected 339793 entries from 723538 ( 46.9627 % ) 2016-02-07 03:41:51 | -> Selected 339793 entries ( 46.9627 % ). Overall 1274694 ( 70.8163 % ) of required 1800000 entries. 2016-02-07 03:41:51 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root. File size 545.084MB, free cache space 820.452GB. 2016-02-07 03:41:51 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944. Size = 86.3706MB. 2016-02-07 03:41:59 | Using training file (9/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:42:00 | -> Pre-selected 335717 entries from 729342 ( 46.0301 % ) 2016-02-07 03:42:14 | -> Selected 335717 entries ( 46.0301 % ). Overall 1479408 ( 82.1893 % ) of required 1800000 entries. 2016-02-07 03:42:14 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root. File size 552.604MB, free cache space 820.365GB. 2016-02-07 03:42:14 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944. Size = 82.6438MB. 2016-02-07 03:42:21 | Using training file (10/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:42:22 | -> Pre-selected 315808 entries from 696897 ( 45.3163 % ) 2016-02-07 03:42:36 | -> Selected 315808 entries ( 45.3163 % ). Overall 1671258 ( 92.8477 % ) of required 1800000 entries. 2016-02-07 03:42:36 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root. File size 540.837MB, free cache space 820.283GB. 2016-02-07 03:42:36 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944. Size = 83.2466MB. 2016-02-07 03:42:43 | Using training file (11/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 03:42:44 | -> Pre-selected 316351 entries from 703853 ( 44.9456 % ) 2016-02-07 03:42:56 | -> Selected 213192 entries ( 30.2893 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-07 03:42:56 | Considered 2957471 tracks for input to MVA training 2016-02-07 03:42:56 | Sel. Eff. = 100% 2016-02-07 03:42:56 | Selected 2186798/770673 tracks for input to MVA training/testing 2016-02-07 03:42:56 | Ghost percentage = 15.0356% 2016-02-07 03:42:56 | Electron percentage = 0.500167% 2016-02-07 03:42:56 | Muon percentage = 5.01717% 2016-02-07 03:42:56 | Pion percentage = 72.8951% 2016-02-07 03:42:56 | Kaon percentage = 7.07506% 2016-02-07 03:42:56 | Proton percentage = 14.4677% 2016-02-07 03:42:56 | Unknown Particle type 3112 2016-02-07 03:42:56 | percentage = 0.0176111% 2016-02-07 03:42:56 | Unknown Particle type 3222 2016-02-07 03:42:56 | percentage = 0.0212222% 2016-02-07 03:42:56 | Unknown Particle type 3312 2016-02-07 03:42:56 | percentage = 0.00572222% 2016-02-07 03:42:56 | Unknown Particle type 3334 2016-02-07 03:42:56 | percentage = 0.000277778% --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 1312112 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 561193 events --- Factory : Add Tree TrainAssignTree_Background of type Background with 758529 events --- Factory : Add Tree TestAssignTree_Background of type Background with 325637 events --- DataSetInfo : Class index : 0 name : Signal --- DataSetInfo : Class index : 1 name : Background 2016-02-07 03:42:56 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=40:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Pion_Downstream_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=40:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Pion_Downstream_TMVA : Parsing option string: --- Pion_Downstream_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=40:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Pion_Downstream_TMVA : The following options are set: --- Pion_Downstream_TMVA : - By User: --- Pion_Downstream_TMVA : NCycles: "750" [Number of training cycles] --- Pion_Downstream_TMVA : HiddenLayers: "40" [Specification of hidden layer architecture] --- Pion_Downstream_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Pion_Downstream_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Pion_Downstream_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Pion_Downstream_TMVA : VarTransform: "Norm" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"] --- Pion_Downstream_TMVA : H: "True" [Print method-specific help message] --- Pion_Downstream_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Pion_Downstream_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Pion_Downstream_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Pion_Downstream_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Pion_Downstream_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Pion_Downstream_TMVA : - Default: --- Pion_Downstream_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Pion_Downstream_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Pion_Downstream_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Pion_Downstream_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Pion_Downstream_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Pion_Downstream_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Pion_Downstream_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Pion_Downstream_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Pion_Downstream_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Pion_Downstream_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Pion_Downstream_TMVA : SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.] --- Pion_Downstream_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Pion_Downstream_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Pion_Downstream_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Pion_Downstream_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Pion_Downstream_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Pion_Downstream_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Pion_Downstream_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Pion_Downstream_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Pion_Downstream_TMVA : WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range] --- Pion_Downstream_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Norm : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Norm : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Norm : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Norm : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Norm : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Norm : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Norm : Input : variable 'RichDLLe' (index=11). <---> Output : variable 'RichDLLe' (index=11). --- Norm : Input : variable 'RichDLLmu' (index=12). <---> Output : variable 'RichDLLmu' (index=12). --- Norm : Input : variable 'RichDLLk' (index=13). <---> Output : variable 'RichDLLk' (index=13). --- Norm : Input : variable 'RichDLLp' (index=14). <---> Output : variable 'RichDLLp' (index=14). --- Norm : Input : variable 'RichDLLbt' (index=15). <---> Output : variable 'RichDLLbt' (index=15). --- Norm : Input : variable 'MuonBkgLL' (index=16). <---> Output : variable 'MuonBkgLL' (index=16). --- Norm : Input : variable 'MuonMuLL' (index=17). <---> Output : variable 'MuonMuLL' (index=17). --- Norm : Input : variable 'MuonIsMuon' (index=18). <---> Output : variable 'MuonIsMuon' (index=18). --- Norm : Input : variable 'MuonNShared' (index=19). <---> Output : variable 'MuonNShared' (index=19). --- Norm : Input : variable 'InAccMuon' (index=20). <---> Output : variable 'InAccMuon' (index=20). --- Norm : Input : variable 'MuonIsLooseMuon' (index=21). <---> Output : variable 'MuonIsLooseMuon' (index=21). --- Norm : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Norm : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Norm : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Norm : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Norm : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Norm : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Norm : Input : variable 'PrsPIDe' (index=28). <---> Output : variable 'PrsPIDe' (index=28). --- Pion_Downstream_TMVA : Building Network --- Pion_Downstream_TMVA : Initializing weights 2016-02-07 03:42:56 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Signal -- number of events : 1873305 / sum of weights: 1.8733e+06 --- DataSetFactory : Background -- number of events : 1084166 / sum of weights: 1.08417e+06 --- DataSetFactory : Signal tree -- total number of entries: 1873305 --- DataSetFactory : Background tree -- total number of entries: 1084166 --- DataSetFactory : Preselection: (will NOT affect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : No weight renormalisation applied: use original global and event weights --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.497 +0.061 -0.394 -0.080 -0.164 -0.395 -0.326 +0.530 +0.259 +0.626 +0.080 +0.062 +0.038 +0.035 +0.033 -0.028 -0.028 -0.034 -0.036 +0.218 -0.028 -0.025 -0.025 -0.025 +0.004 +0.004 +0.004 +0.030 --- DataSetInfo : TrackPt: +0.497 +1.000 +0.027 -0.065 -0.182 +0.007 -0.058 +0.114 +0.225 +0.264 +0.413 +0.128 +0.135 +0.096 +0.098 +0.099 -0.031 -0.031 -0.022 -0.035 +0.196 -0.031 +0.090 +0.090 +0.090 +0.084 +0.084 +0.084 +0.109 --- DataSetInfo : TrackChi2PerDof: +0.061 +0.027 +1.000 -0.143 +0.512 +0.565 -0.134 -0.028 +0.058 +0.015 +0.054 +0.029 +0.028 +0.031 +0.031 +0.031 +0.035 +0.035 +0.039 +0.020 +0.044 +0.035 +0.029 +0.029 +0.029 +0.030 +0.030 +0.030 +0.037 --- DataSetInfo : TrackNumDof: -0.394 -0.065 -0.143 +1.000 -0.114 +0.467 +0.996 +0.335 -0.373 -0.193 -0.337 -0.052 -0.042 -0.035 -0.034 -0.034 -0.060 -0.060 -0.035 -0.032 -0.180 -0.060 +0.014 +0.014 +0.014 -0.043 -0.043 -0.043 -0.041 --- DataSetInfo : TrackGhostProbability: -0.080 -0.182 +0.512 -0.114 +1.000 +0.094 -0.088 -0.096 -0.074 -0.143 -0.099 -0.093 -0.102 -0.092 -0.092 -0.092 +0.035 +0.035 +0.038 +0.035 -0.093 +0.035 -0.046 -0.045 -0.046 -0.058 -0.058 -0.058 -0.047 --- DataSetInfo : TrackFitTChi2: -0.164 +0.007 +0.565 +0.467 +0.094 +1.000 +0.469 +0.168 -0.145 -0.072 -0.133 -0.009 -0.005 -0.002 -0.001 -0.001 -0.016 -0.016 -0.007 -0.002 -0.033 -0.016 +0.057 +0.057 +0.057 +0.029 +0.029 +0.028 +0.031 --- DataSetInfo : TrackFitTNDoF: -0.395 -0.058 -0.134 +0.996 -0.088 +0.469 +1.000 +0.336 -0.376 -0.196 -0.339 -0.050 -0.039 -0.032 -0.031 -0.031 -0.060 -0.060 -0.035 -0.033 -0.182 -0.060 +0.013 +0.013 +0.013 -0.044 -0.044 -0.045 -0.043 --- DataSetInfo : RichUsedR1Gas: -0.326 +0.114 -0.028 +0.335 -0.096 +0.168 +0.336 +1.000 -0.284 +0.071 -0.141 +0.488 +0.503 +0.502 +0.502 +0.502 +0.002 +0.002 +0.010 +0.008 -0.121 +0.002 +0.027 +0.027 +0.027 -0.013 -0.013 -0.013 -0.014 --- DataSetInfo : RichUsedR2Gas: +0.530 +0.225 +0.058 -0.373 -0.074 -0.145 -0.376 -0.284 +1.000 +0.352 +0.663 +0.148 +0.137 +0.099 +0.099 +0.098 +0.030 +0.030 +0.007 -0.001 +0.352 +0.030 +0.173 +0.173 +0.173 +0.238 +0.238 +0.238 +0.194 --- DataSetInfo : RichAbovePiThres: +0.259 +0.264 +0.015 -0.193 -0.143 -0.072 -0.196 +0.071 +0.352 +1.000 +0.270 +0.347 +0.336 +0.314 +0.314 +0.314 +0.106 +0.106 +0.082 +0.077 +0.484 +0.106 +0.338 +0.338 +0.338 +0.362 +0.362 +0.362 +0.354 --- DataSetInfo : RichAboveKaThres: +0.626 +0.413 +0.054 -0.337 -0.099 -0.133 -0.339 -0.141 +0.663 +0.270 +1.000 +0.131 +0.113 +0.069 +0.070 +0.070 -0.049 -0.049 -0.056 -0.058 +0.240 -0.049 +0.052 +0.052 +0.052 +0.092 +0.092 +0.092 +0.088 --- DataSetInfo : RichDLLe: +0.080 +0.128 +0.029 -0.052 -0.093 -0.009 -0.050 +0.488 +0.148 +0.347 +0.131 +1.000 +0.997 +0.993 +0.994 +0.994 -0.022 -0.022 -0.016 -0.019 +0.008 -0.022 -0.016 -0.016 -0.016 -0.013 -0.013 -0.013 -0.008 --- DataSetInfo : RichDLLmu: +0.062 +0.135 +0.028 -0.042 -0.102 -0.005 -0.039 +0.503 +0.137 +0.336 +0.113 +0.997 +1.000 +0.995 +0.995 +0.995 -0.023 -0.023 -0.016 -0.021 +0.004 -0.023 -0.015 -0.015 -0.015 -0.014 -0.014 -0.014 -0.008 --- DataSetInfo : RichDLLk: +0.038 +0.096 +0.031 -0.035 -0.092 -0.002 -0.032 +0.502 +0.099 +0.314 +0.069 +0.993 +0.995 +1.000 +1.000 +1.000 -0.022 -0.022 -0.015 -0.018 -0.019 -0.022 -0.029 -0.029 -0.029 -0.030 -0.030 -0.030 -0.023 --- DataSetInfo : RichDLLp: +0.035 +0.098 +0.031 -0.034 -0.092 -0.001 -0.031 +0.502 +0.099 +0.314 +0.070 +0.994 +0.995 +1.000 +1.000 +1.000 -0.022 -0.022 -0.015 -0.018 -0.018 -0.022 -0.028 -0.028 -0.028 -0.029 -0.030 -0.030 -0.022 --- DataSetInfo : RichDLLbt: +0.033 +0.099 +0.031 -0.034 -0.092 -0.001 -0.031 +0.502 +0.098 +0.314 +0.070 +0.994 +0.995 +1.000 +1.000 +1.000 -0.022 -0.022 -0.015 -0.018 -0.018 -0.022 -0.028 -0.028 -0.028 -0.029 -0.029 -0.029 -0.022 --- DataSetInfo : MuonBkgLL: -0.028 -0.031 +0.035 -0.060 +0.035 -0.016 -0.060 +0.002 +0.030 +0.106 -0.049 -0.022 -0.023 -0.022 -0.022 -0.022 +1.000 +1.000 +0.769 +0.742 +0.147 +1.000 +0.099 +0.099 +0.099 +0.118 +0.118 +0.119 +0.100 --- DataSetInfo : MuonMuLL: -0.028 -0.031 +0.035 -0.060 +0.035 -0.016 -0.060 +0.002 +0.030 +0.106 -0.049 -0.022 -0.023 -0.022 -0.022 -0.022 +1.000 +1.000 +0.769 +0.742 +0.147 +1.000 +0.099 +0.099 +0.099 +0.118 +0.118 +0.119 +0.100 --- DataSetInfo : MuonIsMuon: -0.034 -0.022 +0.039 -0.035 +0.038 -0.007 -0.035 +0.010 +0.007 +0.082 -0.056 -0.016 -0.016 -0.015 -0.015 -0.015 +0.769 +0.769 +1.000 +0.519 +0.113 +0.769 +0.082 +0.082 +0.082 +0.096 +0.096 +0.096 +0.080 --- DataSetInfo : MuonNShared: -0.036 -0.035 +0.020 -0.032 +0.035 -0.002 -0.033 +0.008 -0.001 +0.077 -0.058 -0.019 -0.021 -0.018 -0.018 -0.018 +0.742 +0.742 +0.519 +1.000 +0.109 +0.742 +0.083 +0.083 +0.083 +0.099 +0.099 +0.099 +0.079 --- DataSetInfo : InAccMuon: +0.218 +0.196 +0.044 -0.180 -0.093 -0.033 -0.182 -0.121 +0.352 +0.484 +0.240 +0.008 +0.004 -0.019 -0.018 -0.018 +0.147 +0.147 +0.113 +0.109 +1.000 +0.147 +0.724 +0.724 +0.724 +0.837 +0.837 +0.837 +0.705 --- DataSetInfo : MuonIsLooseMuon: -0.028 -0.031 +0.035 -0.060 +0.035 -0.016 -0.060 +0.002 +0.030 +0.106 -0.049 -0.022 -0.023 -0.022 -0.022 -0.022 +1.000 +1.000 +0.769 +0.742 +0.147 +1.000 +0.099 +0.099 +0.099 +0.118 +0.118 +0.119 +0.100 --- DataSetInfo : InAccEcal: -0.025 +0.090 +0.029 +0.014 -0.046 +0.057 +0.013 +0.027 +0.173 +0.338 +0.052 -0.016 -0.015 -0.029 -0.028 -0.028 +0.099 +0.099 +0.082 +0.083 +0.724 +0.099 +1.000 +1.000 +1.000 +0.794 +0.794 +0.794 +0.881 --- DataSetInfo : EcalPIDe: -0.025 +0.090 +0.029 +0.014 -0.045 +0.057 +0.013 +0.027 +0.173 +0.338 +0.052 -0.016 -0.015 -0.029 -0.028 -0.028 +0.099 +0.099 +0.082 +0.083 +0.724 +0.099 +1.000 +1.000 +1.000 +0.794 +0.794 +0.794 +0.881 --- DataSetInfo : EcalPIDmu: -0.025 +0.090 +0.029 +0.014 -0.046 +0.057 +0.013 +0.027 +0.173 +0.338 +0.052 -0.016 -0.015 -0.029 -0.028 -0.028 +0.099 +0.099 +0.082 +0.083 +0.724 +0.099 +1.000 +1.000 +1.000 +0.794 +0.794 +0.794 +0.881 --- DataSetInfo : InAccHcal: +0.004 +0.084 +0.030 -0.043 -0.058 +0.029 -0.044 -0.013 +0.238 +0.362 +0.092 -0.013 -0.014 -0.030 -0.029 -0.029 +0.118 +0.118 +0.096 +0.099 +0.837 +0.118 +0.794 +0.794 +0.794 +1.000 +1.000 +1.000 +0.716 --- DataSetInfo : HcalPIDe: +0.004 +0.084 +0.030 -0.043 -0.058 +0.029 -0.044 -0.013 +0.238 +0.362 +0.092 -0.013 -0.014 -0.030 -0.030 -0.029 +0.118 +0.118 +0.096 +0.099 +0.837 +0.118 +0.794 +0.794 +0.794 +1.000 +1.000 +1.000 +0.716 --- DataSetInfo : HcalPIDmu: +0.004 +0.084 +0.030 -0.043 -0.058 +0.028 -0.045 -0.013 +0.238 +0.362 +0.092 -0.013 -0.014 -0.030 -0.030 -0.029 +0.119 +0.119 +0.096 +0.099 +0.837 +0.119 +0.794 +0.794 +0.794 +1.000 +1.000 +1.000 +0.716 --- DataSetInfo : PrsPIDe: +0.030 +0.109 +0.037 -0.041 -0.047 +0.031 -0.043 -0.014 +0.194 +0.354 +0.088 -0.008 -0.008 -0.023 -0.022 -0.022 +0.100 +0.100 +0.080 +0.079 +0.705 +0.100 +0.881 +0.881 +0.881 +0.716 +0.716 +0.716 +1.000 --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.547 -0.043 -0.309 -0.178 -0.156 -0.314 -0.218 +0.451 +0.231 +0.543 +0.086 +0.076 +0.075 +0.074 +0.068 +0.066 +0.066 +0.077 -0.010 +0.179 +0.066 -0.040 -0.040 -0.040 -0.023 -0.023 -0.023 +0.007 --- DataSetInfo : TrackPt: +0.547 +1.000 -0.133 -0.002 -0.318 -0.028 -0.004 +0.115 +0.232 +0.276 +0.467 +0.149 +0.144 +0.145 +0.142 +0.141 +0.158 +0.159 +0.189 +0.031 +0.212 +0.159 +0.104 +0.103 +0.104 +0.096 +0.095 +0.096 +0.123 --- DataSetInfo : TrackChi2PerDof: -0.043 -0.133 +1.000 -0.182 +0.586 +0.454 -0.162 -0.026 -0.021 -0.072 -0.075 -0.017 -0.016 -0.018 -0.017 -0.017 -0.030 -0.031 -0.045 +0.005 -0.008 -0.031 +0.018 +0.018 +0.018 +0.017 +0.017 +0.017 +0.017 --- DataSetInfo : TrackNumDof: -0.309 -0.002 -0.182 +1.000 -0.118 +0.444 +0.993 +0.273 -0.325 -0.162 -0.268 -0.044 -0.040 -0.039 -0.040 -0.038 -0.016 -0.016 +0.009 -0.014 -0.149 -0.016 +0.030 +0.030 +0.031 -0.017 -0.016 -0.017 -0.022 --- DataSetInfo : TrackGhostProbability: -0.178 -0.318 +0.586 -0.118 +1.000 +0.123 -0.077 -0.102 -0.182 -0.275 -0.243 -0.172 -0.173 -0.182 -0.183 -0.182 -0.070 -0.071 -0.089 +0.004 -0.181 -0.071 -0.089 -0.088 -0.089 -0.097 -0.097 -0.097 -0.102 --- DataSetInfo : TrackFitTChi2: -0.156 -0.028 +0.454 +0.444 +0.123 +1.000 +0.451 +0.148 -0.151 -0.101 -0.142 -0.004 -0.001 -0.000 -0.000 +0.001 -0.023 -0.023 -0.018 -0.001 -0.052 -0.023 +0.046 +0.046 +0.046 +0.020 +0.020 +0.020 +0.019 --- DataSetInfo : TrackFitTNDoF: -0.314 -0.004 -0.162 +0.993 -0.077 +0.451 +1.000 +0.276 -0.328 -0.169 -0.273 -0.042 -0.038 -0.037 -0.037 -0.035 -0.018 -0.018 +0.006 -0.016 -0.153 -0.018 +0.029 +0.029 +0.029 -0.018 -0.018 -0.018 -0.025 --- DataSetInfo : RichUsedR1Gas: -0.218 +0.115 -0.026 +0.273 -0.102 +0.148 +0.276 +1.000 -0.151 +0.199 -0.054 +0.629 +0.634 +0.634 +0.634 +0.635 +0.023 +0.023 +0.031 +0.014 -0.019 +0.023 +0.105 +0.104 +0.105 +0.078 +0.078 +0.078 +0.067 --- DataSetInfo : RichUsedR2Gas: +0.451 +0.232 -0.021 -0.325 -0.182 -0.151 -0.328 -0.151 +1.000 +0.380 +0.661 +0.180 +0.168 +0.175 +0.176 +0.174 +0.053 +0.053 +0.041 -0.002 +0.362 +0.053 +0.188 +0.188 +0.188 +0.250 +0.250 +0.250 +0.203 --- DataSetInfo : RichAbovePiThres: +0.231 +0.276 -0.072 -0.162 -0.275 -0.101 -0.169 +0.199 +0.380 +1.000 +0.319 +0.455 +0.441 +0.449 +0.449 +0.448 +0.162 +0.162 +0.147 +0.102 +0.550 +0.162 +0.391 +0.391 +0.391 +0.413 +0.412 +0.412 +0.407 --- DataSetInfo : RichAboveKaThres: +0.543 +0.467 -0.075 -0.268 -0.243 -0.142 -0.273 -0.054 +0.661 +0.319 +1.000 +0.154 +0.141 +0.143 +0.145 +0.142 +0.033 +0.033 +0.043 -0.043 +0.273 +0.033 +0.087 +0.087 +0.087 +0.121 +0.121 +0.121 +0.116 --- DataSetInfo : RichDLLe: +0.086 +0.149 -0.017 -0.044 -0.172 -0.004 -0.042 +0.629 +0.180 +0.455 +0.154 +1.000 +0.998 +0.995 +0.995 +0.995 +0.018 +0.019 +0.023 -0.006 +0.111 +0.019 +0.064 +0.063 +0.064 +0.069 +0.069 +0.069 +0.072 --- DataSetInfo : RichDLLmu: +0.076 +0.144 -0.016 -0.040 -0.173 -0.001 -0.038 +0.634 +0.168 +0.441 +0.141 +0.998 +1.000 +0.996 +0.996 +0.996 +0.023 +0.023 +0.029 -0.004 +0.102 +0.023 +0.060 +0.059 +0.060 +0.064 +0.064 +0.064 +0.068 --- DataSetInfo : RichDLLk: +0.075 +0.145 -0.018 -0.039 -0.182 -0.000 -0.037 +0.634 +0.175 +0.449 +0.143 +0.995 +0.996 +1.000 +0.999 +0.999 -0.011 -0.011 -0.009 -0.019 +0.109 -0.011 +0.065 +0.064 +0.065 +0.070 +0.070 +0.070 +0.073 --- DataSetInfo : RichDLLp: +0.074 +0.142 -0.017 -0.040 -0.183 -0.000 -0.037 +0.634 +0.176 +0.449 +0.145 +0.995 +0.996 +0.999 +1.000 +1.000 -0.012 -0.012 -0.010 -0.020 +0.110 -0.012 +0.065 +0.065 +0.065 +0.070 +0.070 +0.070 +0.073 --- DataSetInfo : RichDLLbt: +0.068 +0.141 -0.017 -0.038 -0.182 +0.001 -0.035 +0.635 +0.174 +0.448 +0.142 +0.995 +0.996 +0.999 +1.000 +1.000 -0.011 -0.011 -0.008 -0.019 +0.109 -0.011 +0.066 +0.065 +0.066 +0.071 +0.071 +0.071 +0.074 --- DataSetInfo : MuonBkgLL: +0.066 +0.158 -0.030 -0.016 -0.070 -0.023 -0.018 +0.023 +0.053 +0.162 +0.033 +0.018 +0.023 -0.011 -0.012 -0.011 +1.000 +1.000 +0.889 +0.691 +0.214 +1.000 +0.151 +0.151 +0.152 +0.165 +0.164 +0.166 +0.150 --- DataSetInfo : MuonMuLL: +0.066 +0.159 -0.031 -0.016 -0.071 -0.023 -0.018 +0.023 +0.053 +0.162 +0.033 +0.019 +0.023 -0.011 -0.012 -0.011 +1.000 +1.000 +0.889 +0.691 +0.214 +1.000 +0.151 +0.151 +0.152 +0.165 +0.164 +0.166 +0.150 --- DataSetInfo : MuonIsMuon: +0.077 +0.189 -0.045 +0.009 -0.089 -0.018 +0.006 +0.031 +0.041 +0.147 +0.043 +0.023 +0.029 -0.009 -0.010 -0.008 +0.889 +0.889 +1.000 +0.535 +0.190 +0.890 +0.139 +0.138 +0.140 +0.148 +0.147 +0.149 +0.137 --- DataSetInfo : MuonNShared: -0.010 +0.031 +0.005 -0.014 +0.004 -0.001 -0.016 +0.014 -0.002 +0.102 -0.043 -0.006 -0.004 -0.019 -0.020 -0.019 +0.691 +0.691 +0.535 +1.000 +0.148 +0.691 +0.115 +0.115 +0.115 +0.132 +0.132 +0.132 +0.109 --- DataSetInfo : InAccMuon: +0.179 +0.212 -0.008 -0.149 -0.181 -0.052 -0.153 -0.019 +0.362 +0.550 +0.273 +0.111 +0.102 +0.109 +0.110 +0.109 +0.214 +0.214 +0.190 +0.148 +1.000 +0.214 +0.725 +0.725 +0.725 +0.818 +0.818 +0.818 +0.711 --- DataSetInfo : MuonIsLooseMuon: +0.066 +0.159 -0.031 -0.016 -0.071 -0.023 -0.018 +0.023 +0.053 +0.162 +0.033 +0.019 +0.023 -0.011 -0.012 -0.011 +1.000 +1.000 +0.890 +0.691 +0.214 +1.000 +0.151 +0.151 +0.152 +0.165 +0.164 +0.166 +0.150 --- DataSetInfo : InAccEcal: -0.040 +0.104 +0.018 +0.030 -0.089 +0.046 +0.029 +0.105 +0.188 +0.391 +0.087 +0.064 +0.060 +0.065 +0.065 +0.066 +0.151 +0.151 +0.139 +0.115 +0.725 +0.151 +1.000 +1.000 +1.000 +0.793 +0.793 +0.793 +0.879 --- DataSetInfo : EcalPIDe: -0.040 +0.103 +0.018 +0.030 -0.088 +0.046 +0.029 +0.104 +0.188 +0.391 +0.087 +0.063 +0.059 +0.064 +0.065 +0.065 +0.151 +0.151 +0.138 +0.115 +0.725 +0.151 +1.000 +1.000 +1.000 +0.793 +0.793 +0.793 +0.879 --- DataSetInfo : EcalPIDmu: -0.040 +0.104 +0.018 +0.031 -0.089 +0.046 +0.029 +0.105 +0.188 +0.391 +0.087 +0.064 +0.060 +0.065 +0.065 +0.066 +0.152 +0.152 +0.140 +0.115 +0.725 +0.152 +1.000 +1.000 +1.000 +0.793 +0.793 +0.793 +0.879 --- DataSetInfo : InAccHcal: -0.023 +0.096 +0.017 -0.017 -0.097 +0.020 -0.018 +0.078 +0.250 +0.413 +0.121 +0.069 +0.064 +0.070 +0.070 +0.071 +0.165 +0.165 +0.148 +0.132 +0.818 +0.165 +0.793 +0.793 +0.793 +1.000 +1.000 +1.000 +0.711 --- DataSetInfo : HcalPIDe: -0.023 +0.095 +0.017 -0.016 -0.097 +0.020 -0.018 +0.078 +0.250 +0.412 +0.121 +0.069 +0.064 +0.070 +0.070 +0.071 +0.164 +0.164 +0.147 +0.132 +0.818 +0.164 +0.793 +0.793 +0.793 +1.000 +1.000 +1.000 +0.711 --- DataSetInfo : HcalPIDmu: -0.023 +0.096 +0.017 -0.017 -0.097 +0.020 -0.018 +0.078 +0.250 +0.412 +0.121 +0.069 +0.064 +0.070 +0.070 +0.071 +0.166 +0.166 +0.149 +0.132 +0.818 +0.166 +0.793 +0.793 +0.793 +1.000 +1.000 +1.000 +0.711 --- DataSetInfo : PrsPIDe: +0.007 +0.123 +0.017 -0.022 -0.102 +0.019 -0.025 +0.067 +0.203 +0.407 +0.116 +0.072 +0.068 +0.073 +0.073 +0.074 +0.150 +0.150 +0.137 +0.109 +0.711 +0.150 +0.879 +0.879 +0.879 +0.711 +0.711 +0.711 +1.000 --- DataSetInfo : ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Id : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Id : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Id : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Id : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Id : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Id : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Id : Input : variable 'RichDLLe' (index=11). <---> Output : variable 'RichDLLe' (index=11). --- Id : Input : variable 'RichDLLmu' (index=12). <---> Output : variable 'RichDLLmu' (index=12). --- Id : Input : variable 'RichDLLk' (index=13). <---> Output : variable 'RichDLLk' (index=13). --- Id : Input : variable 'RichDLLp' (index=14). <---> Output : variable 'RichDLLp' (index=14). --- Id : Input : variable 'RichDLLbt' (index=15). <---> Output : variable 'RichDLLbt' (index=15). --- Id : Input : variable 'MuonBkgLL' (index=16). <---> Output : variable 'MuonBkgLL' (index=16). --- Id : Input : variable 'MuonMuLL' (index=17). <---> Output : variable 'MuonMuLL' (index=17). --- Id : Input : variable 'MuonIsMuon' (index=18). <---> Output : variable 'MuonIsMuon' (index=18). --- Id : Input : variable 'MuonNShared' (index=19). <---> Output : variable 'MuonNShared' (index=19). --- Id : Input : variable 'InAccMuon' (index=20). <---> Output : variable 'InAccMuon' (index=20). --- Id : Input : variable 'MuonIsLooseMuon' (index=21). <---> Output : variable 'MuonIsLooseMuon' (index=21). --- Id : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Id : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Id : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Id : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Id : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Id : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Id : Input : variable 'PrsPIDe' (index=28). <---> Output : variable 'PrsPIDe' (index=28). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 9253.2 13843. [ 1129.0 2.1048e+06 ] --- TFHandler_Factory : TrackPt: 703.72 774.97 [ 0.75716 68115. ] --- TFHandler_Factory : TrackChi2PerDof: 1.1130 0.54709 [ 0.022143 3.9999 ] --- TFHandler_Factory : TrackNumDof: 18.953 3.6598 [ 5.0000 31.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.047991 0.087988 [ 6.2937e-05 0.40000 ] --- TFHandler_Factory : TrackFitTChi2: 15.037 6.6447 [ 0.00037880 79.458 ] --- TFHandler_Factory : TrackFitTNDoF: 15.042 3.6238 [ 1.0000 27.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.89264 0.30957 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.34104 0.47406 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePiThres: 0.79787 0.40159 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.24627 0.43084 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -50.659 185.29 [ -999.00 170.32 ] --- TFHandler_Factory : RichDLLmu: -41.272 186.48 [ -999.00 119.51 ] --- TFHandler_Factory : RichDLLk: -43.279 186.85 [ -999.00 158.70 ] --- TFHandler_Factory : RichDLLp: -43.100 186.86 [ -999.00 121.27 ] --- TFHandler_Factory : RichDLLbt: -43.265 186.80 [ -999.00 72.579 ] --- TFHandler_Factory : MuonBkgLL: -907.37 288.08 [ -999.00 0.024700 ] --- TFHandler_Factory : MuonMuLL: -907.26 288.43 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.066113 0.24848 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.23760 1.0446 [ 0.0000 36.000 ] --- TFHandler_Factory : InAccMuon: 0.76934 0.42126 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.091869 0.28884 [ 0.0000 1.0000 ] --- TFHandler_Factory : InAccEcal: 0.79862 0.40103 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -202.22 400.10 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -201.60 400.42 [ -999.00 2.6452 ] --- TFHandler_Factory : InAccHcal: 0.72722 0.44539 [ 0.0000 1.0000 ] --- TFHandler_Factory : HcalPIDe: -272.95 444.68 [ -999.00 3.0037 ] --- TFHandler_Factory : HcalPIDmu: -273.17 444.54 [ -999.00 2.6102 ] --- TFHandler_Factory : PrsPIDe: -166.37 369.78 [ -999.00 3.4631 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 29 input variables and 0 target values would require 406 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- TFHandler_Factory : --- TFHandler_Factory : Ranking input variables (method unspecific)... --- IdTransformation : Ranking result (top variable is best ranked) --- IdTransformation : ---------------------------------------------- --- IdTransformation : Rank : Variable : Separation --- IdTransformation : ---------------------------------------------- --- IdTransformation : 1 : RichDLLp : 2.479e-01 --- IdTransformation : 2 : RichDLLk : 2.285e-01 --- IdTransformation : 3 : RichDLLbt : 2.283e-01 --- IdTransformation : 4 : RichDLLe : 1.380e-01 --- IdTransformation : 5 : TrackGhostProbability : 9.392e-02 --- IdTransformation : 6 : RichDLLmu : 5.932e-02 --- IdTransformation : 7 : TrackChi2PerDof : 4.551e-02 --- IdTransformation : 8 : TrackPt : 3.146e-02 --- IdTransformation : 9 : MuonBkgLL : 1.993e-02 --- IdTransformation : 10 : MuonMuLL : 1.870e-02 --- IdTransformation : 11 : MuonIsMuon : 1.763e-02 --- IdTransformation : 12 : MuonNShared : 1.644e-02 --- IdTransformation : 13 : MuonIsLooseMuon : 1.321e-02 --- IdTransformation : 14 : TrackNumDof : 7.204e-03 --- IdTransformation : 15 : TrackP : 5.395e-03 --- IdTransformation : 16 : RichAboveKaThres : 5.125e-03 --- IdTransformation : 17 : TrackFitTChi2 : 4.837e-03 --- IdTransformation : 18 : TrackFitTNDoF : 3.800e-03 --- IdTransformation : 19 : EcalPIDmu : 1.886e-03 --- IdTransformation : 20 : RichUsedR2Gas : 1.262e-03 --- IdTransformation : 21 : HcalPIDmu : 8.355e-04 --- IdTransformation : 22 : PrsPIDe : 2.164e-04 --- IdTransformation : 23 : EcalPIDe : 1.647e-04 --- IdTransformation : 24 : InAccMuon : 9.117e-05 --- IdTransformation : 25 : HcalPIDe : 6.913e-05 --- IdTransformation : 26 : RichUsedR1Gas : 2.256e-05 --- IdTransformation : 27 : InAccHcal : 1.000e-05 --- IdTransformation : 28 : InAccEcal : 6.882e-07 --- IdTransformation : 29 : RichAbovePiThres : 4.116e-07 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Pion_Downstream_TMVA for Classification --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : ================================================================ --- Pion_Downstream_TMVA : H e l p f o r M V A m e t h o d [ Pion_Downstream_TMVA ] : --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : --- Short description: --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Pion_Downstream_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Pion_Downstream_TMVA : defined hidden layer architecture, while the number of input (output) --- Pion_Downstream_TMVA : nodes is determined by the input variables (output classes, i.e., --- Pion_Downstream_TMVA : signal and one background). --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : --- Performance optimisation: --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : Neural networks are stable and performing for a large variety of --- Pion_Downstream_TMVA : linear and non-linear classification problems. However, in contrast --- Pion_Downstream_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Pion_Downstream_TMVA : number of input variables that have only little discrimination power. --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Pion_Downstream_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Pion_Downstream_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Pion_Downstream_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Pion_Downstream_TMVA : tests, which is partly due to the slow convergence of its training --- Pion_Downstream_TMVA : (at least 10k training cycles are required to achieve approximately --- Pion_Downstream_TMVA : competitive results). --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Pion_Downstream_TMVA : full training sample into independent training and validation samples. --- Pion_Downstream_TMVA : We have found that in most high-energy physics applications the --- Pion_Downstream_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Pion_Downstream_TMVA : constrain the weights of the relatively simple architectures required --- Pion_Downstream_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Pion_Downstream_TMVA : the use of validation samples would only reduce the available training --- Pion_Downstream_TMVA : information. However, if the perrormance on the training sample is --- Pion_Downstream_TMVA : found to be significantly better than the one found with the inde- --- Pion_Downstream_TMVA : pendent test sample, caution is needed. The results for these samples --- Pion_Downstream_TMVA : are printed to standard output at the end of each training job. --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : --- Performance tuning via configuration options: --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Pion_Downstream_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Pion_Downstream_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Pion_Downstream_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Pion_Downstream_TMVA : in favour of more neurons in the first hidden layer. --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : The number of cycles should be above 500. As said, if the number of --- Pion_Downstream_TMVA : adjustable weights is small compared to the training sample size, --- Pion_Downstream_TMVA : using a large number of training samples should not lead to overtraining. --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : --- Pion_Downstream_TMVA : ================================================================ --- Pion_Downstream_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: TrackP: -0.99228 0.013161 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackPt: -0.97936 0.022755 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackChi2PerDof: -0.45154 0.27508 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackNumDof: 0.073292 0.28152 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackGhostProbability: -0.76032 0.44001 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackFitTChi2: -0.62153 0.16725 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: TrackFitTNDoF: 0.080162 0.27876 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichUsedR1Gas: 0.78527 0.61915 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichUsedR2Gas: -0.31792 0.94812 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAbovePiThres: 0.59575 0.80317 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAboveKaThres: -0.50746 0.86167 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLe: 0.62204 0.31692 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLmu: 0.71251 0.33344 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLk: 0.65107 0.32279 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLp: 0.70656 0.33360 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLbt: 0.78379 0.34865 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonBkgLL: -0.81657 0.57672 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonMuLL: -0.81634 0.57745 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsMuon: -0.86777 0.49696 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonNShared: -0.98680 0.058035 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccMuon: 0.53868 0.84251 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsLooseMuon: -0.81626 0.57768 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccEcal: 0.59725 0.80206 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDe: 0.58825 0.79754 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDmu: 0.59218 0.79952 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccHcal: 0.45444 0.89078 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: HcalPIDe: 0.44920 0.88757 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: HcalPIDmu: 0.44932 0.88765 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: PrsPIDe: 0.66117 0.73773 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- Pion_Downstream_TMVA : Begin training --- Pion_Downstream_TMVA : Training Network --- Pion_Downstream_TMVA : Inaccurate progress timing for MLP... --- Pion_Downstream_TMVA : End of training --- Pion_Downstream_TMVA : Elapsed time for training with 2070641 events: 4.25e+04 sec --- Pion_Downstream_TMVA : Create MVA output for classification on training sample --- Pion_Downstream_TMVA : Evaluation of Pion_Downstream_TMVA on training sample (2070641 events) --- Pion_Downstream_TMVA : Elapsed time for evaluation of 2070641 events: 20.9 sec --- Pion_Downstream_TMVA : Creating weight file in xml format: ./GlobalPID_Pion_Downstream_TMVA.weights.xml --- Pion_Downstream_TMVA : Creating standalone response class: ./GlobalPID_Pion_Downstream_TMVA.class.C --- Pion_Downstream_TMVA : Write special histos to file: Downstream-Pion-TMVA.root:/Method_MLP/Pion_Downstream_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Pion_Downstream_TMVA : Ranking result (top variable is best ranked) --- Pion_Downstream_TMVA : ---------------------------------------------- --- Pion_Downstream_TMVA : Rank : Variable : Importance --- Pion_Downstream_TMVA : ---------------------------------------------- --- Pion_Downstream_TMVA : 1 : RichDLLk : 4.772e+03 --- Pion_Downstream_TMVA : 2 : TrackPt : 4.458e+03 --- Pion_Downstream_TMVA : 3 : RichDLLe : 3.038e+03 --- Pion_Downstream_TMVA : 4 : RichDLLmu : 3.014e+03 --- Pion_Downstream_TMVA : 5 : RichDLLp : 2.715e+03 --- Pion_Downstream_TMVA : 6 : EcalPIDe : 1.646e+03 --- Pion_Downstream_TMVA : 7 : RichDLLbt : 1.268e+03 --- Pion_Downstream_TMVA : 8 : TrackP : 1.104e+03 --- Pion_Downstream_TMVA : 9 : EcalPIDmu : 8.761e+02 --- Pion_Downstream_TMVA : 10 : InAccEcal : 8.405e+02 --- Pion_Downstream_TMVA : 11 : RichAbovePiThres : 6.131e+02 --- Pion_Downstream_TMVA : 12 : MuonNShared : 6.035e+02 --- Pion_Downstream_TMVA : 13 : HcalPIDmu : 5.689e+02 --- Pion_Downstream_TMVA : 14 : MuonBkgLL : 5.334e+02 --- Pion_Downstream_TMVA : 15 : InAccMuon : 4.944e+02 --- Pion_Downstream_TMVA : 16 : MuonIsLooseMuon : 4.709e+02 --- Pion_Downstream_TMVA : 17 : RichUsedR1Gas : 4.177e+02 --- Pion_Downstream_TMVA : 18 : MuonIsMuon : 4.101e+02 --- Pion_Downstream_TMVA : 19 : PrsPIDe : 3.135e+02 --- Pion_Downstream_TMVA : 20 : InAccHcal : 3.084e+02 --- Pion_Downstream_TMVA : 21 : MuonMuLL : 2.481e+02 --- Pion_Downstream_TMVA : 22 : HcalPIDe : 2.121e+02 --- Pion_Downstream_TMVA : 23 : RichAboveKaThres : 1.846e+02 --- Pion_Downstream_TMVA : 24 : RichUsedR2Gas : 5.949e+01 --- Pion_Downstream_TMVA : 25 : TrackGhostProbability : 5.902e+01 --- Pion_Downstream_TMVA : 26 : TrackFitTChi2 : 4.571e+01 --- Pion_Downstream_TMVA : 27 : TrackChi2PerDof : 2.079e+01 --- Pion_Downstream_TMVA : 28 : TrackFitTNDoF : 1.766e+01 --- Pion_Downstream_TMVA : 29 : TrackNumDof : 1.344e+01 --- Pion_Downstream_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Pion_Downstream_TMVA.weights.xml --- Pion_Downstream_TMVA : Read method "Pion_Downstream_TMVA" of type "MLP" --- Pion_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Pion_Downstream_TMVA : Building Network --- Pion_Downstream_TMVA : Initializing weights 2016-02-07 15:33:22 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Pion_Downstream_TMVA for Classification performance --- Pion_Downstream_TMVA : Evaluation of Pion_Downstream_TMVA on testing sample (886830 events) --- Pion_Downstream_TMVA : Elapsed time for evaluation of 886830 events: 8.94 sec 2016-02-07 15:33:31 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Pion_Downstream_TMVA --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: TrackP: -0.99229 0.012902 [ -0.99998 0.24387 ] --- TFHandler_Pion_Downstr...: TrackPt: -0.97937 0.022475 [ -0.99999 0.21761 ] --- TFHandler_Pion_Downstr...: TrackChi2PerDof: -0.45143 0.27526 [ -0.99383 1.0001 ] --- TFHandler_Pion_Downstr...: TrackNumDof: 0.073405 0.28153 [ -1.0000 1.0769 ] --- TFHandler_Pion_Downstr...: TrackGhostProbability: -0.75983 0.44067 [ -0.99922 1.0000 ] --- TFHandler_Pion_Downstr...: TrackFitTChi2: -0.62145 0.16746 [ -0.99998 0.91645 ] --- TFHandler_Pion_Downstr...: TrackFitTNDoF: 0.080266 0.27875 [ -1.0000 1.0769 ] --- TFHandler_Pion_Downstr...: RichUsedR1Gas: 0.78489 0.61963 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichUsedR2Gas: -0.31639 0.94863 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAbovePiThres: 0.59707 0.80219 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAboveKaThres: -0.50665 0.86215 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLe: 0.62233 0.31626 [ -1.0000 0.96964 ] --- TFHandler_Pion_Downstr...: RichDLLmu: 0.71281 0.33274 [ -1.0000 1.0162 ] --- TFHandler_Pion_Downstr...: RichDLLk: 0.65131 0.32210 [ -1.0000 0.97966 ] --- TFHandler_Pion_Downstr...: RichDLLp: 0.70685 0.33290 [ -1.0000 0.99224 ] --- TFHandler_Pion_Downstr...: RichDLLbt: 0.78409 0.34791 [ -1.0000 0.99325 ] --- TFHandler_Pion_Downstr...: MuonBkgLL: -0.81506 0.57885 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonMuLL: -0.81483 0.57957 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsMuon: -0.86630 0.49952 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonNShared: -0.98668 0.058185 [ -1.0000 0.88889 ] --- TFHandler_Pion_Downstr...: InAccMuon: 0.53993 0.84171 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsLooseMuon: -0.81475 0.57981 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccEcal: 0.59837 0.80122 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDe: 0.58937 0.79671 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDmu: 0.59330 0.79868 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccHcal: 0.45581 0.89008 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: HcalPIDe: 0.45057 0.88687 [ -1.0000 0.99944 ] --- TFHandler_Pion_Downstr...: HcalPIDmu: 0.45070 0.88695 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: PrsPIDe: 0.66254 0.73648 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- Pion_Downstream_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Pion_Downstr...: Plot event variables for Pion_Downstream_TMVA --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: TrackP: -0.99229 0.012902 [ -0.99998 0.24387 ] --- TFHandler_Pion_Downstr...: TrackPt: -0.97937 0.022475 [ -0.99999 0.21761 ] --- TFHandler_Pion_Downstr...: TrackChi2PerDof: -0.45143 0.27526 [ -0.99383 1.0001 ] --- TFHandler_Pion_Downstr...: TrackNumDof: 0.073405 0.28153 [ -1.0000 1.0769 ] --- TFHandler_Pion_Downstr...: TrackGhostProbability: -0.75983 0.44067 [ -0.99922 1.0000 ] --- TFHandler_Pion_Downstr...: TrackFitTChi2: -0.62145 0.16746 [ -0.99998 0.91645 ] --- TFHandler_Pion_Downstr...: TrackFitTNDoF: 0.080266 0.27875 [ -1.0000 1.0769 ] --- TFHandler_Pion_Downstr...: RichUsedR1Gas: 0.78489 0.61963 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichUsedR2Gas: -0.31639 0.94863 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAbovePiThres: 0.59707 0.80219 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichAboveKaThres: -0.50665 0.86215 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: RichDLLe: 0.62233 0.31626 [ -1.0000 0.96964 ] --- TFHandler_Pion_Downstr...: RichDLLmu: 0.71281 0.33274 [ -1.0000 1.0162 ] --- TFHandler_Pion_Downstr...: RichDLLk: 0.65131 0.32210 [ -1.0000 0.97966 ] --- TFHandler_Pion_Downstr...: RichDLLp: 0.70685 0.33290 [ -1.0000 0.99224 ] --- TFHandler_Pion_Downstr...: RichDLLbt: 0.78409 0.34791 [ -1.0000 0.99325 ] --- TFHandler_Pion_Downstr...: MuonBkgLL: -0.81506 0.57885 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonMuLL: -0.81483 0.57957 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsMuon: -0.86630 0.49952 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonNShared: -0.98668 0.058185 [ -1.0000 0.88889 ] --- TFHandler_Pion_Downstr...: InAccMuon: 0.53993 0.84171 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: MuonIsLooseMuon: -0.81475 0.57981 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccEcal: 0.59837 0.80122 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDe: 0.58937 0.79671 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: EcalPIDmu: 0.59330 0.79868 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: InAccHcal: 0.45581 0.89008 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: HcalPIDe: 0.45057 0.88687 [ -1.0000 0.99944 ] --- TFHandler_Pion_Downstr...: HcalPIDmu: 0.45070 0.88695 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: PrsPIDe: 0.66254 0.73648 [ -1.0000 1.0000 ] --- TFHandler_Pion_Downstr...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Downstr...: --- TFHandler_Pion_Downstr...: Will not produce scatter plots ==> --- TFHandler_Pion_Downstr...: | The number of 29 input variables and 0 target values would require 406 two-dimensional --- TFHandler_Pion_Downstr...: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Pion_Downstr...: | suppression does not have any consequences for your analysis, other --- TFHandler_Pion_Downstr...: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Pion_Downstr...: | number of input variables allowed to generate scatter plots in your --- TFHandler_Pion_Downstr...: | script via the command line: --- TFHandler_Pion_Downstr...: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Pion_Downstr...: --- TFHandler_Pion_Downstr...: Some more output --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 19) --- Tools : zero variances for variables (19, 5) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : ------------------------------------------ --- Factory : Pion_Downstream_TMVA --- Factory : TrackP: +0.001 --- Factory : TrackPt: +0.133 --- Factory : TrackChi2PerDof: -0.307 --- Factory : TrackNumDof: +0.060 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitTChi2: -0.087 --- Factory : TrackFitTNDoF: +0.046 --- Factory : RichUsedR1Gas: +0.048 --- Factory : RichUsedR2Gas: +0.099 --- Factory : RichAbovePiThres: +0.216 --- Factory : RichAboveKaThres: +0.065 --- Factory : RichDLLe: +0.067 --- Factory : RichDLLmu: +0.088 --- Factory : RichDLLk: +0.053 --- Factory : RichDLLp: +0.054 --- Factory : RichDLLbt: +0.054 --- Factory : MuonBkgLL: -0.083 --- Factory : MuonMuLL: -0.083 --- Factory : MuonIsMuon: -0.112 --- Factory : MuonNShared: -0.048 --- Factory : InAccMuon: +0.140 --- Factory : MuonIsLooseMuon: -0.083 --- Factory : InAccEcal: +0.108 --- Factory : EcalPIDe: +0.108 --- Factory : EcalPIDmu: +0.108 --- Factory : InAccHcal: +0.117 --- Factory : HcalPIDe: +0.117 --- Factory : HcalPIDmu: +0.117 --- Factory : PrsPIDe: +0.107 --- Factory : ------------------------------------------ --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : ------------------------------------------ --- Factory : Pion_Downstream_TMVA --- Factory : TrackP: -0.131 --- Factory : TrackPt: -0.302 --- Factory : TrackChi2PerDof: -0.115 --- Factory : TrackNumDof: +0.033 --- Factory : TrackGhostProbability: -0.164 --- Factory : TrackFitTChi2: -0.030 --- Factory : TrackFitTNDoF: +0.023 --- Factory : RichUsedR1Gas: -0.054 --- Factory : RichUsedR2Gas: -0.210 --- Factory : RichAbovePiThres: -0.287 --- Factory : RichAboveKaThres: -0.235 --- Factory : RichDLLe: -0.054 --- Factory : RichDLLmu: -0.043 --- Factory : RichDLLk: -0.063 --- Factory : RichDLLp: -0.065 --- Factory : RichDLLbt: -0.064 --- Factory : MuonBkgLL: -0.137 --- Factory : MuonMuLL: -0.138 --- Factory : MuonIsMuon: -0.150 --- Factory : MuonNShared: -0.048 --- Factory : InAccMuon: -0.210 --- Factory : MuonIsLooseMuon: -0.138 --- Factory : InAccEcal: -0.147 --- Factory : EcalPIDe: -0.146 --- Factory : EcalPIDmu: -0.146 --- Factory : InAccHcal: -0.150 --- Factory : HcalPIDe: -0.150 --- Factory : HcalPIDmu: -0.150 --- Factory : PrsPIDe: -0.146 --- Factory : ------------------------------------------ --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : ------------------------------------------- --- Factory : Method: Cut value: --- Factory : ------------------------------------------- --- Factory : Pion_Downstream_TMVA: +0.649 --- Factory : ------------------------------------------- --- Factory : which correspond to the working point: eff(signal) = 1 - eff(background) --- Factory : --- Factory : Evaluation results ranked by best signal efficiency and purity (area) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency at bkg eff.(error): | Sepa- Signifi- --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 ROC-integ. | ration: cance: --- Factory : -------------------------------------------------------------------------------- --- Factory : Pion_Downstream_TMVA: 0.413(00) 0.732(00) 0.922(00) 0.915 | 0.532 1.472 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Pion_Downstream_TMVA: 0.413 (0.410) 0.732 (0.733) 0.922 (0.922) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 886830 events --- Dataset:Default : Created tree 'TrainTree' with 2070641 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-07 15:39:33 | ... Complete :) 2016-02-07 15:39:33 | Finished... 2016-02-07 15:39:37 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-07 15:39:41 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/GlobalPID_Pion_Downstream_ANN.txt 2016-02-07 15:39:41 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/train-config.txt 2016-02-07 15:39:41 | Particle type = Pion 2016-02-07 15:39:41 | Background types = All 2016-02-07 15:39:41 | Training Mix = NaturalMix 2016-02-07 15:39:41 | Track type = Downstream 2016-02-07 15:39:41 | Track PresSel = NoTrackPreSelection.txt 2016-02-07 15:39:41 | Network type = TMVA 2016-02-07 15:39:41 | Ghost treatment = Ghosts Ghosts 2016-02-07 15:39:41 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-07 15:39:41 | Reweighting = NoReweight 2016-02-07 15:39:41 | Output file = GlobalPID_Pion_Downstream_TMVA.weights.xml 2016-02-07 15:39:41 | Skipping input #TrackCloneDist 2016-02-07 15:39:41 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-07 15:39:41 | -> # very very loose. Essentially no cuts 2016-02-07 15:39:41 | -> TrackP > 0 2016-02-07 15:39:41 | -> TrackPt > 0 2016-02-07 15:39:41 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 15:39:41 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 15:39:41 | Training sample size = 1800000 2016-02-07 15:39:41 | Evaluation sample size = 10000000 2016-02-07 15:39:41 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream/MVA.txt 2016-02-07 15:39:41 | -> NBTASK = CLA 2016-02-07 15:39:41 | -> NBMOM = 0.0 2016-02-07 15:39:41 | -> NBREG = ALL 2016-02-07 15:39:41 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-07 15:39:41 | -> TMVATESTFRAC = 0.3 2016-02-07 15:39:41 | -> HiddenLayerScaleFactor = 1.4 2016-02-07 15:39:41 | -> GhostAcceptFraction = 0.1 2016-02-07 15:39:41 | -> KaonAcceptFraction = 1.0 2016-02-07 15:39:41 | -> ProtonAcceptFraction = 1.0 2016-02-07 15:39:41 | -> ReuseTrainingFiles = 0 2016-02-07 15:39:41 | -> TrainingYear = MC2015Sim09Dev03 2016-02-07 15:39:41 | -> TMVAMETHOD = MLP 2016-02-07 15:39:41 | -> TMVAUSEREGULATOR = false 2016-02-07 15:39:41 | -> TMVAMLPNCYCLES = 750 2016-02-07 15:39:41 | -> TMVAVARTRANSFORM = Norm 2016-02-07 15:39:41 | -> TMVAMLPNEURONTYPE = tanh 2016-02-07 15:39:41 | -> TMVAMLPMETHOD = BP 2016-02-07 15:39:41 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-07 15:39:41 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-07 15:39:41 | -> TMVAMLPCONVTEST = 15 2016-02-07 15:39:41 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-07 15:39:41 | -> TMVABDTNTREES = 800 2016-02-07 15:39:41 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-07 15:39:41 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-07 15:39:41 | Reading Parameters file = Eval.txt 2016-02-07 15:39:41 | -> EVALMODE = EvalWithPreSel 2016-02-07 15:39:41 | -> EVALDATA = Mixture 2016-02-07 15:39:41 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-07 15:39:41 | Node layer two scale = 1.4 2016-02-07 15:39:41 | Input layer has 30 nodes, hidden layer has 40 nodes 2016-02-07 15:39:41 | Ghost Accept Fraction = 0.1 2016-02-07 15:39:41 | Proton Accept Fraction = 1 2016-02-07 15:39:41 | Kaon Accept Fraction = 1 2016-02-07 15:39:41 | Training data year = MC2015Sim09Dev03 2016-02-07 15:39:41 | Evaluation data year = MC2015Sim09Dev03 2016-02-07 15:39:41 | Input Data file = TrainingFiles-Mixture.txt 2016-02-07 15:39:41 | Using 552 data files 2016-02-07 15:39:41 | Training Datafile Selection hash = 9379173056323707944 2016-02-07 15:39:41 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:39:42 | -> Pre-selected 59697 entries from 128149 ( 46.5841 % ) 2016-02-07 15:39:44 | -> Selected 59697 entries ( 46.5841 % ). Overall 52211 ( 2.90061 % ) of required 1800000 entries. 2016-02-07 15:39:44 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:39:44 | -> Pre-selected 67945 entries from 146132 ( 46.4956 % ) 2016-02-07 15:39:47 | -> Selected 67945 entries ( 46.4956 % ). Overall 111563 ( 6.19794 % ) of required 1800000 entries. 2016-02-07 15:39:47 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:39:48 | -> Pre-selected 339555 entries from 736500 ( 46.1039 % ) 2016-02-07 15:40:02 | -> Selected 339555 entries ( 46.1039 % ). Overall 406981 ( 22.6101 % ) of required 1800000 entries. 2016-02-07 15:40:02 | Using training file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:40:03 | -> Pre-selected 328998 entries from 707124 ( 46.5262 % ) 2016-02-07 15:40:16 | -> Selected 328998 entries ( 46.5262 % ). Overall 693930 ( 38.5517 % ) of required 1800000 entries. 2016-02-07 15:40:16 | Using training file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:40:17 | -> Pre-selected 317576 entries from 688835 ( 46.1033 % ) 2016-02-07 15:40:30 | -> Selected 317576 entries ( 46.1033 % ). Overall 970267 ( 53.9037 % ) of required 1800000 entries. 2016-02-07 15:40:30 | Using training file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:40:31 | -> Pre-selected 317740 entries from 695661 ( 45.6745 % ) 2016-02-07 15:40:43 | -> Selected 317740 entries ( 45.6745 % ). Overall 1246093 ( 69.2274 % ) of required 1800000 entries. 2016-02-07 15:40:43 | Using training file (7/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:40:44 | -> Pre-selected 321450 entries from 715607 ( 44.9199 % ) 2016-02-07 15:40:58 | -> Selected 321450 entries ( 44.9199 % ). Overall 1523668 ( 84.6482 % ) of required 1800000 entries. 2016-02-07 15:40:58 | Using training file (8/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:40:59 | -> Pre-selected 339793 entries from 723538 ( 46.9627 % ) 2016-02-07 15:41:12 | -> Selected 316006 entries ( 43.6751 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-07 15:41:12 | Considered 2068967 tracks for input to MVA training 2016-02-07 15:41:12 | Sel. Eff. = 100% 2016-02-07 15:41:12 | Selected 2068967/0 tracks for input to MVA training/testing 2016-02-07 15:41:12 | Ghost percentage = 14.9426% 2016-02-07 15:41:12 | Electron percentage = 0.491778% 2016-02-07 15:41:12 | Muon percentage = 5.24828% 2016-02-07 15:41:12 | Pion percentage = 72.7618% 2016-02-07 15:41:12 | Kaon percentage = 7.0665% 2016-02-07 15:41:12 | Proton percentage = 14.3866% 2016-02-07 15:41:12 | Unknown Particle type 3112 2016-02-07 15:41:12 | percentage = 0.0173333% 2016-02-07 15:41:12 | Unknown Particle type 3222 2016-02-07 15:41:12 | percentage = 0.0213889% 2016-02-07 15:41:12 | Unknown Particle type 3312 2016-02-07 15:41:12 | percentage = 0.00611111% 2016-02-07 15:41:12 | Unknown Particle type 3334 2016-02-07 15:41:12 | percentage = 0.000166667% 2016-02-07 15:41:12 | Created Plots directory Downstream-Pion-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-07 15:41:12 | Making plots for input EcalPIDe 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.0100 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.0250 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.0500 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.0750 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.1000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.1250 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.1500 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.1750 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.2000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.3000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.3500 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.4000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.4500 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.5000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.6000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.7000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.8000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.9000 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.9500 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.9750 2016-02-07 15:41:12 | Creating ROOT directory MVAcut0.9900 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-8.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-7.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-6.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-5.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-5.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-4.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-4.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-3.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-3.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-2.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-2.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-1.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-1.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut-0.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut0.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut0.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut1.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut1.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut2.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut2.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut3.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut3.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut4.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut4.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut5.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut5.5000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut6.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut7.0000 2016-02-07 15:41:12 | Creating ROOT directory DLLcut8.0000 2016-02-07 15:41:12 | Making plots for input EcalPIDmu 2016-02-07 15:41:12 | Making plots for input HcalPIDe 2016-02-07 15:41:12 | Making plots for input HcalPIDmu 2016-02-07 15:41:12 | Making plots for input InAccEcal 2016-02-07 15:41:12 | Making plots for input InAccHcal 2016-02-07 15:41:12 | Making plots for input InAccMuon 2016-02-07 15:41:12 | Making plots for input MuonBkgLL 2016-02-07 15:41:12 | Making plots for input MuonIsLooseMuon 2016-02-07 15:41:12 | Making plots for input MuonIsMuon 2016-02-07 15:41:12 | Making plots for input MuonMuLL 2016-02-07 15:41:12 | Making plots for input MuonNShared 2016-02-07 15:41:12 | Making plots for input PrsPIDe 2016-02-07 15:41:12 | Making plots for input RichAboveKaThres 2016-02-07 15:41:12 | Making plots for input RichAbovePiThres 2016-02-07 15:41:12 | Making plots for input RichDLLbt 2016-02-07 15:41:12 | Making plots for input RichDLLe 2016-02-07 15:41:12 | Making plots for input RichDLLk 2016-02-07 15:41:12 | Making plots for input RichDLLmu 2016-02-07 15:41:12 | Making plots for input RichDLLp 2016-02-07 15:41:12 | Making plots for input RichUsedR1Gas 2016-02-07 15:41:12 | Making plots for input RichUsedR2Gas 2016-02-07 15:41:12 | Making plots for input TrackChi2PerDof 2016-02-07 15:41:12 | Making plots for input TrackFitTChi2 2016-02-07 15:41:12 | Making plots for input TrackFitTNDoF 2016-02-07 15:41:12 | Making plots for input TrackGhostProbability 2016-02-07 15:41:12 | Making plots for input TrackLikelihood 2016-02-07 15:41:12 | Making plots for input TrackNumDof 2016-02-07 15:41:12 | Making plots for input TrackP 2016-02-07 15:41:12 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Pion_Downstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Pion_Downstream_TMVA.weights.xml --- Pion_Downstream_TMVA : Read method "Pion_Downstream_TMVA" of type "MLP" --- Pion_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Pion_Downstream_TMVA : Building Network --- Pion_Downstream_TMVA : Initializing weights --- Reader : Booked classifier "Pion_Downstream_TMVA" of type: "MLP" 2016-02-07 15:41:12 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 15:41:12 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 15:41:12 | Evaluation mode 'EvalWithPreSel' 2016-02-07 15:41:12 | Will apply all track pre-selections during evaluation 2016-02-07 15:41:12 | Evaluation Datafile Selection hash = 9379173056323707944 2016-02-07 15:41:12 | Using evaluation file (9/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:41:13 | -> Pre-selected 729342 entries from 729342 ( 100 % ) 2016-02-07 15:45:48 | -> Selected 729342 entries ( 100 % ). Overall 729342 ( 7.29342 % ) of required 10000000 entries. 2016-02-07 15:45:48 | Using evaluation file (10/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:45:49 | -> Pre-selected 696897 entries from 696897 ( 100 % ) 2016-02-07 15:50:01 | -> Selected 696897 entries ( 100 % ). Overall 1426239 ( 14.2624 % ) of required 10000000 entries. 2016-02-07 15:50:01 | Using evaluation file (11/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:50:02 | -> Pre-selected 703853 entries from 703853 ( 100 % ) 2016-02-07 15:53:30 | -> Selected 703853 entries ( 100 % ). Overall 2130092 ( 21.3009 % ) of required 10000000 entries. 2016-02-07 15:53:30 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root. File size 546.787MB, free cache space 819.237GB. 2016-02-07 15:53:30 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.9379173056323707944. Size = 85.6602MB. 2016-02-07 15:53:37 | Using evaluation file (12/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:53:38 | -> Pre-selected 720439 entries from 720439 ( 100 % ) 2016-02-07 15:57:13 | -> Selected 720439 entries ( 100 % ). Overall 2850531 ( 28.5053 % ) of required 10000000 entries. 2016-02-07 15:57:13 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root. File size 548.696MB, free cache space 819.151GB. 2016-02-07 15:57:13 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.9379173056323707944. Size = 83.0049MB. 2016-02-07 15:57:20 | Using evaluation file (13/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 15:57:21 | -> Pre-selected 699472 entries from 699472 ( 100 % ) 2016-02-07 16:00:48 | -> Selected 699472 entries ( 100 % ). Overall 3550003 ( 35.5 % ) of required 10000000 entries. 2016-02-07 16:00:48 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root. File size 549.023MB, free cache space 819.068GB. 2016-02-07 16:00:48 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.9379173056323707944. Size = 84.5267MB. 2016-02-07 16:00:56 | Using evaluation file (14/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:00:56 | -> Pre-selected 714699 entries from 714699 ( 100 % ) 2016-02-07 16:04:28 | -> Selected 714699 entries ( 100 % ). Overall 4264702 ( 42.647 % ) of required 10000000 entries. 2016-02-07 16:04:28 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root. File size 443.097MB, free cache space 818.984GB. 2016-02-07 16:04:28 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.9379173056323707944. Size = 70.254MB. 2016-02-07 16:04:34 | Using evaluation file (15/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:04:35 | -> Pre-selected 593716 entries from 593716 ( 100 % ) 2016-02-07 16:07:32 | -> Selected 593716 entries ( 100 % ). Overall 4858418 ( 48.5842 % ) of required 10000000 entries. 2016-02-07 16:07:32 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root. File size 551.615MB, free cache space 818.914GB. 2016-02-07 16:07:32 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.9379173056323707944. Size = 83.7173MB. 2016-02-07 16:07:39 | Using evaluation file (16/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:07:40 | -> Pre-selected 705405 entries from 705405 ( 100 % ) 2016-02-07 16:11:09 | -> Selected 705405 entries ( 100 % ). Overall 5563823 ( 55.6382 % ) of required 10000000 entries. 2016-02-07 16:11:09 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root. File size 542.275MB, free cache space 818.83GB. 2016-02-07 16:11:09 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.9379173056323707944. Size = 85.9011MB. 2016-02-07 16:11:16 | Using evaluation file (17/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:11:17 | -> Pre-selected 726443 entries from 726443 ( 100 % ) 2016-02-07 16:14:53 | -> Selected 726443 entries ( 100 % ). Overall 6290266 ( 62.9027 % ) of required 10000000 entries. 2016-02-07 16:14:53 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root. File size 327.518MB, free cache space 818.744GB. 2016-02-07 16:14:53 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.9379173056323707944. Size = 50.2083MB. 2016-02-07 16:14:57 | Using evaluation file (18/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:14:58 | -> Pre-selected 423352 entries from 423352 ( 100 % ) 2016-02-07 16:17:03 | -> Selected 423352 entries ( 100 % ). Overall 6713618 ( 67.1362 % ) of required 10000000 entries. 2016-02-07 16:17:03 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root. File size 545.692MB, free cache space 818.694GB. 2016-02-07 16:17:03 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.9379173056323707944. Size = 84.1052MB. 2016-02-07 16:17:11 | Using evaluation file (19/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:17:11 | -> Pre-selected 711116 entries from 711116 ( 100 % ) 2016-02-07 16:20:40 | -> Selected 711116 entries ( 100 % ). Overall 7424734 ( 74.2473 % ) of required 10000000 entries. 2016-02-07 16:20:40 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root. File size 548.789MB, free cache space 818.61GB. 2016-02-07 16:20:40 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.9379173056323707944. Size = 84.4306MB. 2016-02-07 16:20:48 | Using evaluation file (20/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:20:49 | -> Pre-selected 714060 entries from 714060 ( 100 % ) 2016-02-07 16:24:19 | -> Selected 714060 entries ( 100 % ). Overall 8138794 ( 81.3879 % ) of required 10000000 entries. 2016-02-07 16:24:19 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root. File size 543.591MB, free cache space 818.525GB. 2016-02-07 16:24:19 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.9379173056323707944. Size = 86.171MB. 2016-02-07 16:24:26 | Using evaluation file (21/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:24:27 | -> Pre-selected 728030 entries from 728030 ( 100 % ) 2016-02-07 16:28:06 | -> Selected 728030 entries ( 100 % ). Overall 8866824 ( 88.6682 % ) of required 10000000 entries. 2016-02-07 16:28:06 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root. File size 503.93MB, free cache space 818.439GB. 2016-02-07 16:28:06 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.9379173056323707944. Size = 79.7744MB. 2016-02-07 16:28:13 | Using evaluation file (22/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:28:14 | -> Pre-selected 673606 entries from 673606 ( 100 % ) 2016-02-07 16:32:01 | -> Selected 673606 entries ( 100 % ). Overall 9540430 ( 95.4043 % ) of required 10000000 entries. 2016-02-07 16:32:01 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root. File size 111.244MB, free cache space 818.359GB. 2016-02-07 16:32:01 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root.9379173056323707944. Size = 16.4318MB. 2016-02-07 16:32:03 | Using evaluation file (23/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:32:03 | -> Pre-selected 137960 entries from 137960 ( 100 % ) 2016-02-07 16:32:56 | -> Selected 137960 entries ( 100 % ). Overall 9678390 ( 96.7839 % ) of required 10000000 entries. 2016-02-07 16:32:56 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root. File size 546.727MB, free cache space 818.343GB. 2016-02-07 16:32:56 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root.9379173056323707944. Size = 85.1413MB. 2016-02-07 16:33:04 | Using evaluation file (24/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 16:33:04 | -> Pre-selected 716671 entries from 716671 ( 100 % ) 2016-02-07 16:35:12 | -> Selected 321610 entries ( 44.8755 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-07 16:35:12 | Considered 10000000 tracks for input to MVA evaluation 2016-02-07 16:35:12 | Sel. Eff. = 100% 2016-02-07 16:35:12 | Selected 10000000 tracks for input to MVA evaluation 2016-02-07 16:35:12 | Ghost percentage = 60.2935% 2016-02-07 16:35:12 | Electron percentage = 0.21073% 2016-02-07 16:35:12 | Muon percentage = 1.77719% 2016-02-07 16:35:12 | Pion percentage = 29.1714% 2016-02-07 16:35:12 | Kaon percentage = 2.73801% 2016-02-07 16:35:12 | Proton percentage = 5.7911% 2016-02-07 16:35:12 | Unknown Particle type 3112 2016-02-07 16:35:12 | percentage = 0.00611% 2016-02-07 16:35:12 | Unknown Particle type 3222 2016-02-07 16:35:12 | percentage = 0.00941% 2016-02-07 16:35:12 | Unknown Particle type 3312 2016-02-07 16:35:12 | percentage = 0.00252% 2016-02-07 16:35:12 | Unknown Particle type 3334 2016-02-07 16:35:12 | percentage = 8e-05% 2016-02-07 16:35:12 | Making Input Variable plots 2016-02-07 16:35:22 | Making MVA V Input Variable plots 2016-02-07 16:35:26 | Making DLL V Input Variable plots 2016-02-07 16:35:31 | Making purity plots 2016-02-07 16:35:31 | Making MVA Output plots 2016-02-07 16:35:32 | Making DLL Output plots 2016-02-07 16:35:32 | Making MVA DLL Correlation plots 2016-02-07 16:35:32 | Making MVA V P eff plots 2016-02-07 16:35:41 | Making DLL V P eff plots 2016-02-07 16:35:54 | Making MVA eff. V DLL cut plots 2016-02-07 16:36:00 | Making DLL eff. V MVA cut plots 2016-02-07 16:36:04 | Making final performance plots ... 2016-02-07 16:36:05 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:05 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:05 | Creating Eff V Electron MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:05 | Creating Eff V Ghost MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVGhostMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:05 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:06 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:06 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamPionEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-07 16:36:06 | Closing Downstream-Pion-evaluation.root 2016-02-07 16:36:43 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Sun Feb 7 16:36:46 GMT 2016