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Reference Guide
TMVARegression.C File Reference

Detailed Description

View in nbviewer Open in SWAN This macro provides examples for the training and testing of the TMVA classifiers.

As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.

The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example:

root -l TMVARegression.C\‍(\"LD,MLP\"\‍)

(note that the backslashes are mandatory) If no method given, a default set is used.

The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: PDEFoam
:
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: KNN
:
Factory : Booking method: LD
:
Factory : Booking method: DNN_CPU
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [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)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: BDTG
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : Train all methods
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.616 sec
: Elapsed time for training with 1000 events: 0.623 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00512 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00149 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0076 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_KNN.weights.xml
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000487 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000562 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_LD.weights.xml
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33534.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 34793.9 33137.1 0.01989 0.00191954 44517.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 34302.5 32569.8 0.0199171 0.00187591 44343.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 33653.8 31824.5 0.0202032 0.00190164 43712.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 32933.1 31097.9 0.0206168 0.00186848 42670.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 32166.6 30309.3 0.0201634 0.00185376 43692.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 31317.9 29469.8 0.0201141 0.00184765 43796.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 30533.7 28892 0.0201476 0.00185693 43738.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 30046.8 28508.7 0.0200442 0.00184915 43968.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 29684.8 28163.5 0.0200497 0.00184764 43951 0
: 10 Minimum Test error found - save the configuration
: 10 | 29342.4 27858.1 0.0200475 0.00184779 43956.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 29036.7 27560.8 0.0200606 0.00184233 43911.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 28738.7 27279.1 0.0200674 0.00184133 43893.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28458 27002.2 0.0200741 0.00185064 43899.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 28178.9 26738.7 0.0200369 0.00184075 43965.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 27913.6 26478.1 0.0200146 0.00182496 43981.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 27651.1 26225.5 0.0200024 0.0018254 44011.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 27394 25979.7 0.0200101 0.00182618 43994.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 27142.3 25739.8 0.0200242 0.00185746 44036.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 26899 25499.6 0.0201456 0.00184379 43711.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 26656.6 25264.3 0.0199357 0.00185012 44234.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 26416.2 25035.8 0.020182 0.00182351 43576.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 26184.1 24807.1 0.020008 0.0018253 43997.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 25953.5 24581.7 0.0200133 0.00182867 43993.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 25725.2 24360.6 0.0200305 0.00183106 43957.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 25502.1 24140.7 0.0199759 0.0018183 44058.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 25278.4 23927.2 0.0199578 0.00181514 44095.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 25060.4 23715.4 0.0197504 0.00173611 44409.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 24845.4 23505.1 0.0199933 0.00181788 44015.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 24629.2 23301.7 0.0195671 0.001715 44812.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 24419.9 23098.6 0.0198762 0.00181935 44304.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 24214.9 22892.7 0.0199987 0.00182332 44015.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 24006.3 22693.6 0.0197963 0.00184032 44553.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 23802.8 22496.6 0.0200307 0.00182277 43937 0
: 34 Minimum Test error found - save the configuration
: 34 | 23602.6 22300.3 0.0197744 0.00181727 44550.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 23401.6 22108.9 0.0199775 0.00184846 44128 0
: 36 Minimum Test error found - save the configuration
: 36 | 23204.9 21919.2 0.0200163 0.00183866 44010.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 23012 21728.5 0.0200642 0.00182407 43859.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22820 21538.9 0.0200107 0.00183502 44014.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 22625.9 21356.5 0.0198877 0.00183339 44310.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22438.5 21173.9 0.0202778 0.00191637 43569.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22251.8 20993 0.0200707 0.00181282 43816.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 22067.3 20813.5 0.0204384 0.0019077 43171.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 21885.4 20634.1 0.0202685 0.00187598 43495.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 21703.2 20458.3 0.0202275 0.00187351 43587.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 21523 20285.6 0.0201841 0.00186465 43669.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 21345.4 20114.9 0.0202132 0.00186156 43592.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 21172.8 19941.1 0.0201176 0.00185306 43800.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 20997.7 19771.1 0.0200413 0.00183892 43950.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 20824.1 19604.9 0.0200361 0.00183331 43949.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 20653.8 19440.1 0.0200201 0.00182688 43972.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20484.5 19277.8 0.0200847 0.00183657 43840 0
: 52 Minimum Test error found - save the configuration
: 52 | 20319.2 19114.5 0.0200279 0.00182668 43953 0
: 53 Minimum Test error found - save the configuration
: 53 | 20153.9 18952.8 0.0200421 0.00184227 43956.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 19989.7 18793.4 0.0200799 0.00183286 43842.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 19826.4 18637.3 0.0201522 0.00185165 43714.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 19665.9 18482.8 0.0200698 0.00184292 43891.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 19510.3 18324.9 0.0200824 0.00185505 43890 0
: 58 Minimum Test error found - save the configuration
: 58 | 19348.8 18174.9 0.0200742 0.00184365 43882.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 19195.2 18022.9 0.0201052 0.001856 43837.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 19040.7 17872.7 0.0201049 0.00184481 43811.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 18888.3 17723 0.0200868 0.00184366 43852.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18734.2 17577.1 0.0200788 0.0018407 43864.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18582.4 17419.1 0.0200801 0.00184452 43870.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 18419.5 17248.7 0.0200978 0.00184436 43827.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 18269.4 17108.1 0.0201262 0.00185455 43783.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 18119.1 16951.7 0.0201335 0.00185733 43772.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 17972.2 16818.9 0.0201416 0.00184972 43735.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 17826.3 16657.7 0.0202071 0.00186859 43624.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 17670.6 16515.4 0.0202197 0.00186972 43596.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17521.9 16367.4 0.0203939 0.00187677 43203.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 17373.5 16220.3 0.0207028 0.00187225 42484.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 17224.3 16081.6 0.0202333 0.0018739 43574.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 17080.3 15937 0.020307 0.0018857 43427.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 16935.1 15794.9 0.0202668 0.00188622 43524.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 16790.1 15658.8 0.0202856 0.00187014 43441.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 16648.2 15519 0.020291 0.0018842 43462.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 16506.2 15384.2 0.0202565 0.00186705 43503.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 16365 15248.5 0.0203444 0.0018867 43342.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 16227.4 15113.4 0.02033 0.00187972 43359.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 16090.6 14977.2 0.0203175 0.00187827 43385.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 15951 14846.8 0.0203053 0.00187596 43409 0
: 82 Minimum Test error found - save the configuration
: 82 | 15817.1 14715.2 0.0202968 0.00187959 43437.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 15683.6 14585 0.0203433 0.00189439 43363 0
: 84 Minimum Test error found - save the configuration
: 84 | 15552.6 14454 0.0203225 0.0018842 43387.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 15418.8 14327.7 0.0203142 0.00188812 43416.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15289.5 14202.5 0.0203082 0.00188604 43425.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 15161.9 14076 0.020313 0.00188337 43408.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 15035.6 13950.7 0.0203082 0.00190233 43464.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 14907.7 13827.4 0.0203129 0.001879 43398.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 14784.1 13704.4 0.0203346 0.0018778 43344.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 14658.3 13585.1 0.0203496 0.00188121 43317.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14536.5 13466.1 0.0203385 0.00187911 43338.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 14415.9 13346.3 0.0203439 0.00187809 43323.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 14294.5 13229.7 0.0204052 0.00191871 43275 0
: 95 Minimum Test error found - save the configuration
: 95 | 14176.4 13111.6 0.0204195 0.00190481 43208.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 14056.9 12996.7 0.0203969 0.00190205 43255.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 13941.6 12880.4 0.0203539 0.00189243 43333.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 13824.7 12765.6 0.020626 0.00195915 42856.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 13708.4 12653.7 0.0203541 0.00187702 43296.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 13594.3 12542.6 0.0203536 0.00187517 43293.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 13482 12431.4 0.0203473 0.00187973 43319.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 13368.1 12323.5 0.0203155 0.00185287 43330.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 13258.1 12214.7 0.0203252 0.00187834 43367.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 13148.3 12106.3 0.0203067 0.00185724 43361.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 13039.7 11997.5 0.0203472 0.00188211 43325.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 12928.2 11894.7 0.0202954 0.00186626 43409.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 12823.5 11788.5 0.020309 0.00187966 43409 0
: 108 Minimum Test error found - save the configuration
: 108 | 12716.7 11683.7 0.0203488 0.00189461 43350.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 12611.9 11578.8 0.0207589 0.00194536 42522.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 12505.6 11477.2 0.0204538 0.00189969 43117.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 12402.9 11375 0.0210902 0.00197472 41850.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 12298.5 11275.8 0.0207323 0.00189532 42469.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 12198.7 11174.4 0.0203893 0.00189863 43265.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12096.5 11075.5 0.0204839 0.00188416 43011.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 11996 10977.9 0.0204463 0.00188826 43108 0
: 116 Minimum Test error found - save the configuration
: 116 | 11898.2 10878.8 0.0203212 0.00186808 43353.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 11799.1 10781.6 0.0207034 0.00194483 42647.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 11702.4 10684 0.0203575 0.00187291 43279.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 11603.5 10590.5 0.0203867 0.00188719 43244.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 11509.2 10495.3 0.0204905 0.00191279 43062.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 11412.8 10402.8 0.0203287 0.00187579 43353.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11318.1 10311.7 0.0203348 0.00187744 43343 0
: 123 Minimum Test error found - save the configuration
: 123 | 11226.2 10219 0.0203129 0.00186633 43368.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 11132.8 10128.1 0.0203201 0.0018678 43354.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 11041.4 10037.2 0.0205731 0.00194176 42938.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 10950.3 9946.99 0.0205563 0.00189157 42861.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 10859.7 9857.79 0.0203952 0.00188475 43218.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 10770.3 9769.15 0.0204763 0.00188592 43032.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 10681 9682.24 0.0203721 0.00188457 43272.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 10594.3 9593.68 0.0204192 0.00188965 43174.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 10506.2 9507.17 0.0204305 0.00189411 43158.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 10418.7 9422.83 0.0203662 0.00189135 43302.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 10333.1 9338.75 0.0203812 0.00188067 43242.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 10247.8 9255.58 0.0204647 0.00198952 43301.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 10164.9 9170.98 0.0204627 0.00189115 43076.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 10078.9 9090.59 0.0204496 0.00188606 43095.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 9998.26 9007.14 0.0203948 0.00189341 43240 0
: 138 Minimum Test error found - save the configuration
: 138 | 9914.36 8927.04 0.0204973 0.00189211 42998.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 9833.44 8846.33 0.0204048 0.00189867 43229 0
: 140 Minimum Test error found - save the configuration
: 140 | 9753.2 8765.21 0.020422 0.00189608 43182.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 9672.11 8686.16 0.0204888 0.00189683 43029.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 9593.81 8605.98 0.0205454 0.00190925 42927.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 9512.83 8529.8 0.020529 0.00190328 42951.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9436.41 8451.41 0.0204426 0.00188831 43116.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9356.56 8377.59 0.0204158 0.00187693 43152.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 9282.63 8299.41 0.0204513 0.00189275 43106.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 9205.19 8223.74 0.0206072 0.00198607 42962 0
: 148 Minimum Test error found - save the configuration
: 148 | 9129.93 8148.18 0.0205115 0.001903 42991.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 9054.28 8074.33 0.0206074 0.00193582 42846 0
: 150 Minimum Test error found - save the configuration
: 150 | 8979.86 8001.25 0.0204628 0.00189504 43085.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 8906.31 7928.43 0.0205286 0.0019167 42983.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 8833.52 7855.65 0.0204346 0.00189115 43142 0
: 153 Minimum Test error found - save the configuration
: 153 | 8760.96 7783.79 0.0204151 0.00188677 43177.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8688.5 7713.1 0.0204964 0.00190708 43035.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8617.94 7642.01 0.0204688 0.0019046 43093.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8547.77 7570.82 0.0204977 0.00190689 43032 0
: 157 Minimum Test error found - save the configuration
: 157 | 8475.47 7504.15 0.0204554 0.00189675 43106.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 8408.11 7434.14 0.0204123 0.00188251 43173.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 8339.18 7364.46 0.0204445 0.00188705 43109.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 8270.25 7296.41 0.0205899 0.00191576 42840 0
: 161 Minimum Test error found - save the configuration
: 161 | 8203.02 7228.34 0.0205193 0.00190368 42974.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8134.24 7163.2 0.0205169 0.00190739 42988.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 8068.24 7097.41 0.0204885 0.00190363 43045.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 8002.44 7032.01 0.0204944 0.00189701 43016.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 7937.72 6965.78 0.0204806 0.00190189 43060 0
: 166 Minimum Test error found - save the configuration
: 166 | 7870.78 6903.29 0.0206626 0.00189429 42625.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 7808.61 6837.8 0.0206963 0.00190096 42563.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 7743.77 6774.25 0.0204683 0.00188025 43038.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 7679.58 6712.9 0.0207057 0.00198443 42732.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 7617.25 6650.91 0.0203516 0.00186379 43271.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 7556.05 6587.69 0.0203191 0.00186232 43344.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7492.64 6527.74 0.0203129 0.00185435 43340.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 7432.16 6466.84 0.0203071 0.00185853 43363.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 7372.08 6405.4 0.0213651 0.00190393 41107.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 7310.96 6346.02 0.0203245 0.00184184 43283.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 7252.02 6285.47 0.0203258 0.00184677 43292.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 7191.64 6227.41 0.0203138 0.00184666 43320.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 7133.45 6169 0.020804 0.00195575 42444.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7076.14 6109.82 0.0207023 0.00190823 42566.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 7017.47 6052.34 0.0204138 0.00188673 43180 0
: 181 Minimum Test error found - save the configuration
: 181 | 6958.95 5997.52 0.0205597 0.00189559 42863 0
: 182 Minimum Test error found - save the configuration
: 182 | 6904.12 5939.94 0.0203901 0.00187015 43196.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6846.81 5884.18 0.0205665 0.00189158 42838.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 6791.53 5828.07 0.0205824 0.00189176 42802.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 6735.38 5773.45 0.0203845 0.00187851 43229.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6681.26 5718 0.020923 0.00195798 42183 0
: 187 Minimum Test error found - save the configuration
: 187 | 6625.64 5664.98 0.0205892 0.00188746 42776.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6572.2 5611.3 0.0206713 0.00192114 42666.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 6518.36 5558.16 0.0206751 0.00189449 42597.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 6464.65 5506.49 0.0206552 0.00191266 42683.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6414.05 5452.3 0.020733 0.00191862 42520.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6360.16 5400.55 0.0204677 0.00189478 43073.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 6307.76 5350.08 0.0205607 0.00187826 42820.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6256.65 5299.77 0.0204673 0.00186755 43011.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 6206.84 5247.65 0.0204142 0.00189364 43195.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6155.21 5197.98 0.0206158 0.00190271 42750.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 6104.68 5149.16 0.0204444 0.00188911 43114.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6054.95 5100.45 0.0205247 0.00192289 43006.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 6006.18 5051.53 0.0207336 0.00192165 42526.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 5956.93 5003.49 0.0207137 0.00190075 42524 0
: 201 Minimum Test error found - save the configuration
: 201 | 5909.18 4954.64 0.0207878 0.00191249 42383.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 5859.45 4909.19 0.0210139 0.00189793 41849.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 5814.82 4858.78 0.0206506 0.00195232 42784.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 5764.38 4813.53 0.0206558 0.0019158 42689.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 5718.38 4767.51 0.0204686 0.0019147 43117.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 5671.72 4721.97 0.0206058 0.001924 42822.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 5625.44 4676.61 0.0206983 0.00192962 42624.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 5579.94 4631.16 0.0206667 0.00193925 42717.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 5534.98 4585.27 0.0207423 0.00191135 42483.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 5489.1 4541.16 0.0205321 0.00192349 42990.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5444.55 4497.22 0.0208613 0.00193814 42276.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 5399.35 4454.62 0.0206039 0.00189867 42768.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 5355.85 4411.75 0.0206272 0.00190869 42738.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 5313.45 4367.14 0.0204824 0.00190763 43069.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 5268.21 4325.87 0.0205723 0.00191735 42884.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 5226.35 4283.54 0.0206958 0.00188728 42534 0
: 217 Minimum Test error found - save the configuration
: 217 | 5183.89 4241.34 0.0265252 0.0019237 32518.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 5141.02 4200.49 0.0209472 0.0018889 41976.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 5099.09 4159.69 0.0204037 0.00188054 43189.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 5058.16 4118.3 0.0205397 0.00189796 42914.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5015.45 4079.49 0.0207992 0.00197534 42499.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4975.42 4039.45 0.0210344 0.00194462 41907.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4935.02 3999.28 0.0208696 0.00196234 42311.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 4894.33 3960.47 0.0204554 0.00190756 43131.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 4853.59 3922.7 0.0206852 0.00192614 42646.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 4815.11 3883.74 0.0204714 0.00191262 43106.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 4775.95 3845.04 0.0204936 0.00190244 43031.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4735.64 3808.26 0.0205357 0.00190088 42930.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 4698.33 3769.79 0.020438 0.00189186 43135.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 4658.74 3733.21 0.0204545 0.00191395 43148.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 4621.23 3696.2 0.0204801 0.00190562 43069.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 4583.39 3659.59 0.0204644 0.00190507 43105.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 4545.47 3623.79 0.0205342 0.0019112 42957.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 4508.81 3587.29 0.0203971 0.00189535 43239.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4472.08 3551.74 0.0204088 0.00188043 43177.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 4434.7 3517.33 0.0204526 0.00189357 43105.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 4398.69 3482.18 0.020408 0.0018824 43183.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 4363.02 3446.98 0.0204793 0.00189962 43057.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 4326.75 3412.57 0.0207314 0.00198358 42671.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4291.05 3378.88 0.0203712 0.00187709 43256.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 4256.33 3345.69 0.0203575 0.00187273 43278.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 4221.69 3312.28 0.0207252 0.00197329 42662.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 4186.48 3278.85 0.0204814 0.00191405 43086.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4151.89 3246.23 0.0210866 0.00193752 41777.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4118.25 3213.24 0.0206271 0.00192039 42765.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4084.81 3180.29 0.020521 0.00190436 42972.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 4050.19 3149.53 0.0205741 0.00191692 42878.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 4016.97 3117.77 0.0216143 0.00190814 40596.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3984.49 3085.82 0.0204154 0.00188678 43176.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3950.92 3055.43 0.0205822 0.00204765 43162.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3919.29 3023.55 0.0204266 0.00189733 43174.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3886.95 2992.55 0.0205756 0.00193252 42911.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3854.19 2962.52 0.0204794 0.00189583 43048.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3822.64 2932.76 0.0205048 0.00194469 43103.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3791.2 2903.41 0.0204919 0.00189755 43023.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 3759.05 2876.28 0.0204798 0.00190535 43070 0
: 257 Minimum Test error found - save the configuration
: 257 | 3729.43 2846.1 0.0205435 0.00192137 42959.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 3698.56 2816.84 0.0204943 0.00190467 43034.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3668.21 2787.67 0.0205388 0.00190934 42942.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 3637.46 2759.14 0.0204927 0.00190772 43045.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 3607.84 2730.45 0.0204528 0.0018891 43094.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 3577.18 2703.7 0.0205153 0.00194978 43090.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 3547.62 2676.95 0.0204373 0.00189256 43138.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3519.59 2648.32 0.0204889 0.00189217 43018.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 3489.52 2621.85 0.0203925 0.00188661 43229.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 3460.92 2594.91 0.0204182 0.00189358 43185.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 3432.13 2567.82 0.0205482 0.00191594 42936.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 3403.26 2541.55 0.0206046 0.00206883 43159.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 3374.97 2515.42 0.0204346 0.00188646 43131.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 3346.6 2489.75 0.0204262 0.00187852 43132.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 3319.33 2463.88 0.020395 0.00187437 43195 0
: 272 Minimum Test error found - save the configuration
: 272 | 3291.55 2438.53 0.0204112 0.00188567 43183.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 3264.14 2413.88 0.0204114 0.00187392 43155.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 3236.73 2389.75 0.0204676 0.00188366 43048 0
: 275 Minimum Test error found - save the configuration
: 275 | 3210.11 2364.95 0.0204033 0.0018782 43184.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 3183.3 2339.96 0.0204921 0.00189759 43023.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 3156.75 2315.45 0.0205298 0.00198652 43142.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 3129.6 2291.92 0.0204572 0.0018799 43063.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 3103.58 2268.35 0.0203991 0.00187643 43190.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 3078.05 2244.1 0.0206077 0.00189333 42748 0
: 281 Minimum Test error found - save the configuration
: 281 | 3051.94 2220.4 0.0204219 0.00187314 43129.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 3026.12 2197.31 0.0204338 0.00188818 43136.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 3000.77 2174.11 0.0206511 0.00189231 42646.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2975.32 2151.48 0.0204046 0.00187925 43184.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2951.57 2127.5 0.0204086 0.00188424 43186.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2925.03 2105.87 0.0204902 0.00188579 43000.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2900.57 2084.16 0.0215809 0.00191941 40688.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2876.91 2061.67 0.0205366 0.00190145 42929.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2852.27 2039.61 0.0207501 0.00199382 42652.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2827.69 2018.56 0.0208517 0.00191096 42236.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2804.12 1997.1 0.0204487 0.00189465 43117.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2780.56 1975.78 0.0212661 0.00191145 41333.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2756.83 1954.62 0.0204727 0.00189985 43073.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2733.22 1934.16 0.0204398 0.00190362 43158.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2709.79 1914.08 0.0204335 0.00188984 43141.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2687.54 1892.81 0.0204126 0.00189383 43199.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2664.16 1872.76 0.0204211 0.00188452 43157.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2641.08 1853.08 0.0204795 0.00189528 43047.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2619.45 1832.49 0.020512 0.00189572 42973.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 2596.62 1812.69 0.0204254 0.00188543 43149.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 2574.22 1793.97 0.0204542 0.00189719 43110.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2552.82 1774.46 0.0204501 0.00189769 43121 0
: 303 Minimum Test error found - save the configuration
: 303 | 2530.89 1754.21 0.0204256 0.00190149 43187 0
: 304 Minimum Test error found - save the configuration
: 304 | 2508.16 1736.11 0.0204447 0.0019035 43147.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2487.07 1717.58 0.0206949 0.00195051 42679.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 2466.07 1698.45 0.0207578 0.00194719 42529.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 2444.92 1680.06 0.0206266 0.00191927 42763.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 2423.53 1661.96 0.0205439 0.00191266 42938.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 2402.78 1643.85 0.0206661 0.00192651 42690.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 2382.42 1625.44 0.0205233 0.00191224 42985.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 2361.69 1607.65 0.0205206 0.0019286 43029.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 2340.98 1590.46 0.0205256 0.00188113 42908.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2321.03 1573.76 0.0208012 0.00188659 42295.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 2301.23 1555.86 0.0212376 0.00196657 41513.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 2281.13 1538.53 0.0205992 0.00190277 42789 0
: 316 Minimum Test error found - save the configuration
: 316 | 2261.57 1521.23 0.0204137 0.00188516 43176.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 2241.61 1504.5 0.020377 0.00186667 43219.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 2222.54 1487.65 0.0204859 0.00189619 43034.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 2202.56 1471.57 0.0203952 0.00186479 43172.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 2183.72 1455.4 0.0203789 0.00185085 43177.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2164.98 1439.1 0.0204085 0.0018629 43137 0
: 322 Minimum Test error found - save the configuration
: 322 | 2145.89 1423.05 0.0204172 0.00189354 43187.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 2127.12 1406.97 0.0203842 0.00187558 43223.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 2107.93 1392.03 0.0204113 0.00188845 43190 0
: 325 Minimum Test error found - save the configuration
: 325 | 2089.88 1376.53 0.0205268 0.00191535 42984.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 2071.62 1361.28 0.0204362 0.00188483 43123.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 2053.34 1346.36 0.0203843 0.00186187 43190.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 2035.88 1331.11 0.0204306 0.00188481 43136.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2017.82 1315.99 0.0205045 0.00188113 42956.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1999.4 1301.74 0.0204711 0.00190624 43092.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1982.43 1287.29 0.0205449 0.00194838 43018.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1965.06 1272.12 0.0204803 0.00193337 43133.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1947.66 1257.4 0.02044 0.00188983 43126.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1930.31 1243.51 0.0204622 0.00190414 43107.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1913.41 1229.41 0.0204925 0.00186199 42940.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1896.58 1214.91 0.0203726 0.00186382 43222.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1878.44 1202.32 0.020937 0.00195867 42153.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1862.83 1188.71 0.0205728 0.00191369 42874.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1846.33 1174.84 0.0204829 0.00189779 43045.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1829.6 1162.08 0.0204874 0.00189379 43025.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1813.41 1148.8 0.0204587 0.00190562 43119.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1797.25 1135.76 0.0204398 0.00188978 43126.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1780.85 1122.98 0.0204675 0.00188976 43062.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1765.44 1110.44 0.0205301 0.00186833 42868.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1749.2 1097.69 0.0204076 0.00187735 43172.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1734.41 1084.54 0.0204468 0.00190007 43134.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1717.83 1072.77 0.0204444 0.00190004 43139.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1702.29 1061.36 0.0204353 0.00190017 43161.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1687.32 1049.32 0.0204612 0.00190005 43100.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1672.04 1037.47 0.0203998 0.00188376 43205.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1657.46 1025.2 0.020415 0.00187992 43161.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1642.33 1013.29 0.0203969 0.00186463 43167.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1626.97 1002.69 0.0203862 0.00186673 43197.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1612.76 990.56 0.0203892 0.00186691 43191.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1598.09 978.866 0.020443 0.00187902 43094.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1582.79 968.507 0.020428 0.00191785 43219.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1568.71 957.804 0.0206427 0.00194586 42788.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1555.32 946.278 0.0204179 0.00189052 43179.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1540.19 935.765 0.0204137 0.00186855 43138 0
: 360 Minimum Test error found - save the configuration
: 360 | 1526.94 924.63 0.0204229 0.00187964 43142.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1512.61 914.297 0.0205276 0.00191887 42990.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1498.61 904.01 0.0205431 0.00187589 42855.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1485.14 893.911 0.0204186 0.00188289 43160 0
: 364 Minimum Test error found - save the configuration
: 364 | 1471.41 883.535 0.0204361 0.00187457 43099.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1458.07 873.584 0.0203701 0.00187243 43248.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1444.75 863.385 0.0204764 0.00188101 43021.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1431.12 853.863 0.020517 0.00188186 42929.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1417.97 844.464 0.0205603 0.00188371 42834.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1404.88 834.686 0.0208223 0.00195199 42394.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1392.62 824.86 0.0204196 0.00186042 43105.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1378.73 815.4 0.0204129 0.00187015 43143.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 1366.42 805.999 0.0203862 0.00187023 43206.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 1353.49 796.756 0.0203957 0.00186894 43180.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 1340.41 788.177 0.0203935 0.00187697 43204.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 1328.76 778.754 0.0203935 0.0018731 43195.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 1316.18 770.274 0.0203825 0.00185024 43168.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 1303.76 761.007 0.0205118 0.00189384 42969.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1291.53 752.466 0.0203793 0.00185749 43192.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 1278.97 744.236 0.0203833 0.00185365 43173.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1267.95 735.378 0.020386 0.0018627 43188.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 1255.27 727.141 0.0204114 0.00187166 43150.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 1243.82 719.759 0.020378 0.00186786 43219.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 1232.56 710.666 0.0204211 0.00187329 43131.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 1220.21 702.271 0.0204627 0.00189426 43083.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 1208.5 694.469 0.0204165 0.00185886 43108.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 1197.23 686.665 0.0204058 0.00185898 43134.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 1186.16 679.679 0.0208382 0.00195264 42360.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 1174.84 672.619 0.0205422 0.00193728 42999.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 1163.9 664.004 0.02037 0.00187581 43256.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 1152.64 656.585 0.0204091 0.00188807 43194.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 1141.61 648.565 0.0204592 0.00188405 43068.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 1130.71 641.231 0.0205493 0.00193014 42966.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 1119.47 634.061 0.0205141 0.00187207 42913.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 1109.51 626.71 0.0204009 0.00187152 43174.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 1098.16 619.826 0.0203927 0.0018687 43187.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 1088.08 613.161 0.0205447 0.00188853 42881.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 1077.58 606.219 0.0205489 0.00187931 42850.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 1067.61 599.097 0.0205761 0.00189178 42816.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 1057.09 592.473 0.0205573 0.00192567 42937.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 1046.75 585.872 0.0204223 0.0018907 43169.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1036.58 579.332 0.0203941 0.00184842 43136.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1026.77 573.26 0.020478 0.00188099 43017.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 1017.08 566.662 0.0205462 0.00189928 42902.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 1006.94 560.7 0.0204149 0.00188552 43174.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 997.776 554.684 0.0204431 0.00190202 43147.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 987.654 548.27 0.0204341 0.00188667 43132.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 978.592 542.307 0.0204058 0.00188006 43183.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 968.688 536.138 0.0206975 0.00195585 42685.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 958.985 530.234 0.0204247 0.001859 43090.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 949.711 524.329 0.0203988 0.00186429 43162.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 940.474 518.377 0.0203607 0.00185563 43231.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 931.267 512.624 0.0204356 0.00187324 43098 0
: 413 Minimum Test error found - save the configuration
: 413 | 922.134 506.944 0.0204272 0.00185591 43077.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 913.119 502.044 0.0203855 0.00185506 43172.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 904.126 496.43 0.0203666 0.00186446 43238.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 895.156 490.804 0.0203719 0.00186425 43225.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 886.762 485.493 0.0203716 0.0018639 43225.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 877.721 480.344 0.0203667 0.00186516 43239.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 868.89 475.017 0.0203615 0.00184381 43202 0
: 420 Minimum Test error found - save the configuration
: 420 | 860.602 469.697 0.0203629 0.00185326 43220.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 851.892 464.768 0.0203747 0.00185363 43194.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 843.653 459.825 0.0203663 0.00184439 43192.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 834.899 455.138 0.0203957 0.001861 43162.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 827.194 450.2 0.0203792 0.00186298 43205.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 818.598 445.246 0.0203728 0.00185822 43209.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 810.729 440.151 0.0203829 0.00186113 43192.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 802.485 435.644 0.0209507 0.00195563 42116.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 794.507 431.053 0.0209033 0.00191291 42126.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 786.495 426.549 0.0208526 0.00221416 42922 0
: 430 Minimum Test error found - save the configuration
: 430 | 779.01 421.917 0.0206523 0.00194524 42764.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 771.246 417.298 0.0204005 0.00187058 43173.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 763.682 412.882 0.020375 0.00186345 43216.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 755.778 408.367 0.020609 0.00208416 43185.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 748.175 403.991 0.0205606 0.00189353 42856.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 740.862 399.952 0.020532 0.00189073 42915.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 733.241 395.668 0.0205048 0.00189614 42990.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 726.017 391.416 0.0204439 0.00188095 43096.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 718.676 387.529 0.0204822 0.00190534 43064.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 711.774 383.38 0.0204309 0.00188912 43145.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 704.342 379.441 0.0205273 0.00189404 42934 0
: 441 Minimum Test error found - save the configuration
: 441 | 697.522 375.15 0.0204895 0.00194837 43147.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 690.523 370.979 0.0206198 0.00190409 42744.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 683.301 367.163 0.020437 0.00187433 43097.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 676.27 363.421 0.0204369 0.00187056 43088.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 669.819 359.386 0.0203888 0.00187114 43201.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 662.869 355.822 0.0204272 0.00187025 43110.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 656.386 352.153 0.020433 0.00188598 43133.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 649.613 348.904 0.020449 0.00188158 43086.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 643.548 344.778 0.0203798 0.00186926 43218.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 636.531 341.592 0.0204083 0.00188239 43182.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 629.924 337.715 0.0204165 0.00187576 43148.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 623.776 334.251 0.0204745 0.00186601 42991.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 617.249 331.053 0.0204622 0.00189884 43095.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 611.071 327.791 0.0204142 0.00187518 43152.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 605.137 324.326 0.0204421 0.00186865 43072.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 598.724 320.912 0.0204403 0.0018726 43085.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 592.524 317.94 0.0204283 0.00189582 43167.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 586.576 314.194 0.0205672 0.00190354 42864.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 580.296 311.324 0.0208799 0.00194685 42254.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 574.723 308.024 0.0203592 0.00185249 43227.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 568.752 304.775 0.0203964 0.00185559 43148 0
: 462 Minimum Test error found - save the configuration
: 462 | 562.709 301.849 0.0203855 0.00185302 43167.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 557.442 299.236 0.0203528 0.00186151 43263.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 551.436 295.995 0.0203806 0.00186403 43204.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 545.632 293.248 0.0203673 0.00186379 43235 0
: 466 Minimum Test error found - save the configuration
: 466 | 540.009 289.919 0.0203633 0.00185606 43226.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 534.747 287.615 0.0203577 0.00186452 43259.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 529.015 284.499 0.0203505 0.00185374 43250.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 523.572 281.22 0.0203683 0.00185177 43204.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 517.926 278.204 0.0203522 0.00185199 43242.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 512.683 275.396 0.0203614 0.00185242 43222.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 507.335 273.258 0.0203818 0.001856 43183 0
: 473 Minimum Test error found - save the configuration
: 473 | 502.371 270.581 0.0203782 0.00188891 43268.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 497.156 267.267 0.0203788 0.00186898 43220.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 492.08 264.439 0.0203852 0.00186424 43194.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 486.557 262.532 0.0203553 0.00186175 43258.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 481.585 260.012 0.0203692 0.00186353 43230.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 476.396 257.107 0.0203619 0.00186304 43245.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 471.56 254.167 0.0203628 0.00184538 43202.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 466.851 252.267 0.0206781 0.00195108 42719.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 462.563 250.02 0.0206739 0.00195661 42741.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 457.404 248.067 0.0204742 0.00189663 43062.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 452.425 244.217 0.020464 0.0018993 43092.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 447.316 242.271 0.0204985 0.00193514 43095.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 442.745 239.499 0.0206435 0.00192751 42744.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 438.135 237.858 0.0206732 0.00192267 42665.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 433.452 235.262 0.0206167 0.00191858 42785 0
: 488 Minimum Test error found - save the configuration
: 488 | 429.084 232.57 0.0206425 0.00191437 42716.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 424.667 230.713 0.0206079 0.00192349 42816.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 420.203 228.967 0.0206945 0.00191228 42593.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 415.481 225.805 0.0208732 0.00194684 42269 0
: 492 Minimum Test error found - save the configuration
: 492 | 411.055 223.81 0.0206854 0.00191573 42621.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 406.982 221.798 0.0206375 0.0019008 42696.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 402.675 219.391 0.0205884 0.00191077 42831.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 398.448 217.664 0.0205667 0.00190834 42876.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 394.13 215.585 0.0206559 0.00190287 42659.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 390.249 213.233 0.0206361 0.00190782 42716.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 385.834 210.969 0.0205441 0.00190209 42913.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 382.056 208.976 0.020629 0.00190882 42734.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 377.937 207.446 0.0205389 0.00189923 42919.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 373.984 205.304 0.0206407 0.00192252 42739.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 369.765 203.893 0.0209283 0.0019061 42056.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 366.317 202.006 0.020438 0.00190088 43156.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 361.946 199.4 0.0205176 0.00187458 42911.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 358.416 197.784 0.0204705 0.00194661 43187.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 354.646 195.148 0.0204953 0.0018886 42995.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 350.588 193.565 0.0205177 0.00192935 43037.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 347.206 191.633 0.0204939 0.00190474 43035.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 343.242 189.873 0.0207313 0.00194094 42575 0
: 510 Minimum Test error found - save the configuration
: 510 | 339.479 187.92 0.0206351 0.00190484 42711.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 336.26 186.574 0.0205962 0.00189329 42774.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 332.569 184.471 0.0204426 0.00186553 43063.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 328.902 182.706 0.0205312 0.00188869 42912.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 325.39 180.753 0.0205451 0.00191467 42940.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 321.917 179.183 0.020528 0.00190109 42948.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 318.535 177.729 0.0206469 0.00190208 42678.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 315.27 176.065 0.0204106 0.00187837 43168 0
: 518 Minimum Test error found - save the configuration
: 518 | 311.812 174.701 0.0205544 0.0018858 42852.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 308.271 172.584 0.0207605 0.00198987 42619.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 304.721 170.784 0.0205494 0.00188856 42870.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 301.694 169.142 0.0205923 0.00189428 42785.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 298.403 167.824 0.0205543 0.00188971 42862 0
: 523 Minimum Test error found - save the configuration
: 523 | 295.308 166.857 0.0205299 0.00188204 42900.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 292.281 165.528 0.0205816 0.00190815 42841.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 289.038 163.4 0.0206884 0.00191133 42605.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 286.106 161.805 0.0204356 0.00188277 43120.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 282.737 159.859 0.0207912 0.00195052 42461.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 279.642 158.664 0.020424 0.00186565 43107.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 276.94 157.484 0.0203704 0.00187501 43254.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 273.943 155.763 0.0203651 0.0018674 43248.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 270.512 153.677 0.0204033 0.00186705 43158.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 267.648 152.606 0.0203794 0.00185694 43190.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 264.991 151.557 0.02043 0.00186022 43080.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 261.736 149.541 0.0204932 0.00195768 43160.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 259.281 148.026 0.0204357 0.00187174 43094.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 256.316 147.175 0.0204068 0.00185973 43133.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 253.503 145.769 0.0204447 0.00187763 43087 0
: 538 Minimum Test error found - save the configuration
: 538 | 250.731 144.644 0.0206082 0.00210002 43224.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 248.494 142.985 0.020469 0.0018875 43053.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 245.26 141.632 0.0204821 0.00191129 43078.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 242.651 140.587 0.02045 0.00188017 43080.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 239.776 138.426 0.0204037 0.00188294 43194.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 237.177 137.104 0.0203932 0.00187537 43201.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 234.632 136.719 0.0203808 0.00187537 43230.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 232.193 135.12 0.0204033 0.00188302 43195.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 230.243 133.806 0.0203921 0.00187931 43213.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 227.274 132.108 0.0204024 0.00189902 43235.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 224.46 130.501 0.0204203 0.001895 43184.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 221.794 129.55 0.0204994 0.00190617 43026.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 219.471 128.262 0.0204326 0.001887 43136.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 216.916 127.256 0.0204117 0.00187002 43145.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 214.699 125.754 0.0203674 0.00186667 43241.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 211.869 124.683 0.0203833 0.00185786 43183.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 209.635 123.343 0.0203957 0.0018704 43184.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 207.461 122.267 0.0203995 0.00188459 43208.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 204.775 121.198 0.0203885 0.00188346 43231.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 202.614 120.31 0.0210035 0.00190731 41893.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 200.361 118.886 0.021294 0.00204203 41554.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 197.948 117.584 0.0205036 0.00189945 43001.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 195.615 116.644 0.0203999 0.0018814 43200 0
: 561 Minimum Test error found - save the configuration
: 561 | 193.515 115.181 0.0204049 0.00187527 43174.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 191.394 114.725 0.0203823 0.00187433 43224.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 189.422 114.144 0.0204331 0.00188029 43120.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 187.249 112.502 0.0204527 0.00188466 43084.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 184.771 111.145 0.0204657 0.00188965 43066.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 182.48 110.014 0.0204096 0.00187761 43168.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 180.322 109.21 0.0204044 0.00187172 43167 0
: 568 Minimum Test error found - save the configuration
: 568 | 178.273 108.219 0.0204662 0.00186485 43007.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 176.241 106.834 0.0204147 0.00186992 43138.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 174.009 105.857 0.0206293 0.00209976 43174.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 172.023 104.89 0.0204818 0.00188657 43021.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 170.184 103.612 0.0203359 0.00186582 43313.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 168.007 102.51 0.0203575 0.0018639 43258.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 166.042 101.502 0.0203198 0.00184905 43311.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 164.071 100.885 0.0203334 0.00184996 43281.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 162.053 99.8351 0.0203322 0.00185054 43286.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 160.217 98.8144 0.0203618 0.00185172 43219.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 158.234 97.4643 0.0203992 0.00185716 43145.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 156.346 96.5892 0.0203605 0.00185236 43224.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 154.376 95.6607 0.0203624 0.00185362 43222.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 152.789 94.8253 0.0203863 0.00186634 43196.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 150.961 94.2488 0.0203387 0.00186418 43302.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 149.327 93.1085 0.0203846 0.0018654 43198.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 147.228 92.4666 0.0203582 0.00186398 43256.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 145.474 91.3068 0.0203515 0.00185258 43245.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 143.894 90.2803 0.0203595 0.00185244 43226.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 142.047 89.2607 0.0203559 0.00185109 43232 0
: 588 Minimum Test error found - save the configuration
: 588 | 140.308 88.6137 0.0206817 0.00197509 42765.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 138.678 88.2786 0.0204749 0.00190406 43078.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.015 87.1692 0.0204537 0.00189796 43113.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 135.33 85.9018 0.0204397 0.00189818 43146.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 133.911 85.3621 0.0204882 0.00192322 43091.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.082 84.7371 0.0204934 0.00189255 43008.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 130.452 83.2996 0.0204545 0.00188743 43087.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 128.697 82.8304 0.0204715 0.00191375 43108.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 127.088 81.395 0.0204228 0.00188083 43145.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 125.473 80.8054 0.0204498 0.00187706 43074 0
: 598 Minimum Test error found - save the configuration
: 598 | 123.988 79.6455 0.0204138 0.00188183 43168.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 122.452 79.2725 0.020477 0.00193701 43150 0
: 600 Minimum Test error found - save the configuration
: 600 | 120.936 78.3315 0.0203966 0.00187366 43189.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 119.486 78.2538 0.0204148 0.0018855 43175 0
: 602 Minimum Test error found - save the configuration
: 602 | 117.943 76.7849 0.020376 0.00186823 43225.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 116.571 75.9248 0.0203808 0.00186333 43202.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.071 75.2893 0.0203849 0.00187635 43223.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 113.676 74.33 0.0204006 0.00186079 43150.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.273 73.8629 0.0204314 0.00188186 43127.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 110.827 72.9017 0.020423 0.00188592 43156.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 109.487 71.9361 0.0203969 0.00188384 43212.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 108.124 71.217 0.0204293 0.00189208 43156.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 106.738 70.9022 0.0203961 0.00187311 43189.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 105.352 70.7168 0.0203755 0.00186924 43228.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.001 69.5884 0.0205295 0.00199929 43172.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 102.872 68.3498 0.0206798 0.0018672 42524.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.393 67.7032 0.0204043 0.00188317 43193.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 100.029 66.9968 0.0204571 0.00190863 43130.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 98.703 66.5279 0.020458 0.00190124 43111.1 0
: 617 | 97.7605 66.605 0.02035 0.0018181 43168.7 1
: 618 Minimum Test error found - save the configuration
: 618 | 96.3567 65.1371 0.0204257 0.00189589 43173.6 0
: 619 | 95.4754 66.2739 0.0203572 0.00182406 43165.9 1
: 620 Minimum Test error found - save the configuration
: 620 | 94.099 63.867 0.0204316 0.00188789 43141.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 92.5351 63.0307 0.0204724 0.00189009 43051.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 91.4577 62.6651 0.0205224 0.00195624 43089.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 90.3066 62.1015 0.0204772 0.00190454 43074.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 89.3059 61.6755 0.0204298 0.00189027 43151 0
: 625 Minimum Test error found - save the configuration
: 625 | 88.0864 60.8194 0.0204951 0.00190143 43025.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.1167 60.3979 0.0204677 0.001918 43127.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.0432 60.1473 0.0204471 0.00189537 43122.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.8629 58.6844 0.0204944 0.00189266 43006.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.4469 58.5783 0.020451 0.0018921 43105.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.6074 57.8029 0.0204645 0.00189215 43074.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 81.2644 56.9778 0.0204302 0.00188362 43134.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 80.5202 56.4355 0.0204221 0.00188612 43159.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 79.3966 55.7658 0.0206828 0.00199945 42818.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.2913 55.6418 0.0204834 0.00187129 42982.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.434 54.8727 0.020349 0.001859 43266.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.2145 54.4373 0.0203554 0.001867 43270.3 0
: 637 | 75.6146 54.6131 0.0205199 0.00198164 43154 1
: 638 Minimum Test error found - save the configuration
: 638 | 74.4079 53.032 0.0207093 0.00189312 42516.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.3509 52.7454 0.0204047 0.00187296 43169.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 72.2862 52.0034 0.0206093 0.00188726 42730.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 71.3708 51.9364 0.0203811 0.00186822 43213.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 70.3759 50.9472 0.0203814 0.0018731 43223.8 0
: 643 | 69.5026 51.2113 0.0203275 0.00180676 43194.7 1
: 644 Minimum Test error found - save the configuration
: 644 | 68.731 50.2352 0.0203849 0.00187717 43225.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.0407 49.8212 0.0204139 0.00188616 43178.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.1037 48.8425 0.0204257 0.00188129 43139.7 0
: 647 | 65.9867 49.298 0.0204514 0.00181011 42915.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 65.3555 48.0017 0.0205702 0.00190526 42861 0
: 649 | 64.3858 48.1888 0.0204192 0.00184982 43081.7 1
: 650 Minimum Test error found - save the configuration
: 650 | 63.8287 47.575 0.0204526 0.00190226 43125.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.8293 47.5018 0.0205727 0.00190355 42851.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.1238 46.0588 0.0204249 0.00189064 43163.2 0
: 653 | 61.14 46.1145 0.0203271 0.00180645 43194.9 1
: 654 Minimum Test error found - save the configuration
: 654 | 60.2317 45.4284 0.0204344 0.00188693 43132.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 59.1932 44.7474 0.020436 0.00188521 43124.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.5591 44.4001 0.0204175 0.00187879 43152.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.7905 44.2457 0.0204053 0.00187014 43161.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.9996 43.5041 0.0203807 0.00187068 43219.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.5038 43.0976 0.0204069 0.00188555 43193.4 0
: 660 | 55.6873 43.531 0.0203399 0.00181466 43184.4 1
: 661 Minimum Test error found - save the configuration
: 661 | 55.102 43.0127 0.0204833 0.00189861 43046.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.3266 42.0562 0.0204181 0.00188154 43157.9 0
: 663 | 53.4647 42.0789 0.0203254 0.00179687 43176.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 52.7527 41.0892 0.0207085 0.00194392 42633.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 51.7924 40.9373 0.0203485 0.0018506 43248.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.1029 40.2398 0.020345 0.00185242 43260.7 0
: 667 | 50.7902 41.1439 0.0202938 0.00180687 43273.7 1
: 668 Minimum Test error found - save the configuration
: 668 | 50.2739 39.7189 0.0203595 0.00186155 43248.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 49.6024 39.2541 0.02037 0.00186311 43227.1 0
: 670 | 48.752 39.5789 0.0202979 0.0017991 43246 1
: 671 Minimum Test error found - save the configuration
: 671 | 48.2165 38.6762 0.020381 0.00186427 43204.2 0
: 672 | 47.5213 39.9193 0.020475 0.00195813 43203.8 1
: 673 Minimum Test error found - save the configuration
: 673 | 47.1783 37.8208 0.0208049 0.00200861 42561.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.1904 37.5325 0.0206105 0.00188518 42722.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.0232 37.4307 0.020726 0.0018906 42473.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 45.5835 36.8133 0.0204536 0.00191433 43151.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.0854 36.3745 0.020498 0.00187077 42948 0
: 678 Minimum Test error found - save the configuration
: 678 | 43.4476 36.2009 0.0206548 0.0018668 42580.3 0
: 679 | 43.1893 36.5143 0.0204938 0.00185531 42922 1
: 680 Minimum Test error found - save the configuration
: 680 | 42.4938 35.2589 0.0209047 0.0018974 42089 0
: 681 | 41.8187 35.2775 0.0205737 0.00191565 42876.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 41.5409 34.9572 0.020735 0.00198467 42666 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.3807 34.8002 0.0206898 0.00194994 42689.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.8459 34.6289 0.0203635 0.00184992 43211.6 0
: 685 | 39.7944 34.6938 0.0202837 0.00178954 43257 1
: 686 Minimum Test error found - save the configuration
: 686 | 39.3106 33.7316 0.0204017 0.00186393 43155.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.7058 33.6922 0.0206726 0.00195387 42737.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 38.1997 33.0848 0.0204495 0.00188823 43100.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 37.6065 32.7569 0.0204631 0.00190441 43106.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.2722 32.4371 0.0204368 0.00190056 43158.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 36.6316 32.0899 0.0205409 0.00190803 42935 0
: 692 | 36.1184 32.4351 0.0203697 0.00181535 43116.6 1
: 693 | 36.0212 32.4252 0.0203222 0.00180239 43197 2
: 694 Minimum Test error found - save the configuration
: 694 | 35.8263 32.0718 0.0206257 0.00191812 42763.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 34.8374 31.9118 0.0203983 0.00185681 43146.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.379 31.0702 0.0203583 0.00184865 43220.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.0783 31.0012 0.020689 0.00197799 42755.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.5867 30.4625 0.0204403 0.00188388 43111.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.1105 30.2722 0.0204263 0.0018969 43174.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.8067 30.1876 0.020433 0.00188207 43124.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 32.0927 29.7531 0.0203956 0.00187603 43197.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 31.8301 29.7043 0.0205845 0.00189305 42800.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 31.4113 29.225 0.0205403 0.00199541 43138.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 30.906 28.8611 0.02063 0.00189335 42697.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.516 28.6546 0.0264136 0.00191895 32660.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.0877 28.5364 0.0204215 0.00188085 43148.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.6917 28.3637 0.0204051 0.00187651 43176.6 0
: 708 | 29.4543 28.5363 0.020331 0.00180515 43182.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 28.9575 28.1208 0.0204365 0.00188141 43114.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.4567 27.855 0.0204351 0.00188559 43127.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 28.459 27.8263 0.0204983 0.00190932 43036.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 27.9999 27.2138 0.0204644 0.00189912 43091.2 0
: 713 | 27.5417 27.2712 0.0203493 0.00181767 43169.5 1
: 714 Minimum Test error found - save the configuration
: 714 | 27.218 26.7247 0.0204662 0.00188506 43054.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.1594 26.4673 0.0205121 0.00189719 42976.3 0
: 716 | 27.0869 26.6692 0.0203736 0.0018074 43089.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 26.5981 26.364 0.0205754 0.00189716 42830.7 0
: 718 | 26.2421 26.4262 0.0203826 0.00182535 43109.7 1
: 719 Minimum Test error found - save the configuration
: 719 | 25.6273 25.6327 0.020452 0.0018999 43121.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.214 25.4851 0.0204388 0.0018961 43143.6 0
: 721 | 25.043 25.5172 0.0203626 0.00181522 43132.7 1
: 722 Minimum Test error found - save the configuration
: 722 | 24.5642 25.3706 0.0204631 0.00189644 43087.9 0
: 723 | 24.2847 25.4508 0.02037 0.00179749 43074.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 24.152 24.7731 0.0204847 0.00189849 43042.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 23.8991 24.6058 0.0204639 0.0019024 43099.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.6725 24.5732 0.020431 0.0018838 43133.2 0
: 727 | 23.4867 24.916 0.0203392 0.00180714 43168.5 1
: 728 Minimum Test error found - save the configuration
: 728 | 22.8752 24.2636 0.0207739 0.00197275 42550.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.4648 23.7243 0.0204973 0.00187743 42964.9 0
: 730 | 22.2742 23.7711 0.0203929 0.00180203 43031.8 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.0817 23.4817 0.0203653 0.00184714 43200.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.7044 23.419 0.0203819 0.00186832 43211.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 21.6308 23.2135 0.0203693 0.00185747 43215.7 0
: 734 | 21.4265 23.3827 0.020279 0.00179523 43281.3 1
: 735 Minimum Test error found - save the configuration
: 735 | 21.2098 23.1077 0.0203993 0.00186163 43155.3 0
: 736 | 21.0017 23.5174 0.0203217 0.00181266 43222.2 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.4958 22.439 0.0203822 0.00188282 43244.7 0
: 738 | 20.3653 22.8825 0.0203066 0.00180079 43229.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.1184 22.3831 0.0203675 0.001865 43237.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 19.8678 21.9872 0.020367 0.00185292 43210.4 0
: 741 | 19.462 22.1698 0.0203162 0.00179761 43199.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 19.4163 21.7916 0.0203689 0.00185328 43206.7 0
: 743 Minimum Test error found - save the configuration
: 743 | 19.0981 21.7775 0.0203523 0.00185393 43247.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.0642 21.4745 0.0203755 0.00185385 43192.6 0
: 745 Minimum Test error found - save the configuration
: 745 | 18.8362 21.3085 0.0203539 0.00185135 43237.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 18.3713 21.1056 0.0203896 0.00186008 43174.3 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.1788 20.779 0.0203646 0.00186432 43242.6 0
: 748 | 17.9897 20.9262 0.020298 0.00180969 43270.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 17.9678 20.6819 0.0203806 0.00186535 43207.6 0
: 750 | 17.9491 20.8452 0.0203141 0.0018183 43253 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.7086 20.2896 0.0203861 0.00185745 43176.4 0
: 752 | 17.3465 21.2502 0.0203366 0.00179845 43154.4 1
: 753 Minimum Test error found - save the configuration
: 753 | 17.3374 20.2263 0.0203589 0.00185202 43227.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.0954 19.7698 0.0203788 0.00184499 43164.4 0
: 755 | 16.8904 20.2681 0.0203154 0.0017951 43195.9 1
: 756 | 16.7344 20.0506 0.0203043 0.00179812 43228.8 2
: 757 Minimum Test error found - save the configuration
: 757 | 16.6308 19.6481 0.0203722 0.00185853 43211.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.2001 19.3256 0.0203947 0.00186973 43184.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.0417 19.1859 0.0203721 0.00186352 43223.1 0
: 760 | 15.8651 19.3246 0.0203154 0.00181051 43231.9 1
: 761 Minimum Test error found - save the configuration
: 761 | 15.6387 18.8371 0.0203729 0.001867 43229.5 0
: 762 | 15.7165 19.1594 0.0203262 0.00178791 43154 1
: 763 | 15.4584 19.5272 0.0203289 0.00179886 43173.2 2
: 764 Minimum Test error found - save the configuration
: 764 | 15.5161 18.6453 0.0203863 0.00185444 43168.9 0
: 765 Minimum Test error found - save the configuration
: 765 | 15.018 18.3769 0.0203664 0.00184386 43190.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 14.9321 18.2109 0.0203808 0.00185464 43182.1 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.7985 18.1737 0.0203919 0.00186329 43176.5 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.8062 18.048 0.0203631 0.0018657 43249.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.31 17.8265 0.0203992 0.00186789 43170.3 0
: 770 | 14.2038 18.2889 0.0203022 0.00180173 43242.2 1
: 771 Minimum Test error found - save the configuration
: 771 | 14.1688 17.5746 0.0203819 0.00186829 43211.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.0011 17.5159 0.0203721 0.00185449 43202.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.7746 17.4105 0.0204235 0.00185824 43091.2 0
: 774 Minimum Test error found - save the configuration
: 774 | 13.7718 17.351 0.0203814 0.00185592 43183.7 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.6371 17.027 0.0203611 0.00185651 43232.6 0
: 776 | 13.4833 17.5722 0.0203418 0.00179819 43141.6 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.1731 16.8502 0.020376 0.00185212 43187.5 0
: 778 Minimum Test error found - save the configuration
: 778 | 12.9813 16.5686 0.0203935 0.00187601 43202.5 0
: 779 | 12.9215 16.771 0.0203614 0.00181045 43124.4 1
: 780 | 13.3565 18.0997 0.020305 0.00180995 43254.8 2
: 781 Minimum Test error found - save the configuration
: 781 | 13.3292 16.5543 0.0203769 0.00186684 43219.8 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.8952 16.041 0.0203757 0.00186563 43219.8 0
: 783 | 12.561 16.2868 0.0203236 0.00178984 43164.4 1
: 784 Minimum Test error found - save the configuration
: 784 | 12.2873 15.6826 0.0204077 0.00187239 43160.9 0
: 785 | 12.3354 16.1539 0.0203403 0.00179972 43148.7 1
: 786 | 12.0741 15.6844 0.0204453 0.0018328 42981.8 2
: 787 | 12.4408 16.5372 0.0208063 0.00194305 42410.5 3
: 788 Minimum Test error found - save the configuration
: 788 | 12.0137 15.4943 0.0206873 0.00193084 42652.1 0
: 789 Minimum Test error found - save the configuration
: 789 | 11.7265 15.4206 0.0206526 0.00194338 42759.6 0
: 790 | 11.4409 15.6819 0.0205972 0.00180182 42563.6 1
: 791 Minimum Test error found - save the configuration
: 791 | 11.4809 15.2481 0.0206686 0.00197697 42799.9 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.219 15.0609 0.0206397 0.00191683 42728.6 0
: 793 | 11.1875 15.2911 0.0203704 0.00181107 43105.1 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.0478 14.8448 0.0204995 0.00190639 43026.7 0
: 795 | 10.8963 14.9589 0.0203202 0.00181383 43228.4 1
: 796 | 10.8214 14.8916 0.0203857 0.00181218 43072 2
: 797 | 10.7444 14.8816 0.0203414 0.00180969 43169.2 3
: 798 Minimum Test error found - save the configuration
: 798 | 10.7518 14.4061 0.0207877 0.00187148 42291.8 0
: 799 | 10.4735 14.597 0.0203357 0.00180055 43161.2 1
: 800 Minimum Test error found - save the configuration
: 800 | 10.3061 14.2038 0.0205212 0.00187966 42915 0
: 801 | 10.3298 14.5213 0.0207314 0.00184997 42369.7 1
: 802 | 10.3805 14.2137 0.020616 0.00182171 42566.1 2
: 803 | 10.042 14.3409 0.0206143 0.00181217 42548.3 3
: 804 | 10.0353 14.3158 0.0204305 0.00180227 42945.5 4
: 805 | 9.88778 14.51 0.0204472 0.00180152 42905.4 5
: 806 Minimum Test error found - save the configuration
: 806 | 10.2973 14.1118 0.020438 0.00187919 43106.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 9.82867 13.5987 0.0204557 0.00186944 43042.6 0
: 808 | 9.55318 13.9042 0.020395 0.00179846 43018.7 1
: 809 | 9.67758 13.7387 0.020646 0.00180844 42468.2 2
: 810 | 9.60101 13.7622 0.0203775 0.00183563 43145.5 3
: 811 Minimum Test error found - save the configuration
: 811 | 9.40992 13.4184 0.0206452 0.00196448 42824.9 0
: 812 | 9.79745 13.6031 0.0203729 0.00180139 43076.7 1
: 813 | 9.4431 13.5037 0.0203336 0.00178945 43140.2 2
: 814 Minimum Test error found - save the configuration
: 814 | 9.16805 13.127 0.0203629 0.00185607 43227.2 0
: 815 | 9.33896 13.2527 0.0203139 0.00179474 43198.5 1
: 816 Minimum Test error found - save the configuration
: 816 | 8.90061 12.7662 0.0203716 0.00184238 43175 0
: 817 | 9.10412 13.6013 0.0202968 0.00179513 43239.3 1
: 818 Minimum Test error found - save the configuration
: 818 | 8.80203 12.5477 0.0203852 0.00186365 43193 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.53875 12.4329 0.0203636 0.00186301 43241.9 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.45584 12.3661 0.0203495 0.00186302 43274.8 0
: 821 | 8.57699 13.096 0.0202983 0.00180815 43266.2 1
: 822 Minimum Test error found - save the configuration
: 822 | 8.41773 12.259 0.0203632 0.00186113 43238.4 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.16252 12.0753 0.0203634 0.00186223 43240.5 0
: 824 Minimum Test error found - save the configuration
: 824 | 8.187 12.016 0.0203624 0.001846 43204.9 0
: 825 | 8.09426 12.9391 0.0203198 0.00179674 43189.4 1
: 826 | 8.20727 12.0696 0.0203021 0.0017983 43234.3 2
: 827 | 8.0642 12.0202 0.0203134 0.00179113 43191.3 3
: 828 Minimum Test error found - save the configuration
: 828 | 8.03934 11.734 0.0203811 0.00185816 43189.8 0
: 829 | 7.96467 12.0707 0.0202969 0.00179672 43242.9 1
: 830 | 8.15665 11.747 0.0203072 0.00179963 43225.6 2
: 831 Minimum Test error found - save the configuration
: 831 | 7.87809 11.4215 0.0203691 0.00186774 43240.2 0
: 832 | 7.735 12.0237 0.0202923 0.00180823 43280.5 1
: 833 | 7.8145 12.0078 0.0202988 0.00179809 43241.5 2
: 834 | 7.93024 11.6062 0.0202991 0.00181174 43272.8 3
: 835 Minimum Test error found - save the configuration
: 835 | 7.45777 11.1782 0.0203662 0.00185829 43224.8 0
: 836 | 7.64996 12.0205 0.0203035 0.00178998 43211.7 1
: 837 Minimum Test error found - save the configuration
: 837 | 7.68005 11.045 0.0203989 0.00187311 43183 0
: 838 | 7.4222 11.4449 0.0203515 0.00180465 43134.1 1
: 839 | 7.43331 11.2973 0.0203411 0.00179924 43145.6 2
: 840 | 7.80872 12.3897 0.020326 0.00179741 43176.6 3
: 841 Minimum Test error found - save the configuration
: 841 | 7.25124 10.8279 0.020421 0.00189095 43173 0
: 842 | 7.05824 10.8855 0.02034 0.00181158 43176.9 1
: 843 | 6.92634 10.8592 0.0204974 0.00182532 42844.6 2
: 844 | 7.35377 11.0789 0.0203838 0.00181575 43084.7 3
: 845 Minimum Test error found - save the configuration
: 845 | 7.02191 10.3916 0.0205335 0.00189736 42927.4 0
: 846 | 7.08756 10.456 0.0203278 0.00180087 43180.5 1
: 847 Minimum Test error found - save the configuration
: 847 | 6.84831 10.3767 0.0203736 0.00186819 43230.7 0
: 848 Minimum Test error found - save the configuration
: 848 | 6.61012 10.3558 0.0203625 0.00186343 43245.5 0
: 849 Minimum Test error found - save the configuration
: 849 | 6.69047 10.3385 0.0203855 0.0018724 43212.7 0
: 850 Minimum Test error found - save the configuration
: 850 | 6.8519 10.1882 0.0204648 0.00190457 43102.9 0
: 851 Minimum Test error found - save the configuration
: 851 | 6.69097 10.1494 0.0204472 0.00189976 43132.7 0
: 852 Minimum Test error found - save the configuration
: 852 | 6.79429 10.1441 0.0204124 0.00188417 43177.3 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.60357 9.91139 0.0203895 0.00190786 43286.3 0
: 854 | 6.54715 10.0697 0.0203332 0.00181412 43198.6 1
: 855 | 6.44755 10.0048 0.0203342 0.00180378 43172.3 2
: 856 Minimum Test error found - save the configuration
: 856 | 6.38667 9.7141 0.0204375 0.00188737 43126.4 0
: 857 | 6.68845 10.5667 0.0203179 0.00180401 43210.7 1
: 858 | 6.40081 10.0277 0.0203246 0.00179617 43176.9 2
: 859 | 6.52049 9.99142 0.0203551 0.00179992 43114.6 3
: 860 Minimum Test error found - save the configuration
: 860 | 6.12278 9.43338 0.0203643 0.00187641 43271.5 0
: 861 | 6.14916 9.6099 0.0202898 0.00180815 43286.1 1
: 862 | 6.28663 9.78108 0.0202885 0.00180988 43293.2 2
: 863 | 6.28983 10.7622 0.0203325 0.00181284 43197.3 3
: 864 | 6.42418 10.3129 0.0202973 0.00180834 43269.1 4
: 865 Minimum Test error found - save the configuration
: 865 | 6.28705 9.06284 0.0204734 0.0018857 43039.1 0
: 866 | 6.15314 9.8143 0.0203644 0.00179522 43082.2 1
: 867 | 6.02244 9.35257 0.0205833 0.00180182 42595.1 2
: 868 | 6.04646 9.23154 0.0203168 0.00179307 43187.9 3
: 869 Minimum Test error found - save the configuration
: 869 | 5.87596 8.69447 0.0203926 0.00187178 43194.6 0
: 870 | 6.02068 9.07305 0.0203332 0.00180762 43183.5 1
: 871 | 6.56869 9.11846 0.0203471 0.0018072 43150.2 2
: 872 | 5.9875 9.17361 0.0203472 0.0018148 43167.7 3
: 873 | 5.80363 8.72516 0.0203992 0.00181926 43057.3 4
: 874 Minimum Test error found - save the configuration
: 874 | 5.73681 8.55999 0.0204616 0.00189864 43096.6 0
: 875 | 5.70473 9.33141 0.020458 0.00180524 42889.2 1
: 876 Minimum Test error found - save the configuration
: 876 | 5.76297 8.45542 0.0204543 0.00189393 43102.6 0
: 877 | 5.64526 9.17189 0.0203278 0.00180493 43189.9 1
: 878 | 5.906 9.5516 0.0203023 0.00179441 43224.8 2
: 879 | 5.43679 8.68151 0.0203455 0.00180073 43138.7 3
: 880 Minimum Test error found - save the configuration
: 880 | 5.46268 8.446 0.020428 0.00189044 43155.6 0
: 881 Minimum Test error found - save the configuration
: 881 | 5.41873 8.28935 0.0203882 0.00187754 43218.4 0
: 882 | 5.30527 8.33972 0.0203089 0.00181239 43251.3 1
: 883 Minimum Test error found - save the configuration
: 883 | 5.45284 8.07454 0.0203957 0.00188538 43219.1 0
: 884 | 5.45152 8.23805 0.0203303 0.00181337 43203.8 1
: 885 | 5.19042 8.25212 0.0203337 0.0018025 43170.5 2
: 886 | 5.54598 8.45227 0.0203453 0.0018096 43160 3
: 887 Minimum Test error found - save the configuration
: 887 | 5.46475 7.95801 0.0204182 0.00188066 43155.6 0
: 888 | 5.23969 8.29407 0.0203228 0.00179431 43176.8 1
: 889 Minimum Test error found - save the configuration
: 889 | 5.42526 7.74317 0.020409 0.00187663 43167.6 0
: 890 | 4.99462 7.93139 0.020407 0.00183079 43065.9 1
: 891 | 5.14383 7.77362 0.0203801 0.00181964 43102.4 2
: 892 | 5.25012 7.93886 0.0204071 0.00186535 43146 3
: 893 Minimum Test error found - save the configuration
: 893 | 5.04008 7.55794 0.0204604 0.00189774 43097.3 0
: 894 | 5.08151 8.11245 0.02038 0.00180536 43069.4 1
: 895 | 5.10343 7.81745 0.020569 0.00181154 42649.8 2
: 896 Minimum Test error found - save the configuration
: 896 | 5.07287 7.43031 0.0204151 0.00189318 43192 0
: 897 | 5.03353 7.84304 0.0203054 0.00178889 43204.8 1
: 898 Minimum Test error found - save the configuration
: 898 | 4.92887 7.18088 0.0203664 0.0018511 43207.6 0
: 899 | 4.93228 7.67969 0.0203015 0.0017977 43234.3 1
: 900 | 5.2438 7.83651 0.020347 0.00179888 43131.1 2
: 901 | 5.16539 7.68609 0.0203149 0.00180778 43226.6 3
: 902 Minimum Test error found - save the configuration
: 902 | 4.81201 6.93977 0.0203878 0.00186881 43198.8 0
: 903 | 4.68783 7.17488 0.020586 0.00182746 42647.2 1
: 904 | 5.04062 8.0905 0.0204818 0.00179994 42822.4 2
: 905 | 5.11853 7.03088 0.0203688 0.00180194 43087.5 3
: 906 Minimum Test error found - save the configuration
: 906 | 4.79845 6.85821 0.0203845 0.00187603 43223.5 0
: 907 | 4.67855 6.9697 0.0203325 0.00180288 43174.2 1
: 908 | 4.62669 7.32683 0.0202956 0.00179926 43251.8 2
: 909 Minimum Test error found - save the configuration
: 909 | 4.66332 6.80585 0.0204224 0.00188498 43156.1 0
: 910 | 4.59222 7.13719 0.0203749 0.0018148 43103.2 1
: 911 | 4.78142 7.27803 0.0204529 0.00181765 42929.3 2
: 912 | 4.93681 8.55388 0.0203413 0.00181349 43178.3 3
: 913 Minimum Test error found - save the configuration
: 913 | 4.84858 6.73484 0.020409 0.00188387 43184.6 0
: 914 | 4.54292 6.9314 0.0203754 0.0017934 43052.5 1
: 915 Minimum Test error found - save the configuration
: 915 | 4.58711 6.62704 0.0204303 0.00187208 43107.7 0
: 916 | 4.63277 6.8375 0.0204165 0.0018001 42972.8 1
: 917 Minimum Test error found - save the configuration
: 917 | 4.54082 6.6186 0.0205317 0.00188158 42895.3 0
: 918 | 4.64776 6.68727 0.0204986 0.00185848 42918.2 1
: 919 Minimum Test error found - save the configuration
: 919 | 4.6081 6.60932 0.0205167 0.00187776 42920.9 0
: 920 Minimum Test error found - save the configuration
: 920 | 4.41022 6.29104 0.020568 0.00188959 42830.3 0
: 921 | 4.59208 7.26673 0.0203651 0.00180746 43109 1
: 922 Minimum Test error found - save the configuration
: 922 | 4.41742 6.1822 0.0205585 0.00190473 42886.8 0
: 923 | 4.52162 6.20913 0.0204246 0.00179759 42948.3 1
: 924 | 4.25983 6.45597 0.0203375 0.00180774 43173.8 2
: 925 | 4.28047 6.26405 0.0204188 0.00180708 42983.6 3
: 926 | 4.36201 6.39138 0.0205136 0.00181551 42785.1 4
: 927 | 4.35777 7.03275 0.0204371 0.00181245 42953.9 5
: 928 | 4.28078 6.27852 0.0204532 0.0018539 43012.4 6
: 929 | 4.48537 6.46012 0.0203425 0.00180765 43162 7
: 930 Minimum Test error found - save the configuration
: 930 | 4.13998 5.97963 0.0205333 0.00188879 42908.1 0
: 931 | 4.11328 6.03478 0.0204879 0.0018044 42818.6 1
: 932 Minimum Test error found - save the configuration
: 932 | 4.08641 5.82789 0.0204533 0.00187682 43065.1 0
: 933 | 4.17943 6.22306 0.0203272 0.00179202 43161.1 1
: 934 Minimum Test error found - save the configuration
: 934 | 4.12364 5.78525 0.0206169 0.00187524 42685.7 0
: 935 | 4.32642 6.1161 0.0203453 0.00180445 43147.9 1
: 936 | 4.29745 6.00165 0.0203264 0.00181477 43216 2
: 937 | 3.92284 5.81546 0.0203381 0.00181914 43199 3
: 938 | 3.97605 6.96897 0.0203289 0.00180488 43187.2 4
: 939 Minimum Test error found - save the configuration
: 939 | 4.38096 5.67666 0.0203899 0.00188521 43232.4 0
: 940 | 4.25125 5.69341 0.0203441 0.00180012 43140.6 1
: 941 Minimum Test error found - save the configuration
: 941 | 3.86972 5.56154 0.0204328 0.00188477 43131.2 0
: 942 | 4.21239 5.7362 0.0203084 0.00179977 43223.1 1
: 943 | 4.46318 5.93683 0.020315 0.0017936 43193.3 2
: 944 Minimum Test error found - save the configuration
: 944 | 4.13921 5.33651 0.0204048 0.00187356 43170.3 0
: 945 | 3.88762 5.85 0.020445 0.00184096 43001.5 1
: 946 | 4.13538 5.6792 0.0203676 0.00181736 43126.2 2
: 947 | 4.06773 6.30961 0.0203281 0.00181506 43212.7 3
: 948 Minimum Test error found - save the configuration
: 948 | 4.01609 5.30193 0.0206881 0.00189241 42563 0
: 949 | 3.85695 6.045 0.0204945 0.00195147 43142.9 1
: 950 | 4.03537 5.45557 0.0204899 0.00179962 42803 2
: 951 | 3.89752 5.76691 0.0203434 0.00180023 43142.6 3
: 952 | 4.04964 5.87547 0.0203162 0.00180158 43209.1 4
: 953 | 3.73214 5.36485 0.020325 0.00180177 43189 5
: 954 | 3.84694 5.73617 0.0203326 0.00181411 43200.1 6
: 955 Minimum Test error found - save the configuration
: 955 | 3.84417 5.11546 0.0203989 0.00190583 43259.4 0
: 956 | 3.77516 5.37058 0.020316 0.00181139 43232.5 1
: 957 | 3.80848 5.31451 0.0203442 0.00180711 43156.7 2
: 958 | 4.19511 5.40503 0.0203443 0.00181181 43167.4 3
: 959 | 3.81862 5.30839 0.020344 0.00181364 43172.4 4
: 960 Minimum Test error found - save the configuration
: 960 | 3.80482 5.07416 0.0205424 0.00188977 42889.4 0
: 961 | 3.65603 6.0329 0.020379 0.00180687 43075.3 1
: 962 Minimum Test error found - save the configuration
: 962 | 3.97965 4.79145 0.020406 0.00188272 43188.8 0
: 963 | 3.56892 5.28851 0.0203383 0.00180485 43165.2 1
: 964 | 3.94619 5.42135 0.0203922 0.00180808 43047.6 2
: 965 | 3.77991 5.34496 0.0203671 0.00181433 43120.2 3
: 966 | 3.69998 5.05394 0.0203342 0.00181451 43197.4 4
: 967 | 3.91487 6.27572 0.02033 0.00181036 43197.3 5
: 968 Minimum Test error found - save the configuration
: 968 | 3.6962 4.77422 0.0204229 0.00189149 43170 0
: 969 | 3.57487 4.98086 0.0203043 0.0017918 43214 1
: 970 | 3.51134 4.97423 0.0203231 0.00180311 43196.6 2
: 971 Minimum Test error found - save the configuration
: 971 | 3.51419 4.73741 0.0204721 0.00189072 43053.8 0
: 972 | 3.48204 4.8572 0.0205952 0.00181372 42595.1 1
: 973 Minimum Test error found - save the configuration
: 973 | 3.65347 4.62189 0.0206119 0.00196107 42893.4 0
: 974 | 3.80442 4.82427 0.0205198 0.00182596 42794.8 1
: 975 | 3.77712 5.11641 0.0204905 0.00181899 42846.1 2
: 976 | 3.46629 4.94206 0.0203577 0.00180705 43125.2 3
: 977 Minimum Test error found - save the configuration
: 977 | 3.50879 4.52529 0.0205 0.00192685 43072.9 0
: 978 | 3.57703 5.71246 0.0204544 0.00180734 42902.1 1
: 979 Minimum Test error found - save the configuration
: 979 | 3.69788 4.47909 0.0204298 0.00190235 43179.1 0
: 980 | 3.91296 5.97185 0.0203556 0.00180734 43130.8 1
: 981 | 3.79421 4.63094 0.0203724 0.00181592 43111.6 2
: 982 | 3.62137 4.52537 0.0203267 0.00181394 43213.5 3
: 983 | 3.29047 4.49792 0.0203767 0.00183636 43149.2 4
: 984 Minimum Test error found - save the configuration
: 984 | 3.21936 4.42946 0.0204252 0.00190237 43189.9 0
: 985 | 3.4226 4.98413 0.0203404 0.00179989 43148.8 1
: 986 | 3.54086 4.59331 0.0203515 0.00180563 43136.3 2
: 987 | 3.54298 4.44674 0.0203439 0.00180785 43159.2 3
: 988 Minimum Test error found - save the configuration
: 988 | 3.38591 4.34833 0.0204604 0.00189457 43089.8 0
: 989 | 3.47335 4.81919 0.0203615 0.00180859 43120 1
: 990 | 3.3915 4.75762 0.0203729 0.00181381 43105.5 2
: 991 | 3.3737 4.562 0.0203964 0.00182834 43084.8 3
: 992 Minimum Test error found - save the configuration
: 992 | 3.27526 4.23269 0.0204611 0.00189111 43080.2 0
: 993 | 3.30363 4.80459 0.0203671 0.00181714 43126.8 1
: 994 Minimum Test error found - save the configuration
: 994 | 3.30025 4.13341 0.0204557 0.00188689 43083.1 0
: 995 | 3.21116 4.46322 0.0203467 0.00180535 43146.9 1
: 996 Minimum Test error found - save the configuration
: 996 | 3.37306 4.09376 0.0203975 0.0018775 43196.4 0
: 997 | 3.30047 4.93527 0.020336 0.00179435 43146.1 1
: 998 Minimum Test error found - save the configuration
: 998 | 3.13155 4.05576 0.020385 0.0018725 43214 0
: 999 | 3.23762 4.23401 0.0203781 0.00181742 43101.9 1
: 1000 | 3.1559 4.06948 0.0203368 0.00181436 43190.9 2
: 1001 | 3.02562 4.15834 0.0203711 0.00181566 43114.1 3
: 1002 | 3.25269 4.10786 0.0203246 0.0018053 43198.3 4
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.30791 4.00069 0.0204097 0.00190701 43237 0
: 1004 | 3.51501 4.6828 0.0203396 0.00180339 43158.6 1
: 1005 | 3.53782 4.3876 0.0203329 0.00180356 43174.7 2
: 1006 | 3.64743 4.94469 0.0203247 0.00180375 43194.3 3
: 1007 | 3.17821 4.00907 0.0203056 0.00180541 43242.8 4
: 1008 Minimum Test error found - save the configuration
: 1008 | 3.09554 3.76038 0.020666 0.00188769 42602.2 0
: 1009 | 3.17835 3.76891 0.0204473 0.0018052 42913.7 1
: 1010 | 3.22489 4.00342 0.0203338 0.00181265 43193.8 2
: 1011 Minimum Test error found - save the configuration
: 1011 | 3.43229 3.7521 0.0203767 0.00187958 43250.1 0
: 1012 | 3.30685 4.54083 0.0203791 0.00181407 43091.7 1
: 1013 | 3.45221 4.48302 0.020333 0.0018096 43188.6 2
: 1014 | 3.38988 4.47906 0.0203132 0.00180264 43218.6 3
: 1015 | 3.61403 4.51794 0.0203391 0.00180208 43156.8 4
: 1016 | 3.28749 4.36712 0.0203243 0.00180305 43193.6 5
: 1017 | 3.39403 4.50723 0.0203164 0.00179389 43190.7 6
: 1018 | 3.2198 4.5188 0.020328 0.00179977 43177.3 7
: 1019 | 3.24571 3.80256 0.0203014 0.00180005 43240.1 8
: 1020 | 3.10322 3.92998 0.0203283 0.00180136 43180.3 9
: 1021 | 3.07063 3.89002 0.0203398 0.001811 43176 10
: 1022 | 3.24032 3.97839 0.0202993 0.00180947 43267 11
: 1023 Minimum Test error found - save the configuration
: 1023 | 3.586 3.55434 0.0203915 0.00187623 43207.5 0
: 1024 | 3.27999 3.76448 0.0203518 0.00181847 43165.4 1
: 1025 | 3.08397 3.6477 0.0203317 0.001813 43199.6 2
: 1026 | 2.96629 3.76277 0.0203263 0.00180193 43186.3 3
: 1027 | 2.9223 3.95834 0.0203055 0.00180321 43237.9 4
: 1028 | 3.05646 3.66266 0.0203111 0.00180145 43220.7 5
: 1029 Minimum Test error found - save the configuration
: 1029 | 2.90116 3.49487 0.0204084 0.00187231 43159 0
: 1030 | 2.92425 3.55963 0.0203034 0.00179798 43230.6 1
: 1031 | 3.04068 3.94124 0.0203239 0.00182274 43240.5 2
: 1032 | 3.21073 3.6966 0.0203436 0.00181081 43166.8 3
: 1033 | 3.08784 3.67733 0.0203332 0.00181359 43197.6 4
: 1034 | 3.12462 3.76863 0.0203483 0.0018089 43151.3 5
: 1035 | 2.92422 3.66168 0.0203675 0.001813 43116.2 6
: 1036 | 2.94577 3.50142 0.020352 0.00180653 43137.2 7
: 1037 Minimum Test error found - save the configuration
: 1037 | 2.93905 3.4679 0.0240353 0.00197033 36256.5 0
: 1038 Minimum Test error found - save the configuration
: 1038 | 3.03783 3.42948 0.0208403 0.00197476 42405.3 0
: 1039 | 3.1526 4.33456 0.0207256 0.00185459 42393.1 1
: 1040 Minimum Test error found - save the configuration
: 1040 | 3.1627 3.23933 0.0208661 0.00198261 42364.9 0
: 1041 | 3.02012 4.02421 0.0205972 0.00185118 42675.7 1
: 1042 | 3.16795 3.72509 0.0205909 0.00185469 42698.1 2
: 1043 | 3.14109 3.47996 0.0208469 0.00181544 42035.6 3
: 1044 | 2.94647 3.59057 0.0205671 0.00181005 42650.6 4
: 1045 | 2.96688 3.24991 0.0206382 0.00187916 42646 5
: 1046 | 3.05183 4.36401 0.0208276 0.00182351 42096.2 6
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.90308 3.09198 0.0210306 0.00205328 42155.7 0
: 1048 | 2.82456 3.29509 0.0208778 0.00184619 42035.4 1
: 1049 | 3.22768 3.39819 0.0205371 0.00184628 42801.8 2
: 1050 | 3.01456 3.57944 0.0205571 0.00184996 42764.3 3
: 1051 | 2.88788 3.36964 0.0205436 0.00185951 42817.1 4
: 1052 | 3.07789 3.2248 0.0204999 0.00183944 42871.4 5
: 1053 | 2.96696 3.54103 0.020489 0.00187113 42969.5 6
: 1054 | 3.08101 3.74412 0.0204718 0.00180952 42867.3 7
: 1055 | 2.90305 3.09488 0.0204722 0.00181867 42887.4 8
: 1056 | 2.86049 3.21051 0.0206288 0.00181208 42515.3 9
: 1057 | 2.97648 3.5528 0.0206022 0.0018125 42576.5 10
: 1058 | 2.83598 3.29518 0.0206574 0.00182018 42469.1 11
: 1059 Minimum Test error found - save the configuration
: 1059 | 2.97666 3.04234 0.0206821 0.00191943 42637.9 0
: 1060 | 3.02021 3.27634 0.0205851 0.00180951 42608.6 1
: 1061 Minimum Test error found - save the configuration
: 1061 | 2.97024 2.96038 0.0206027 0.00194818 42884.9 0
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.89155 2.84985 0.0206448 0.00191755 42718.5 0
: 1063 | 2.81339 2.93168 0.020546 0.00183642 42758.9 1
: 1064 | 2.84394 3.2172 0.0205603 0.00184048 42735.5 2
: 1065 | 2.87691 3.21705 0.0204733 0.00184197 42938.5 3
: 1066 | 2.88341 2.90781 0.0205768 0.00189352 42819.1 4
: 1067 | 2.86029 3.10814 0.020706 0.00181391 42345.7 5
: 1068 | 2.88958 4.56089 0.0204718 0.00180535 42857.6 6
: 1069 | 3.23612 2.91136 0.0205315 0.00181468 42742.2 7
: 1070 | 2.99974 2.92147 0.0205587 0.00183754 42732.4 8
: 1071 | 2.7254 3.76352 0.020472 0.0018158 42881.2 9
: 1072 | 3.03529 3.05469 0.0204382 0.00181171 42949.5 10
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.94994 2.72779 0.020719 0.00189517 42499.3 0
: 1074 | 2.72503 2.9042 0.0204646 0.001806 42875.8 1
: 1075 | 2.87043 2.97913 0.0204471 0.00181453 42935.6 2
: 1076 | 2.79639 3.17246 0.0204284 0.00180335 42952.9 3
: 1077 | 2.83081 3.40397 0.0204169 0.00180939 42993.5 4
: 1078 | 3.02603 3.87202 0.0204502 0.00182658 42956.2 5
: 1079 Minimum Test error found - save the configuration
: 1079 | 3.45372 2.69104 0.0207117 0.00201302 42783.7 0
: 1080 | 2.90204 2.92691 0.0205814 0.00183989 42686 1
: 1081 | 3.02265 3.20269 0.0206563 0.0018516 42542.6 2
: 1082 | 3.80144 4.40777 0.0205574 0.00183651 42733.1 3
: 1083 | 3.90511 3.71186 0.0206059 0.00181682 42577.8 4
: 1084 | 2.78968 3.32334 0.0205853 0.00182325 42639.3 5
: 1085 Minimum Test error found - save the configuration
: 1085 | 3.00437 2.57299 0.0205582 0.00189911 42874.6 0
: 1086 | 2.69838 3.66204 0.0204528 0.00181807 42930.6 1
: 1087 | 2.97649 2.6578 0.0204983 0.00180434 42794.7 2
: 1088 | 2.72463 2.66838 0.0205048 0.00181132 42795.8 3
: 1089 | 2.73384 2.91935 0.0204416 0.00179468 42902.5 4
: 1090 | 2.67759 2.88843 0.0204668 0.00180419 42866.5 5
: 1091 | 2.7159 2.84001 0.0204564 0.00180627 42895.1 6
: 1092 Minimum Test error found - save the configuration
: 1092 | 2.58738 2.5716 0.0205217 0.00190393 42969.6 0
: 1093 Minimum Test error found - save the configuration
: 1093 | 2.54257 2.54009 0.0205137 0.00187597 42923.6 0
: 1094 | 2.6109 2.79059 0.0204348 0.00180501 42942 1
: 1095 | 2.51579 2.72995 0.0204549 0.00182918 42951.3 2
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.47635 2.41488 0.0205071 0.00191379 43026.3 0
: 1097 | 2.53943 3.05258 0.0204699 0.00183475 42929.6 1
: 1098 | 2.65827 2.84712 0.0204784 0.00184063 42923.5 2
: 1099 | 2.6902 3.19478 0.020465 0.0018396 42952.1 3
: 1100 | 2.72431 2.50774 0.0204491 0.00183838 42986 4
: 1101 | 2.58127 3.0134 0.0204552 0.00183904 42973.5 5
: 1102 | 2.53359 2.82081 0.0204524 0.0018151 42924.6 6
: 1103 | 2.84583 2.65574 0.0205447 0.0018167 42716.9 7
: 1104 | 2.37802 2.88272 0.0204559 0.00181409 42914.2 8
: 1105 | 2.50352 2.78913 0.020473 0.00181241 42871.1 9
: 1106 | 2.83928 2.90729 0.020484 0.00182492 42874.7 10
: 1107 | 2.75902 2.60402 0.0205573 0.0018223 42700.8 11
: 1108 | 2.93601 3.35568 0.0204995 0.00181539 42817.1 12
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.97547 2.40281 0.0206752 0.00192154 42658.4 0
: 1110 | 2.48782 2.5797 0.0206321 0.00181342 42511.1 1
: 1111 | 2.49839 3.14957 0.0205262 0.00182341 42774.4 2
: 1112 | 2.52844 2.50626 0.0204948 0.00183672 42877 3
: 1113 | 2.47487 2.5373 0.0204998 0.00185157 42899.4 4
: 1114 Minimum Test error found - save the configuration
: 1114 | 2.46197 2.26957 0.0207583 0.0019696 42578.9 0
: 1115 | 2.52222 2.73362 0.0205177 0.00185526 42866.8 1
: 1116 | 2.80085 2.43603 0.0205349 0.00183737 42786.4 2
: 1117 | 2.58842 2.56774 0.0205881 0.00182245 42631.1 3
: 1118 | 2.43797 2.29113 0.0205926 0.00181543 42604.9 4
: 1119 | 2.52139 2.407 0.0205298 0.0018186 42755.1 5
: 1120 | 2.47821 2.29607 0.0205219 0.00182426 42786.2 6
: 1121 | 2.56149 3.06395 0.0205608 0.00182337 42695.3 7
: 1122 | 2.67365 2.37076 0.0204926 0.00181153 42824.1 8
: 1123 Minimum Test error found - save the configuration
: 1123 | 2.58696 2.23465 0.0205287 0.00188884 42918.7 0
: 1124 | 2.32796 2.5949 0.0204806 0.00180563 42838.1 1
: 1125 | 2.42859 2.53228 0.0204592 0.00180824 42893.3 2
: 1126 | 2.39478 2.27289 0.0205226 0.00181778 42769.6 3
: 1127 | 2.342 2.56343 0.0204479 0.00183418 42979 4
: 1128 | 2.44871 2.39696 0.0204912 0.00187154 42965.4 5
: 1129 Minimum Test error found - save the configuration
: 1129 | 2.40536 2.19136 0.0205691 0.00192527 42909.5 0
: 1130 | 2.64565 2.39127 0.0204369 0.00181882 42969 1
: 1131 | 2.6543 2.42247 0.0204409 0.0018294 42984.2 2
: 1132 | 2.58913 2.30092 0.0204309 0.00181813 42981.1 3
: 1133 | 2.42179 2.73768 0.0203795 0.00180107 43060.6 4
: 1134 | 2.42624 2.28854 0.0203299 0.00179985 43173.1 5
: 1135 | 2.64451 2.80874 0.020295 0.00180005 43255 6
: 1136 | 2.59202 2.5934 0.0203281 0.00182886 43244.9 7
: 1137 | 2.50847 2.46086 0.0203074 0.00180867 43246.1 8
: 1138 | 2.33114 2.6769 0.0203015 0.00180304 43246.8 9
: 1139 | 2.2723 2.4695 0.020334 0.00181396 43196.4 10
: 1140 | 2.35666 2.35225 0.0203175 0.00180148 43205.9 11
: 1141 | 2.27665 2.2185 0.0203188 0.00179406 43185.4 12
: 1142 Minimum Test error found - save the configuration
: 1142 | 2.34307 2.06345 0.0204082 0.00188475 43188.4 0
: 1143 | 2.26263 2.34233 0.0203667 0.00180711 43104.4 1
: 1144 | 2.30156 2.28522 0.0203526 0.00180574 43134 2
: 1145 | 2.29652 2.31569 0.0203361 0.001802 43163.7 3
: 1146 | 2.39096 2.60297 0.020326 0.00180744 43199.8 4
: 1147 | 2.45606 2.53814 0.0203596 0.00181092 43129.9 5
: 1148 | 2.25491 2.46982 0.0203236 0.00181424 43221.5 6
: 1149 | 2.29259 2.27164 0.0203519 0.00180917 43143.7 7
: 1150 | 2.43909 2.17362 0.0203372 0.00181312 43187.1 8
: 1151 | 2.30714 2.17141 0.0203686 0.00181041 43107.7 9
: 1152 | 2.16249 2.30405 0.0203393 0.00180266 43157.7 10
: 1153 | 2.37062 2.14663 0.0203523 0.00180356 43129.7 11
: 1154 | 2.49528 2.27746 0.0204253 0.00179967 42951.5 12
: 1155 | 2.28897 3.02498 0.0203697 0.00180666 43096.5 13
: 1156 | 2.394 2.48819 0.020572 0.00181631 42653.7 14
: 1157 | 2.41971 3.5126 0.0203012 0.00180668 43256.1 15
: 1158 | 2.50763 2.54114 0.0202888 0.00180974 43292.3 16
: 1159 | 2.30512 2.21655 0.0203113 0.00180867 43237.2 17
: 1160 | 2.5557 2.5202 0.0203159 0.00181052 43230.6 18
: 1161 | 2.50366 2.50545 0.0203227 0.00180061 43191.7 19
: 1162 | 2.58808 3.02448 0.0203075 0.00178874 43199.4 20
: 1163 | 2.51773 2.33983 0.0202986 0.00179702 43239.5 21
:
: Elapsed time for training with 1000 events: 23.8 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0254 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.61 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.365 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_BDTG.weights.xml
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.73503e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31782e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: Read foams from file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
: Reading weight file: dataset/weights/TMVARegression_KNN.weights.xml
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: dataset/weights/TMVARegression_LD.weights.xml
: Reading weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
: Reading weight file: dataset/weights/TMVARegression_BDTG.weights.xml
Factory : Test all methods
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0739 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0914 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00348 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.224 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.14 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Evaluate all methods
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.043 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00509 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0916 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0101 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00517 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000738 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0253 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.17 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.243 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : -0.0142 -0.0354 1.56 1.24 | 3.275 3.287
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : -0.0154 -0.0522 1.47 1.15 | 3.330 3.339
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : Thank you for using TMVA!
: For citation information, please visit: http://tmva.sf.net/citeTMVA.html
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
Author
Andreas Hoecker

Definition in file TMVARegression.C.

TCut
A specialized string object used for TTree selections.
Definition: TCut.h:25
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:632
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1211
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
TObjString.h
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:88
TTree
A TTree represents a columnar dataset.
Definition: TTree.h:79
DataLoader.h
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:3997
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:91
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:563
TTree.h
TString
Basic string class.
Definition: TString.h:136
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition: TSystem.cxx:1294
TMVA::Types::kLD
@ kLD
Definition: Types.h:97
TString.h
TFile.h
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:524
TROOT.h
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:96
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:512
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:85
TDirectoryFile::Get
TObject * Get(const char *namecycle) override
Return pointer to object identified by namecycle.
Definition: TDirectoryFile.cxx:909
TChain.h
TSystem.h
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::Factory
This is the main MVA steering class.
Definition: Factory.h:80
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
unsigned int
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:82
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
TMVA::Tools::Instance
static Tools & Instance()
Definition: Tools.cxx:75
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
TMVA::Types::kDL
@ kDL
Definition: Types.h:101
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:407
Double_t
double Double_t
Definition: RtypesCore.h:59
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:92
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:879
Factory.h
TMVA::Types::kFDA
@ kFDA
Definition: Types.h:94
Tools.h
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition: DataLoader.cxx:485
TMVA::gTools
Tools & gTools()
TMVA
create variable transformations
Definition: GeneticMinimizer.h:22
main
int main(int argc, char *argv[])
Definition: cef_main.cxx:54
gROOT
#define gROOT
Definition: TROOT.h:406
TMVA::DataLoader
Definition: DataLoader.h:50
TMVARegGui.h