Sat Feb 6 20:58:40 GMT 2016 Linux cl011 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/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Electron_Upstream_ANN.txt' -> `./GlobalPID_Electron_Upstream_ANN.txt' 2016-02-06 20:58:44 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-06 20:58:48 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/GlobalPID_Electron_Upstream_ANN.txt 2016-02-06 20:58:48 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/train-config.txt 2016-02-06 20:58:48 | Particle type = Electron 2016-02-06 20:58:48 | Background types = All 2016-02-06 20:58:48 | Training Mix = NaturalMix 2016-02-06 20:58:48 | Track type = Upstream 2016-02-06 20:58:48 | Track PresSel = NoTrackPreSelection.txt 2016-02-06 20:58:48 | Network type = TMVA 2016-02-06 20:58:48 | Ghost treatment = Ghosts Ghosts 2016-02-06 20:58:48 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-06 20:58:48 | Reweighting = NoReweight 2016-02-06 20:58:48 | Output file = GlobalPID_Electron_Upstream_TMVA.weights.xml 2016-02-06 20:58:48 | Skipping input #TrackCloneDist 2016-02-06 20:58:48 | Skipping input #RichUsedR2Gas 2016-02-06 20:58:48 | Skipping input #RichAboveElThres 2016-02-06 20:58:48 | Skipping input #RichAbovePiThres 2016-02-06 20:58:48 | Skipping input #RichAbovePrThres 2016-02-06 20:58:48 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-06 20:58:48 | -> # very very loose. Essentially no cuts 2016-02-06 20:58:48 | -> TrackP > 0 2016-02-06 20:58:48 | -> TrackPt > 0 2016-02-06 20:58:48 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-06 20:58:48 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-06 20:58:48 | Training sample size = 1800000 2016-02-06 20:58:48 | Evaluation sample size = 10000000 2016-02-06 20:58:48 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/MVA.txt 2016-02-06 20:58:48 | -> NBTASK = CLA 2016-02-06 20:58:48 | -> NBMOM = 0.0 2016-02-06 20:58:48 | -> NBREG = ALL 2016-02-06 20:58:48 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-06 20:58:48 | -> TMVATESTFRAC = 0.3 2016-02-06 20:58:48 | -> HiddenLayerScaleFactor = 1.2 2016-02-06 20:58:48 | -> GhostAcceptFraction = 0.01 2016-02-06 20:58:48 | -> KaonAcceptFraction = 1.0 2016-02-06 20:58:48 | -> ProtonAcceptFraction = 1.0 2016-02-06 20:58:48 | -> ReuseTrainingFiles = 0 2016-02-06 20:58:48 | -> TrainingYear = MC2015Sim09Dev03 2016-02-06 20:58:48 | -> TMVAMETHOD = MLP 2016-02-06 20:58:48 | -> TMVAUSEREGULATOR = false 2016-02-06 20:58:48 | -> TMVAMLPNCYCLES = 750 2016-02-06 20:58:48 | -> TMVAVARTRANSFORM = Norm 2016-02-06 20:58:48 | -> TMVAMLPNEURONTYPE = tanh 2016-02-06 20:58:48 | -> TMVAMLPMETHOD = BP 2016-02-06 20:58:48 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-06 20:58:48 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-06 20:58:48 | -> TMVAMLPCONVTEST = 15 2016-02-06 20:58:48 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-06 20:58:48 | -> TMVABDTNTREES = 800 2016-02-06 20:58:48 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-06 20:58:48 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-06 20:58:48 | Node layer two scale = 1.2 2016-02-06 20:58:48 | Input layer has 18 nodes, hidden layer has 20 nodes 2016-02-06 20:58:48 | Ghost Accept Fraction = 0.01 2016-02-06 20:58:48 | Proton Accept Fraction = 1 2016-02-06 20:58:48 | Kaon Accept Fraction = 1 2016-02-06 20:58:48 | Training data year = MC2015Sim09Dev03 2016-02-06 20:58:48 | Evaluation data year = MC12 2016-02-06 20:58:48 | TMVA Output ROOT file Upstream-Electron-TMVA.root 2016-02-06 20:58:48 | 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 : 2016-02-06 20:58:48 | Input TrackP Type F 2016-02-06 20:58:48 | Input TrackPt Type F 2016-02-06 20:58:48 | Input TrackChi2PerDof Type F 2016-02-06 20:58:48 | Input TrackNumDof Type I 2016-02-06 20:58:48 | Input TrackGhostProbability Type F 2016-02-06 20:58:48 | Input TrackFitVeloChi2 Type F 2016-02-06 20:58:48 | Input TrackFitVeloNDoF Type I 2016-02-06 20:58:48 | Input RichUsedR1Gas Type I 2016-02-06 20:58:48 | Input RichAboveMuThres Type I 2016-02-06 20:58:48 | Input RichAboveKaThres Type I 2016-02-06 20:58:48 | Input RichDLLe Type F 2016-02-06 20:58:48 | Input RichDLLmu Type F 2016-02-06 20:58:48 | Input RichDLLk Type F 2016-02-06 20:58:48 | Input RichDLLp Type F 2016-02-06 20:58:48 | Input RichDLLbt Type F 2016-02-06 20:58:48 | Input InAccBrem Type I 2016-02-06 20:58:48 | Input BremPIDe Type F 2016-02-06 20:58:48 | Input Data file = TrainingFiles-Mixture.txt 2016-02-06 20:58:48 | Using 552 data files 2016-02-06 20:58:48 | Training Datafile Selection hash = 11409586698025869281 2016-02-06 20:58:48 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:58:48 | -> Pre-selected 98614 entries from 124162 ( 79.4237 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2016-02-06 20:58:52 | -> Selected 98614 entries ( 79.4237 % ). Overall 68912 ( 3.82844 % ) of required 1800000 entries. 2016-02-06 20:58:52 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:58:52 | -> Pre-selected 105733 entries from 135973 ( 77.7603 % ) 2016-02-06 20:58:56 | -> Selected 105733 entries ( 77.7603 % ). Overall 142616 ( 7.92311 % ) of required 1800000 entries. 2016-02-06 20:58:56 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:58:57 | -> Pre-selected 534314 entries from 687186 ( 77.7539 % ) 2016-02-06 20:59:17 | -> Selected 534314 entries ( 77.7539 % ). Overall 515606 ( 28.6448 % ) of required 1800000 entries. 2016-02-06 20:59:17 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:59:19 | -> Pre-selected 508362 entries from 653314 ( 77.8128 % ) 2016-02-06 20:59:37 | -> Selected 508362 entries ( 77.8128 % ). Overall 870675 ( 48.3708 % ) of required 1800000 entries. 2016-02-06 20:59:37 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:59:39 | -> Pre-selected 504177 entries from 645930 ( 78.0544 % ) 2016-02-06 20:59:58 | -> Selected 504177 entries ( 78.0544 % ). Overall 1221992 ( 67.8884 % ) of required 1800000 entries. 2016-02-06 20:59:58 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 20:59:59 | -> Pre-selected 505469 entries from 650774 ( 77.672 % ) 2016-02-06 21:00:18 | -> Selected 505469 entries ( 77.672 % ). Overall 1575363 ( 87.5202 % ) of required 1800000 entries. 2016-02-06 21:00:18 | Using training file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-06 21:00:20 | -> Pre-selected 527359 entries from 679639 ( 77.594 % ) 2016-02-06 21:00:33 | -> Selected 321783 entries ( 47.3462 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-06 21:00:33 | Considered 2578452 tracks for input to MVA training 2016-02-06 21:00:33 | Sel. Eff. = 100% 2016-02-06 21:00:33 | Selected 1807464/770988 tracks for input to MVA training/testing 2016-02-06 21:00:33 | Ghost percentage = 0.292222% 2016-02-06 21:00:33 | Electron percentage = 1.01806% 2016-02-06 21:00:33 | Muon percentage = 0.807111% 2016-02-06 21:00:33 | Pion percentage = 79.0086% 2016-02-06 21:00:33 | Kaon percentage = 12.9468% 2016-02-06 21:00:33 | Proton percentage = 5.94394% 2016-02-06 21:00:33 | Unknown Particle type 3112 2016-02-06 21:00:33 | percentage = 0.119222% 2016-02-06 21:00:33 | Unknown Particle type 3222 2016-02-06 21:00:33 | percentage = 0.104556% 2016-02-06 21:00:33 | Unknown Particle type 3312 2016-02-06 21:00:33 | percentage = 0.0507778% 2016-02-06 21:00:33 | Unknown Particle type 3334 2016-02-06 21:00:33 | percentage = 0.000888889% 2016-02-06 21:00:33 | Unknown Particle type 4122 2016-02-06 21:00:33 | percentage = 5.55556e-05% --- Factory : Add Tree TrainAssignTree_Background of type Background with 1786935 events --- Factory : Add Tree TestAssignTree_Background of type Background with 765480 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 18325 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 7712 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2016-02-06 21:00:33 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=20:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Electron_Upstream_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=20: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] --- Electron_Upstream_TMVA : Parsing option string: --- Electron_Upstream_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=20:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Electron_Upstream_TMVA : The following options are set: --- Electron_Upstream_TMVA : - By User: --- Electron_Upstream_TMVA : NCycles: "750" [Number of training cycles] --- Electron_Upstream_TMVA : HiddenLayers: "20" [Specification of hidden layer architecture] --- Electron_Upstream_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Electron_Upstream_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Electron_Upstream_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Electron_Upstream_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)"] --- Electron_Upstream_TMVA : H: "True" [Print method-specific help message] --- Electron_Upstream_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Electron_Upstream_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Electron_Upstream_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Electron_Upstream_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Electron_Upstream_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Electron_Upstream_TMVA : - Default: --- Electron_Upstream_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Electron_Upstream_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Electron_Upstream_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Electron_Upstream_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Electron_Upstream_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Electron_Upstream_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Electron_Upstream_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Electron_Upstream_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Electron_Upstream_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Electron_Upstream_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Electron_Upstream_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.] --- Electron_Upstream_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Electron_Upstream_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Electron_Upstream_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Electron_Upstream_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Electron_Upstream_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Electron_Upstream_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Electron_Upstream_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Electron_Upstream_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Electron_Upstream_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] --- Electron_Upstream_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 'TrackFitVeloChi2' (index=5). <---> Output : variable 'TrackFitVeloChi2' (index=5). --- Norm : Input : variable 'TrackFitVeloNDoF' (index=6). <---> Output : variable 'TrackFitVeloNDoF' (index=6). --- Norm : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Norm : Input : variable 'RichAboveMuThres' (index=8). <---> Output : variable 'RichAboveMuThres' (index=8). --- Norm : Input : variable 'RichAboveKaThres' (index=9). <---> Output : variable 'RichAboveKaThres' (index=9). --- Norm : Input : variable 'RichDLLe' (index=10). <---> Output : variable 'RichDLLe' (index=10). --- Norm : Input : variable 'RichDLLmu' (index=11). <---> Output : variable 'RichDLLmu' (index=11). --- Norm : Input : variable 'RichDLLk' (index=12). <---> Output : variable 'RichDLLk' (index=12). --- Norm : Input : variable 'RichDLLp' (index=13). <---> Output : variable 'RichDLLp' (index=13). --- Norm : Input : variable 'RichDLLbt' (index=14). <---> Output : variable 'RichDLLbt' (index=14). --- Norm : Input : variable 'InAccBrem' (index=15). <---> Output : variable 'InAccBrem' (index=15). --- Norm : Input : variable 'BremPIDe' (index=16). <---> Output : variable 'BremPIDe' (index=16). --- Electron_Upstream_TMVA : Building Network --- Electron_Upstream_TMVA : Initializing weights 2016-02-06 21:00:33 | 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_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (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_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (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 "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Background -- number of events : 2552415 / sum of weights: 2.55242e+06 --- DataSetFactory : Signal -- number of events : 26037 / sum of weights: 26037 --- DataSetFactory : Background tree -- total number of entries: 2552415 --- DataSetFactory : Signal tree -- total number of entries: 26037 --- 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 (Background): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitVeloChi2 TrackFitVeloNDoF RichUsedR1Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.650 +0.072 +0.000 +0.015 +0.010 -0.009 -0.096 +0.021 +0.144 -0.093 -0.096 -0.096 -0.096 -0.097 -0.160 -0.160 --- DataSetInfo : TrackPt: +0.650 +1.000 +0.057 -0.011 +0.012 +0.007 -0.017 +0.011 +0.064 +0.104 +0.011 +0.010 +0.011 +0.011 +0.011 -0.025 -0.025 --- DataSetInfo : TrackChi2PerDof: +0.072 +0.057 +1.000 +0.084 +0.294 +0.593 +0.055 +0.037 +0.158 +0.143 +0.041 +0.037 +0.038 +0.037 +0.037 -0.079 -0.079 --- DataSetInfo : TrackNumDof: +0.000 -0.011 +0.084 +1.000 -0.163 +0.619 +0.983 +0.235 +0.280 +0.189 +0.245 +0.236 +0.233 +0.232 +0.232 +0.209 +0.209 --- DataSetInfo : TrackGhostProbability: +0.015 +0.012 +0.294 -0.163 +1.000 -0.040 -0.079 -0.127 -0.163 -0.029 -0.124 -0.126 -0.126 -0.125 -0.125 -0.019 -0.019 --- DataSetInfo : TrackFitVeloChi2: +0.010 +0.007 +0.593 +0.619 -0.040 +1.000 +0.616 +0.164 +0.210 +0.153 +0.170 +0.164 +0.163 +0.162 +0.162 +0.135 +0.135 --- DataSetInfo : TrackFitVeloNDoF: -0.009 -0.017 +0.055 +0.983 -0.079 +0.616 +1.000 +0.203 +0.214 +0.161 +0.212 +0.204 +0.201 +0.201 +0.200 +0.232 +0.232 --- DataSetInfo : RichUsedR1Gas: -0.096 +0.011 +0.037 +0.235 -0.127 +0.164 +0.203 +1.000 +0.438 +0.140 +0.999 +1.000 +1.000 +1.000 +1.000 +0.506 +0.506 --- DataSetInfo : RichAboveMuThres: +0.021 +0.064 +0.158 +0.280 -0.163 +0.210 +0.214 +0.438 +1.000 +0.319 +0.442 +0.433 +0.434 +0.434 +0.433 +0.177 +0.177 --- DataSetInfo : RichAboveKaThres: +0.144 +0.104 +0.143 +0.189 -0.029 +0.153 +0.161 +0.140 +0.319 +1.000 +0.154 +0.141 +0.138 +0.135 +0.133 -0.081 -0.082 --- DataSetInfo : RichDLLe: -0.093 +0.011 +0.041 +0.245 -0.124 +0.170 +0.212 +0.999 +0.442 +0.154 +1.000 +0.999 +0.999 +0.999 +0.999 +0.504 +0.504 --- DataSetInfo : RichDLLmu: -0.096 +0.010 +0.037 +0.236 -0.126 +0.164 +0.204 +1.000 +0.433 +0.141 +0.999 +1.000 +0.999 +0.999 +0.999 +0.506 +0.506 --- DataSetInfo : RichDLLk: -0.096 +0.011 +0.038 +0.233 -0.126 +0.163 +0.201 +1.000 +0.434 +0.138 +0.999 +0.999 +1.000 +1.000 +1.000 +0.506 +0.506 --- DataSetInfo : RichDLLp: -0.096 +0.011 +0.037 +0.232 -0.125 +0.162 +0.201 +1.000 +0.434 +0.135 +0.999 +0.999 +1.000 +1.000 +1.000 +0.507 +0.507 --- DataSetInfo : RichDLLbt: -0.097 +0.011 +0.037 +0.232 -0.125 +0.162 +0.200 +1.000 +0.433 +0.133 +0.999 +0.999 +1.000 +1.000 +1.000 +0.507 +0.507 --- DataSetInfo : InAccBrem: -0.160 -0.025 -0.079 +0.209 -0.019 +0.135 +0.232 +0.506 +0.177 -0.081 +0.504 +0.506 +0.506 +0.507 +0.507 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.160 -0.025 -0.079 +0.209 -0.019 +0.135 +0.232 +0.506 +0.177 -0.082 +0.504 +0.506 +0.506 +0.507 +0.507 +1.000 +1.000 --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitVeloChi2 TrackFitVeloNDoF RichUsedR1Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.789 +0.091 -0.006 +0.008 +0.030 -0.015 -0.052 +0.047 +0.160 -0.056 -0.052 -0.053 -0.054 -0.054 -0.144 -0.144 --- DataSetInfo : TrackPt: +0.789 +1.000 +0.069 -0.008 +0.016 +0.024 -0.010 +0.016 +0.052 +0.099 +0.015 +0.016 +0.015 +0.015 +0.015 -0.015 -0.015 --- DataSetInfo : TrackChi2PerDof: +0.091 +0.069 +1.000 +0.051 +0.234 +0.615 +0.011 +0.070 +0.175 +0.108 +0.066 +0.070 +0.069 +0.068 +0.068 -0.092 -0.092 --- DataSetInfo : TrackNumDof: -0.006 -0.008 +0.051 +1.000 -0.150 +0.569 +0.979 +0.253 +0.212 +0.117 +0.239 +0.252 +0.252 +0.251 +0.251 +0.217 +0.217 --- DataSetInfo : TrackGhostProbability: +0.008 +0.016 +0.234 -0.150 +1.000 -0.046 -0.059 -0.171 -0.183 -0.059 -0.177 -0.171 -0.170 -0.170 -0.170 -0.003 -0.003 --- DataSetInfo : TrackFitVeloChi2: +0.030 +0.024 +0.615 +0.569 -0.046 +1.000 +0.563 +0.172 +0.199 +0.125 +0.163 +0.172 +0.171 +0.171 +0.171 +0.133 +0.133 --- DataSetInfo : TrackFitVeloNDoF: -0.015 -0.010 +0.011 +0.979 -0.059 +0.563 +1.000 +0.200 +0.135 +0.091 +0.186 +0.200 +0.199 +0.199 +0.199 +0.251 +0.251 --- DataSetInfo : RichUsedR1Gas: -0.052 +0.016 +0.070 +0.253 -0.171 +0.172 +0.200 +1.000 +0.399 +0.118 +0.998 +1.000 +1.000 +1.000 +1.000 +0.390 +0.390 --- DataSetInfo : RichAboveMuThres: +0.047 +0.052 +0.175 +0.212 -0.183 +0.199 +0.135 +0.399 +1.000 +0.296 +0.394 +0.400 +0.396 +0.396 +0.395 +0.087 +0.087 --- DataSetInfo : RichAboveKaThres: +0.160 +0.099 +0.108 +0.117 -0.059 +0.125 +0.091 +0.118 +0.296 +1.000 +0.101 +0.118 +0.110 +0.108 +0.107 -0.067 -0.067 --- DataSetInfo : RichDLLe: -0.056 +0.015 +0.066 +0.239 -0.177 +0.163 +0.186 +0.998 +0.394 +0.101 +1.000 +0.998 +0.999 +0.999 +0.999 +0.391 +0.391 --- DataSetInfo : RichDLLmu: -0.052 +0.016 +0.070 +0.252 -0.171 +0.172 +0.200 +1.000 +0.400 +0.118 +0.998 +1.000 +1.000 +1.000 +1.000 +0.389 +0.389 --- DataSetInfo : RichDLLk: -0.053 +0.015 +0.069 +0.252 -0.170 +0.171 +0.199 +1.000 +0.396 +0.110 +0.999 +1.000 +1.000 +1.000 +1.000 +0.391 +0.391 --- DataSetInfo : RichDLLp: -0.054 +0.015 +0.068 +0.251 -0.170 +0.171 +0.199 +1.000 +0.396 +0.108 +0.999 +1.000 +1.000 +1.000 +1.000 +0.391 +0.391 --- DataSetInfo : RichDLLbt: -0.054 +0.015 +0.068 +0.251 -0.170 +0.171 +0.199 +1.000 +0.395 +0.107 +0.999 +1.000 +1.000 +1.000 +1.000 +0.391 +0.391 --- DataSetInfo : InAccBrem: -0.144 -0.015 -0.092 +0.217 -0.003 +0.133 +0.251 +0.390 +0.087 -0.067 +0.391 +0.389 +0.391 +0.391 +0.391 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.144 -0.015 -0.092 +0.217 -0.003 +0.133 +0.251 +0.390 +0.087 -0.067 +0.391 +0.389 +0.391 +0.391 +0.391 +1.000 +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 'TrackFitVeloChi2' (index=5). <---> Output : variable 'TrackFitVeloChi2' (index=5). --- Id : Input : variable 'TrackFitVeloNDoF' (index=6). <---> Output : variable 'TrackFitVeloNDoF' (index=6). --- Id : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Id : Input : variable 'RichAboveMuThres' (index=8). <---> Output : variable 'RichAboveMuThres' (index=8). --- Id : Input : variable 'RichAboveKaThres' (index=9). <---> Output : variable 'RichAboveKaThres' (index=9). --- Id : Input : variable 'RichDLLe' (index=10). <---> Output : variable 'RichDLLe' (index=10). --- Id : Input : variable 'RichDLLmu' (index=11). <---> Output : variable 'RichDLLmu' (index=11). --- Id : Input : variable 'RichDLLk' (index=12). <---> Output : variable 'RichDLLk' (index=12). --- Id : Input : variable 'RichDLLp' (index=13). <---> Output : variable 'RichDLLp' (index=13). --- Id : Input : variable 'RichDLLbt' (index=14). <---> Output : variable 'RichDLLbt' (index=14). --- Id : Input : variable 'InAccBrem' (index=15). <---> Output : variable 'InAccBrem' (index=15). --- Id : Input : variable 'BremPIDe' (index=16). <---> Output : variable 'BremPIDe' (index=16). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 7110.7 41051. [ 100.49 4.9987e+06 ] --- TFHandler_Factory : TrackPt: 501.18 2977.4 [ 16.465 9.8343e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 0.89213 0.50102 [ 0.00097521 3.9981 ] --- TFHandler_Factory : TrackNumDof: 9.4845 2.8675 [ 4.0000 27.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.074813 0.092843 [ 0.0019242 0.40000 ] --- TFHandler_Factory : TrackFitVeloChi2: 5.7195 4.1464 [ 7.3440e-06 67.393 ] --- TFHandler_Factory : TrackFitVeloNDoF: 5.7445 2.7722 [ 1.0000 23.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.85580 0.35129 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.53157 0.49900 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.10349 0.30460 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -158.04 345.53 [ -999.00 152.43 ] --- TFHandler_Factory : RichDLLmu: -146.08 350.18 [ -999.00 115.13 ] --- TFHandler_Factory : RichDLLk: -145.44 350.53 [ -999.00 135.56 ] --- TFHandler_Factory : RichDLLp: -145.80 350.38 [ -999.00 123.22 ] --- TFHandler_Factory : RichDLLbt: -146.01 350.30 [ -999.00 50.929 ] --- TFHandler_Factory : InAccBrem: 0.88104 0.32374 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -118.85 323.42 [ -999.00 4.7915 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : Create scatter and profile plots in target-file directory: --- TFHandler_Factory : Upstream-Electron-TMVA.root:/InputVariables_Id/CorrelationPlots --- 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 : RichDLLe : 5.693e-01 --- IdTransformation : 2 : RichDLLmu : 2.105e-02 --- IdTransformation : 3 : RichAboveMuThres : 1.883e-02 --- IdTransformation : 4 : RichDLLbt : 1.882e-02 --- IdTransformation : 5 : RichDLLk : 1.815e-02 --- IdTransformation : 6 : RichDLLp : 1.599e-02 --- IdTransformation : 7 : TrackP : 1.467e-02 --- IdTransformation : 8 : TrackPt : 1.280e-02 --- IdTransformation : 9 : RichAboveKaThres : 8.494e-03 --- IdTransformation : 10 : RichUsedR1Gas : 4.725e-03 --- IdTransformation : 11 : TrackFitVeloNDoF : 4.072e-03 --- IdTransformation : 12 : TrackGhostProbability : 3.021e-03 --- IdTransformation : 13 : TrackChi2PerDof : 2.727e-03 --- IdTransformation : 14 : TrackNumDof : 2.527e-03 --- IdTransformation : 15 : BremPIDe : 2.399e-03 --- IdTransformation : 16 : InAccBrem : 5.043e-04 --- IdTransformation : 17 : TrackFitVeloChi2 : 3.839e-04 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Electron_Upstream_TMVA for Classification --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : ================================================================ --- Electron_Upstream_TMVA : H e l p f o r M V A m e t h o d [ Electron_Upstream_TMVA ] : --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : --- Short description: --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Electron_Upstream_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Electron_Upstream_TMVA : defined hidden layer architecture, while the number of input (output) --- Electron_Upstream_TMVA : nodes is determined by the input variables (output classes, i.e., --- Electron_Upstream_TMVA : signal and one background). --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : --- Performance optimisation: --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : Neural networks are stable and performing for a large variety of --- Electron_Upstream_TMVA : linear and non-linear classification problems. However, in contrast --- Electron_Upstream_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Electron_Upstream_TMVA : number of input variables that have only little discrimination power. --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Electron_Upstream_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Electron_Upstream_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Electron_Upstream_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Electron_Upstream_TMVA : tests, which is partly due to the slow convergence of its training --- Electron_Upstream_TMVA : (at least 10k training cycles are required to achieve approximately --- Electron_Upstream_TMVA : competitive results). --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Electron_Upstream_TMVA : full training sample into independent training and validation samples. --- Electron_Upstream_TMVA : We have found that in most high-energy physics applications the --- Electron_Upstream_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Electron_Upstream_TMVA : constrain the weights of the relatively simple architectures required --- Electron_Upstream_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Electron_Upstream_TMVA : the use of validation samples would only reduce the available training --- Electron_Upstream_TMVA : information. However, if the perrormance on the training sample is --- Electron_Upstream_TMVA : found to be significantly better than the one found with the inde- --- Electron_Upstream_TMVA : pendent test sample, caution is needed. The results for these samples --- Electron_Upstream_TMVA : are printed to standard output at the end of each training job. --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : --- Performance tuning via configuration options: --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Electron_Upstream_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Electron_Upstream_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Electron_Upstream_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Electron_Upstream_TMVA : in favour of more neurons in the first hidden layer. --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : The number of cycles should be above 500. As said, if the number of --- Electron_Upstream_TMVA : adjustable weights is small compared to the training sample size, --- Electron_Upstream_TMVA : using a large number of training samples should not lead to overtraining. --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : --- Electron_Upstream_TMVA : ================================================================ --- Electron_Upstream_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: TrackP: -0.99720 0.016425 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackPt: -0.99901 0.0060553 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackChi2PerDof: -0.55410 0.25069 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackNumDof: -0.52309 0.24935 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackGhostProbability: -0.63380 0.46646 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackFitVeloChi2: -0.83026 0.12305 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackFitVeloNDoF: -0.56868 0.25201 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichUsedR1Gas: 0.71160 0.70258 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveMuThres: 0.063148 0.99800 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveKaThres: -0.79301 0.60920 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLe: 0.46072 0.60017 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLmu: 0.53110 0.62861 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLk: 0.50466 0.61791 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLp: 0.52055 0.62444 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLbt: 0.62485 0.66728 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: InAccBrem: 0.76208 0.64748 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: BremPIDe: 0.75366 0.64439 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Upstream_TMVA : Begin training --- Electron_Upstream_TMVA : Training Network --- Electron_Upstream_TMVA : Inaccurate progress timing for MLP... --- Electron_Upstream_TMVA : End of training --- Electron_Upstream_TMVA : Elapsed time for training with 1805260 events: 2.42e+04 sec --- Electron_Upstream_TMVA : Create MVA output for classification on training sample --- Electron_Upstream_TMVA : Evaluation of Electron_Upstream_TMVA on training sample (1805260 events) --- Electron_Upstream_TMVA : Elapsed time for evaluation of 1805260 events: 12.5 sec --- Electron_Upstream_TMVA : Creating weight file in xml format: ./GlobalPID_Electron_Upstream_TMVA.weights.xml --- Electron_Upstream_TMVA : Creating standalone response class: ./GlobalPID_Electron_Upstream_TMVA.class.C --- Electron_Upstream_TMVA : Write special histos to file: Upstream-Electron-TMVA.root:/Method_MLP/Electron_Upstream_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Electron_Upstream_TMVA : Ranking result (top variable is best ranked) --- Electron_Upstream_TMVA : ---------------------------------------------- --- Electron_Upstream_TMVA : Rank : Variable : Importance --- Electron_Upstream_TMVA : ---------------------------------------------- --- Electron_Upstream_TMVA : 1 : RichDLLe : 2.222e+03 --- Electron_Upstream_TMVA : 2 : RichDLLmu : 1.738e+02 --- Electron_Upstream_TMVA : 3 : RichUsedR1Gas : 1.223e+02 --- Electron_Upstream_TMVA : 4 : TrackP : 1.075e+02 --- Electron_Upstream_TMVA : 5 : TrackPt : 8.923e+01 --- Electron_Upstream_TMVA : 6 : BremPIDe : 7.184e+01 --- Electron_Upstream_TMVA : 7 : RichDLLk : 5.734e+01 --- Electron_Upstream_TMVA : 8 : RichDLLbt : 5.038e+01 --- Electron_Upstream_TMVA : 9 : TrackFitVeloChi2 : 3.432e+01 --- Electron_Upstream_TMVA : 10 : RichDLLp : 3.313e+01 --- Electron_Upstream_TMVA : 11 : InAccBrem : 3.262e+01 --- Electron_Upstream_TMVA : 12 : RichAboveMuThres : 2.951e+01 --- Electron_Upstream_TMVA : 13 : RichAboveKaThres : 2.573e+01 --- Electron_Upstream_TMVA : 14 : TrackFitVeloNDoF : 2.329e+01 --- Electron_Upstream_TMVA : 15 : TrackNumDof : 1.329e+01 --- Electron_Upstream_TMVA : 16 : TrackChi2PerDof : 1.163e+01 --- Electron_Upstream_TMVA : 17 : TrackGhostProbability : 4.509e+00 --- Electron_Upstream_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Electron_Upstream_TMVA.weights.xml --- Electron_Upstream_TMVA : Read method "Electron_Upstream_TMVA" of type "MLP" --- Electron_Upstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Electron_Upstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Electron_Upstream_TMVA : Building Network --- Electron_Upstream_TMVA : Initializing weights 2016-02-07 03:45:59 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Electron_Upstream_TMVA for Classification performance --- Electron_Upstream_TMVA : Evaluation of Electron_Upstream_TMVA on testing sample (773192 events) --- Electron_Upstream_TMVA : Elapsed time for evaluation of 773192 events: 5.21 sec 2016-02-07 03:46:05 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Electron_Upstream_TMVA --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: TrackP: -0.99715 0.016607 [ -0.99997 0.80327 ] --- TFHandler_Electron_Ups...: TrackPt: -0.99901 0.0055978 [ -0.99999 0.55959 ] --- TFHandler_Electron_Ups...: TrackChi2PerDof: -0.55328 0.25140 [ -0.99951 0.99868 ] --- TFHandler_Electron_Ups...: TrackNumDof: -0.52286 0.24991 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackGhostProbability: -0.63320 0.46630 [ -0.99997 0.99996 ] --- TFHandler_Electron_Ups...: TrackFitVeloChi2: -0.82986 0.12344 [ -1.0000 0.49136 ] --- TFHandler_Electron_Ups...: TrackFitVeloNDoF: -0.56842 0.25259 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichUsedR1Gas: 0.70996 0.70425 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveMuThres: 0.063154 0.99800 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveKaThres: -0.79277 0.60952 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLe: 0.45930 0.60158 [ -1.0000 1.0285 ] --- TFHandler_Electron_Ups...: RichDLLmu: 0.52962 0.63010 [ -1.0000 0.99868 ] --- TFHandler_Electron_Ups...: RichDLLk: 0.50324 0.61938 [ -1.0000 0.97016 ] --- TFHandler_Electron_Ups...: RichDLLp: 0.51911 0.62593 [ -1.0000 0.98246 ] --- TFHandler_Electron_Ups...: RichDLLbt: 0.62331 0.66887 [ -1.0000 1.0004 ] --- TFHandler_Electron_Ups...: InAccBrem: 0.76136 0.64833 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: BremPIDe: 0.75295 0.64523 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Upstream_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Electron_Ups...: Plot event variables for Electron_Upstream_TMVA --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: TrackP: -0.99715 0.016607 [ -0.99997 0.80327 ] --- TFHandler_Electron_Ups...: TrackPt: -0.99901 0.0055978 [ -0.99999 0.55959 ] --- TFHandler_Electron_Ups...: TrackChi2PerDof: -0.55328 0.25140 [ -0.99951 0.99868 ] --- TFHandler_Electron_Ups...: TrackNumDof: -0.52286 0.24991 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: TrackGhostProbability: -0.63320 0.46630 [ -0.99997 0.99996 ] --- TFHandler_Electron_Ups...: TrackFitVeloChi2: -0.82986 0.12344 [ -1.0000 0.49136 ] --- TFHandler_Electron_Ups...: TrackFitVeloNDoF: -0.56842 0.25259 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichUsedR1Gas: 0.70996 0.70425 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveMuThres: 0.063154 0.99800 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichAboveKaThres: -0.79277 0.60952 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: RichDLLe: 0.45930 0.60158 [ -1.0000 1.0285 ] --- TFHandler_Electron_Ups...: RichDLLmu: 0.52962 0.63010 [ -1.0000 0.99868 ] --- TFHandler_Electron_Ups...: RichDLLk: 0.50324 0.61938 [ -1.0000 0.97016 ] --- TFHandler_Electron_Ups...: RichDLLp: 0.51911 0.62593 [ -1.0000 0.98246 ] --- TFHandler_Electron_Ups...: RichDLLbt: 0.62331 0.66887 [ -1.0000 1.0004 ] --- TFHandler_Electron_Ups...: InAccBrem: 0.76136 0.64833 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: BremPIDe: 0.75295 0.64523 [ -1.0000 1.0000 ] --- TFHandler_Electron_Ups...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Ups...: Create scatter and profile plots in target-file directory: --- TFHandler_Electron_Ups...: Upstream-Electron-TMVA.root:/Method_MLP/Electron_Upstream_TMVA/CorrelationPlots --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 10) --- Tools : zero variances for variables (5, 16) --- Tools : zero variances for variables (10, 5) --- Tools : zero variances for variables (16, 5) --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 4) --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (0, 6) --- Tools : zero variances for variables (0, 7) --- Tools : zero variances for variables (0, 8) --- Tools : zero variances for variables (0, 9) --- Tools : zero variances for variables (0, 10) --- Tools : zero variances for variables (0, 16) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 5) --- Tools : zero variances for variables (3, 10) --- Tools : zero variances for variables (3, 16) --- Tools : zero variances for variables (4, 0) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 3) --- Tools : zero variances for variables (5, 8) --- Tools : zero variances for variables (5, 9) --- Tools : zero variances for variables (5, 10) --- Tools : zero variances for variables (5, 16) --- Tools : zero variances for variables (6, 0) --- Tools : zero variances for variables (7, 0) --- Tools : zero variances for variables (8, 0) --- Tools : zero variances for variables (8, 5) --- Tools : zero variances for variables (8, 10) --- Tools : zero variances for variables (8, 16) --- Tools : zero variances for variables (9, 0) --- Tools : zero variances for variables (9, 5) --- Tools : zero variances for variables (9, 10) --- Tools : zero variances for variables (9, 16) --- Tools : zero variances for variables (10, 0) --- Tools : zero variances for variables (10, 3) --- Tools : zero variances for variables (10, 5) --- Tools : zero variances for variables (10, 8) --- Tools : zero variances for variables (10, 9) --- Tools : zero variances for variables (10, 16) --- Tools : zero variances for variables (16, 0) --- Tools : zero variances for variables (16, 3) --- Tools : zero variances for variables (16, 5) --- Tools : zero variances for variables (16, 8) --- Tools : zero variances for variables (16, 9) --- Tools : zero variances for variables (16, 10) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : ---------------------------------------------- --- Factory : Electron_Upstream_TMVA --- Factory : TrackP: -0.101 --- Factory : TrackPt: +0.044 --- Factory : TrackChi2PerDof: -0.091 --- Factory : TrackNumDof: -0.108 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitVeloChi2: -0.055 --- Factory : TrackFitVeloNDoF: -0.114 --- Factory : RichUsedR1Gas: +0.442 --- Factory : RichAboveMuThres: -0.003 --- Factory : RichAboveKaThres: -0.193 --- Factory : RichDLLe: +0.488 --- Factory : RichDLLmu: +0.441 --- Factory : RichDLLk: +0.446 --- Factory : RichDLLp: +0.446 --- Factory : RichDLLbt: +0.447 --- Factory : InAccBrem: +0.231 --- Factory : BremPIDe: +0.231 --- Factory : ---------------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : ---------------------------------------------- --- Factory : Electron_Upstream_TMVA --- Factory : TrackP: -0.004 --- Factory : TrackPt: -0.014 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: +0.000 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitVeloChi2: +0.000 --- Factory : TrackFitVeloNDoF: +0.000 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: -0.068 --- Factory : RichDLLmu: -0.082 --- Factory : RichDLLk: -0.084 --- Factory : RichDLLp: -0.084 --- Factory : RichDLLbt: -0.084 --- Factory : InAccBrem: +0.000 --- Factory : BremPIDe: -0.013 --- 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 : Electron_Upstream_TMVA: +0.011 --- 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 : Electron_Upstream_TMVA: 0.555(05) 0.807(04) 0.974(01) 0.948 | 0.435 0.919 --- 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 : Electron_Upstream_TMVA: 0.555 (0.556) 0.807 (0.807) 0.974 (0.974) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 773192 events --- Dataset:Default : Created tree 'TrainTree' with 1805260 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-07 03:51:23 | ... Complete :) 2016-02-07 03:51:23 | Finished... 2016-02-07 03:51:28 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-07 03:51:30 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/GlobalPID_Electron_Upstream_ANN.txt 2016-02-07 03:51:30 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/train-config.txt 2016-02-07 03:51:30 | Particle type = Electron 2016-02-07 03:51:30 | Background types = All 2016-02-07 03:51:30 | Training Mix = NaturalMix 2016-02-07 03:51:30 | Track type = Upstream 2016-02-07 03:51:30 | Track PresSel = NoTrackPreSelection.txt 2016-02-07 03:51:30 | Network type = TMVA 2016-02-07 03:51:30 | Ghost treatment = Ghosts Ghosts 2016-02-07 03:51:30 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-07 03:51:30 | Reweighting = NoReweight 2016-02-07 03:51:30 | Output file = GlobalPID_Electron_Upstream_TMVA.weights.xml 2016-02-07 03:51:30 | Skipping input #TrackCloneDist 2016-02-07 03:51:30 | Skipping input #RichUsedR2Gas 2016-02-07 03:51:30 | Skipping input #RichAboveElThres 2016-02-07 03:51:30 | Skipping input #RichAbovePiThres 2016-02-07 03:51:30 | Skipping input #RichAbovePrThres 2016-02-07 03:51:30 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-07 03:51:30 | -> # very very loose. Essentially no cuts 2016-02-07 03:51:30 | -> TrackP > 0 2016-02-07 03:51:30 | -> TrackPt > 0 2016-02-07 03:51:30 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 03:51:30 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 03:51:30 | Training sample size = 1800000 2016-02-07 03:51:30 | Evaluation sample size = 10000000 2016-02-07 03:51:30 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.01/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Upstream/MVA.txt 2016-02-07 03:51:30 | -> NBTASK = CLA 2016-02-07 03:51:30 | -> NBMOM = 0.0 2016-02-07 03:51:30 | -> NBREG = ALL 2016-02-07 03:51:30 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-07 03:51:30 | -> TMVATESTFRAC = 0.3 2016-02-07 03:51:30 | -> HiddenLayerScaleFactor = 1.2 2016-02-07 03:51:30 | -> GhostAcceptFraction = 0.01 2016-02-07 03:51:30 | -> KaonAcceptFraction = 1.0 2016-02-07 03:51:30 | -> ProtonAcceptFraction = 1.0 2016-02-07 03:51:30 | -> ReuseTrainingFiles = 0 2016-02-07 03:51:30 | -> TrainingYear = MC2015Sim09Dev03 2016-02-07 03:51:30 | -> TMVAMETHOD = MLP 2016-02-07 03:51:30 | -> TMVAUSEREGULATOR = false 2016-02-07 03:51:30 | -> TMVAMLPNCYCLES = 750 2016-02-07 03:51:30 | -> TMVAVARTRANSFORM = Norm 2016-02-07 03:51:30 | -> TMVAMLPNEURONTYPE = tanh 2016-02-07 03:51:30 | -> TMVAMLPMETHOD = BP 2016-02-07 03:51:30 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-07 03:51:30 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-07 03:51:30 | -> TMVAMLPCONVTEST = 15 2016-02-07 03:51:30 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-07 03:51:30 | -> TMVABDTNTREES = 800 2016-02-07 03:51:30 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-07 03:51:30 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-07 03:51:30 | Reading Parameters file = Eval.txt 2016-02-07 03:51:30 | -> EVALMODE = EvalWithPreSel 2016-02-07 03:51:30 | -> EVALDATA = Mixture 2016-02-07 03:51:30 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-07 03:51:30 | Node layer two scale = 1.2 2016-02-07 03:51:30 | Input layer has 18 nodes, hidden layer has 20 nodes 2016-02-07 03:51:30 | Ghost Accept Fraction = 0.01 2016-02-07 03:51:30 | Proton Accept Fraction = 1 2016-02-07 03:51:30 | Kaon Accept Fraction = 1 2016-02-07 03:51:30 | Training data year = MC2015Sim09Dev03 2016-02-07 03:51:30 | Evaluation data year = MC2015Sim09Dev03 2016-02-07 03:51:30 | Input Data file = TrainingFiles-Mixture.txt 2016-02-07 03:51:30 | Using 552 data files 2016-02-07 03:51:30 | Training Datafile Selection hash = 11409586698025869281 2016-02-07 03:51:30 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:51:31 | -> Pre-selected 98614 entries from 124162 ( 79.4237 % ) 2016-02-07 03:51:34 | -> Selected 98614 entries ( 79.4237 % ). Overall 98363 ( 5.46461 % ) of required 1800000 entries. 2016-02-07 03:51:34 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:51:34 | -> Pre-selected 105733 entries from 135973 ( 77.7603 % ) 2016-02-07 03:51:37 | -> Selected 105733 entries ( 77.7603 % ). Overall 203799 ( 11.3222 % ) of required 1800000 entries. 2016-02-07 03:51:37 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:51:39 | -> Pre-selected 534314 entries from 687186 ( 77.7539 % ) 2016-02-07 03:51:56 | -> Selected 534314 entries ( 77.7539 % ). Overall 736603 ( 40.9224 % ) of required 1800000 entries. 2016-02-07 03:51:56 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:51:57 | -> Pre-selected 508362 entries from 653314 ( 77.8128 % ) 2016-02-07 03:52:14 | -> Selected 508362 entries ( 77.8128 % ). Overall 1243482 ( 69.0823 % ) of required 1800000 entries. 2016-02-07 03:52:14 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:52:15 | -> Pre-selected 504177 entries from 645930 ( 78.0544 % ) 2016-02-07 03:52:32 | -> Selected 504177 entries ( 78.0544 % ). Overall 1746172 ( 97.0096 % ) of required 1800000 entries. 2016-02-07 03:52:32 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:52:33 | -> Pre-selected 505469 entries from 650774 ( 77.672 % ) 2016-02-07 03:52:38 | -> Selected 54005 entries ( 8.29858 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-07 03:52:38 | Considered 1805205 tracks for input to MVA training 2016-02-07 03:52:38 | Sel. Eff. = 100% 2016-02-07 03:52:38 | Selected 1805205/0 tracks for input to MVA training/testing 2016-02-07 03:52:38 | Ghost percentage = 0.289167% 2016-02-07 03:52:38 | Electron percentage = 0.990389% 2016-02-07 03:52:38 | Muon percentage = 0.805% 2016-02-07 03:52:38 | Pion percentage = 78.8886% 2016-02-07 03:52:38 | Kaon percentage = 13.0899% 2016-02-07 03:52:38 | Unknown Particle type 411 2016-02-07 03:52:38 | percentage = 0.000111111% 2016-02-07 03:52:38 | Proton percentage = 5.94733% 2016-02-07 03:52:38 | Unknown Particle type 3112 2016-02-07 03:52:38 | percentage = 0.122667% 2016-02-07 03:52:38 | Unknown Particle type 3222 2016-02-07 03:52:38 | percentage = 0.105611% 2016-02-07 03:52:38 | Unknown Particle type 3312 2016-02-07 03:52:38 | percentage = 0.0492778% 2016-02-07 03:52:38 | Unknown Particle type 3334 2016-02-07 03:52:38 | percentage = 0.00111111% 2016-02-07 03:52:38 | Unknown Particle type 4122 2016-02-07 03:52:38 | percentage = 5.55556e-05% 2016-02-07 03:52:38 | Created Plots directory Upstream-Electron-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-07 03:52:38 | Making plots for input BremPIDe 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.0100 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.0250 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.0500 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.0750 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.1000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.1250 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.1500 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.1750 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.2000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.3000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.3500 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.4000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.4500 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.5000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.6000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.7000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.8000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.9000 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.9500 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.9750 2016-02-07 03:52:38 | Creating ROOT directory MVAcut0.9900 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-8.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-7.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-6.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-5.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-5.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-4.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-4.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-3.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-3.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-2.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-2.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-1.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-1.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut-0.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut0.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut0.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut1.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut1.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut2.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut2.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut3.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut3.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut4.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut4.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut5.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut5.5000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut6.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut7.0000 2016-02-07 03:52:38 | Creating ROOT directory DLLcut8.0000 2016-02-07 03:52:38 | Making plots for input InAccBrem 2016-02-07 03:52:38 | Making plots for input RichAboveKaThres 2016-02-07 03:52:38 | Making plots for input RichAboveMuThres 2016-02-07 03:52:38 | Making plots for input RichDLLbt 2016-02-07 03:52:38 | Making plots for input RichDLLe 2016-02-07 03:52:38 | Making plots for input RichDLLk 2016-02-07 03:52:38 | Making plots for input RichDLLmu 2016-02-07 03:52:38 | Making plots for input RichDLLp 2016-02-07 03:52:38 | Making plots for input RichUsedR1Gas 2016-02-07 03:52:38 | Making plots for input TrackChi2PerDof 2016-02-07 03:52:38 | Making plots for input TrackFitVeloChi2 2016-02-07 03:52:38 | Making plots for input TrackFitVeloNDoF 2016-02-07 03:52:38 | Making plots for input TrackGhostProbability 2016-02-07 03:52:38 | Making plots for input TrackLikelihood 2016-02-07 03:52:38 | Making plots for input TrackNumDof 2016-02-07 03:52:38 | Making plots for input TrackP 2016-02-07 03:52:38 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Electron_Upstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Electron_Upstream_TMVA.weights.xml --- Electron_Upstream_TMVA : Read method "Electron_Upstream_TMVA" of type "MLP" --- Electron_Upstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Electron_Upstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 --- Electron_Upstream_TMVA : Building Network --- Electron_Upstream_TMVA : Initializing weights --- Reader : Booked classifier "Electron_Upstream_TMVA" of type: "MLP" 2016-02-07 03:52:38 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 03:52:38 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 03:52:38 | Evaluation mode 'EvalWithPreSel' 2016-02-07 03:52:38 | Will apply all track pre-selections during evaluation 2016-02-07 03:52:38 | Evaluation Datafile Selection hash = 11409586698025869281 2016-02-07 03:52:38 | Using evaluation file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:52:39 | -> Pre-selected 679639 entries from 679639 ( 100 % ) 2016-02-07 03:55:34 | -> Selected 679639 entries ( 100 % ). Overall 679639 ( 6.79639 % ) of required 10000000 entries. 2016-02-07 03:55:34 | Using evaluation file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:55:35 | -> Pre-selected 663439 entries from 663439 ( 100 % ) 2016-02-07 03:58:25 | -> Selected 663439 entries ( 100 % ). Overall 1343078 ( 13.4308 % ) of required 10000000 entries. 2016-02-07 03:58:25 | Using evaluation file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 03:58:26 | -> Pre-selected 682146 entries from 682146 ( 100 % ) 2016-02-07 04:01:21 | -> Selected 682146 entries ( 100 % ). Overall 2025224 ( 20.2522 % ) of required 10000000 entries. 2016-02-07 04:01:21 | Using evaluation file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:01:22 | -> Pre-selected 653904 entries from 653904 ( 100 % ) 2016-02-07 04:04:09 | -> Selected 653904 entries ( 100 % ). Overall 2679128 ( 26.7913 % ) of required 10000000 entries. 2016-02-07 04:04:09 | Using evaluation file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:04:10 | -> Pre-selected 667085 entries from 667085 ( 100 % ) 2016-02-07 04:07:01 | -> Selected 667085 entries ( 100 % ). Overall 3346213 ( 33.4621 % ) of required 10000000 entries. 2016-02-07 04:07:01 | Using evaluation file (12/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:07:03 | -> Pre-selected 660336 entries from 660336 ( 100 % ) 2016-02-07 04:09:52 | -> Selected 660336 entries ( 100 % ). Overall 4006549 ( 40.0655 % ) of required 10000000 entries. 2016-02-07 04:09:52 | Using evaluation file (13/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:09:53 | -> Pre-selected 652593 entries from 652593 ( 100 % ) 2016-02-07 04:12:40 | -> Selected 652593 entries ( 100 % ). Overall 4659142 ( 46.5914 % ) of required 10000000 entries. 2016-02-07 04:12:40 | Using evaluation file (14/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:12:41 | -> Pre-selected 677469 entries from 677469 ( 100 % ) 2016-02-07 04:15:35 | -> Selected 677469 entries ( 100 % ). Overall 5336611 ( 53.3661 % ) of required 10000000 entries. 2016-02-07 04:15:35 | Using evaluation file (15/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:15:36 | -> Pre-selected 553782 entries from 553782 ( 100 % ) 2016-02-07 04:17:57 | -> Selected 553782 entries ( 100 % ). Overall 5890393 ( 58.9039 % ) of required 10000000 entries. 2016-02-07 04:17:57 | Using evaluation file (16/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:17:58 | -> Pre-selected 655648 entries from 655648 ( 100 % ) 2016-02-07 04:20:45 | -> Selected 655648 entries ( 100 % ). Overall 6546041 ( 65.4604 % ) of required 10000000 entries. 2016-02-07 04:20:45 | Using evaluation file (17/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:20:46 | -> Pre-selected 678214 entries from 678214 ( 100 % ) 2016-02-07 04:23:42 | -> Selected 678214 entries ( 100 % ). Overall 7224255 ( 72.2425 % ) of required 10000000 entries. 2016-02-07 04:23:42 | Using evaluation file (18/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:23:42 | -> Pre-selected 390074 entries from 390074 ( 100 % ) 2016-02-07 04:25:24 | -> Selected 390074 entries ( 100 % ). Overall 7614329 ( 76.1433 % ) of required 10000000 entries. 2016-02-07 04:25:24 | Using evaluation file (19/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:25:25 | -> Pre-selected 674602 entries from 674602 ( 100 % ) 2016-02-07 04:28:20 | -> Selected 674602 entries ( 100 % ). Overall 8288931 ( 82.8893 % ) of required 10000000 entries. 2016-02-07 04:28:20 | Using evaluation file (20/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:28:21 | -> Pre-selected 678073 entries from 678073 ( 100 % ) 2016-02-07 04:31:18 | -> Selected 678073 entries ( 100 % ). Overall 8967004 ( 89.67 % ) of required 10000000 entries. 2016-02-07 04:31:18 | Using evaluation file (21/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:31:19 | -> Pre-selected 680463 entries from 680463 ( 100 % ) 2016-02-07 04:34:17 | -> Selected 680463 entries ( 100 % ). Overall 9647467 ( 96.4747 % ) of required 10000000 entries. 2016-02-07 04:34:17 | Using evaluation file (22/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.11409586698025869281 Tuple=ANNPID/DecayTree 2016-02-07 04:34:18 | -> Pre-selected 629146 entries from 629146 ( 100 % ) 2016-02-07 04:35:50 | -> Selected 352533 entries ( 56.0336 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-07 04:35:50 | Considered 10000000 tracks for input to MVA evaluation 2016-02-07 04:35:50 | Sel. Eff. = 100% 2016-02-07 04:35:50 | Selected 10000000 tracks for input to MVA evaluation 2016-02-07 04:35:50 | Ghost percentage = 22.5781% 2016-02-07 04:35:50 | Electron percentage = 0.82818% 2016-02-07 04:35:50 | Muon percentage = 0.50157% 2016-02-07 04:35:50 | Pion percentage = 61.4444% 2016-02-07 04:35:50 | Kaon percentage = 9.8393% 2016-02-07 04:35:50 | Unknown Particle type 411 2016-02-07 04:35:50 | percentage = 5e-05% 2016-02-07 04:35:50 | Unknown Particle type 521 2016-02-07 04:35:50 | percentage = 3e-05% 2016-02-07 04:35:50 | Proton percentage = 4.59251% 2016-02-07 04:35:50 | Unknown Particle type 3112 2016-02-07 04:35:50 | percentage = 0.09268% 2016-02-07 04:35:50 | Unknown Particle type 3222 2016-02-07 04:35:50 | percentage = 0.08213% 2016-02-07 04:35:50 | Unknown Particle type 3312 2016-02-07 04:35:50 | percentage = 0.04021% 2016-02-07 04:35:50 | Unknown Particle type 3334 2016-02-07 04:35:50 | percentage = 0.00078% 2016-02-07 04:35:50 | Unknown Particle type 4122 2016-02-07 04:35:50 | percentage = 1e-05% 2016-02-07 04:35:50 | Making Input Variable plots 2016-02-07 04:36:03 | Making MVA V Input Variable plots 2016-02-07 04:36:10 | Making DLL V Input Variable plots 2016-02-07 04:36:15 | Making purity plots 2016-02-07 04:36:16 | Making MVA Output plots 2016-02-07 04:36:17 | Making DLL Output plots 2016-02-07 04:36:17 | Making MVA DLL Correlation plots 2016-02-07 04:36:18 | Making MVA V P eff plots 2016-02-07 04:36:28 | Making DLL V P eff plots 2016-02-07 04:36:51 | Making MVA eff. V DLL cut plots 2016-02-07 04:37:05 | Making DLL eff. V MVA cut plots 2016-02-07 04:37:14 | Making final performance plots ... 2016-02-07 04:37:15 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:15 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:16 | Creating Eff V Ghost MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVGhostMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:16 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:16 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:16 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:17 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/UpstreamElectronEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.01-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2016-02-07 04:37:17 | Closing Upstream-Electron-evaluation.root 2016-02-07 04:38:06 | 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 04:38:08 GMT 2016