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TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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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 : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : 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 : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: 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 : [datasetreg] : 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: ␛[1mBDTG␛[0m
:
<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 : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : 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: 0.599 sec
: Elapsed time for training with 1000 events: 0.605 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00681 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
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: 0.00136 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00945 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
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: 0.000368 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00203 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
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 = 33551
: --------------------------------------------------------------
: 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 | 34823.2 33200.4 0.0194526 0.00181892 45367.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 34335.9 32564 0.0194732 0.00178217 45220.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 33590.1 31733.4 0.0197881 0.00180893 44496 0
: 4 Minimum Test error found - save the configuration
: 4 | 32815.8 30920.2 0.0199533 0.00180851 44089.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 31958.7 30079.5 0.0199137 0.00180101 44168 0
: 6 Minimum Test error found - save the configuration
: 6 | 31069.6 29285.9 0.0198371 0.00180604 44368 0
: 7 Minimum Test error found - save the configuration
: 7 | 30394.4 28778.6 0.0197289 0.00177649 44562.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 29943.7 28414.8 0.0197018 0.00178418 44648.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 29590.7 28082.9 0.019731 0.00179145 44594.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 29266.3 27775.4 0.0197305 0.00177918 44565.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 28961 27483.4 0.0197598 0.00179677 44535.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 28665 27209.4 0.0197979 0.00179612 44440.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28388.3 26938.5 0.01976 0.00178812 44514 0
: 14 Minimum Test error found - save the configuration
: 14 | 28114.1 26678.2 0.0197706 0.00179683 44509.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 27851.8 26419.6 0.0197647 0.0017984 44527.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 27591 26170.2 0.0197634 0.00179474 44522 0
: 17 Minimum Test error found - save the configuration
: 17 | 27338.7 25924.3 0.019717 0.00177371 44585 0
: 18 Minimum Test error found - save the configuration
: 18 | 27090.8 25682.4 0.019702 0.00177192 44617.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 26844 25448.9 0.0197244 0.00178029 44582.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 26605.7 25216.6 0.0197244 0.00178107 44584.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 26369.4 24988.5 0.019732 0.00177358 44547.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 26135.5 24765.8 0.0197325 0.00177295 44544.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 25909.7 24541 0.0197446 0.00178746 44550.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 25682.4 24321.3 0.0197364 0.00177282 44534.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 25458.4 24106.3 0.0197532 0.00178205 44515.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 25239.1 23892.7 0.0197474 0.00177889 44522.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 25021.7 23681.7 0.0197859 0.00179838 44475.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 24808.5 23471.2 0.019747 0.00177855 44522.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 24594 23267 0.0197143 0.00176753 44576.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 24386 23062.8 0.0209638 0.00181515 41778.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 24177.3 22863.1 0.0197634 0.00176845 44456.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 23973.6 22663.8 0.0197538 0.00178494 44521.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 23771.4 22466 0.0197693 0.00178166 44474.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 23569.2 22273.1 0.0197554 0.00177302 44488 0
: 35 Minimum Test error found - save the configuration
: 35 | 23373.1 22079 0.0197421 0.00176518 44501.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 23176.1 21888.3 0.0197919 0.00179807 44459.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 22981.7 21700.2 0.0197962 0.00179567 44443 0
: 38 Minimum Test error found - save the configuration
: 38 | 22789.3 21514.5 0.0197748 0.0017868 44474.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 22600.7 21328.7 0.0197702 0.00178001 44468.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22410.8 21147.7 0.0197462 0.0017706 44504.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 22225.6 20966.9 0.0197788 0.00178183 44451.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 22041.7 20787.4 0.0197585 0.00177877 44494.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 21859.1 20610.1 0.0197862 0.00178859 44450.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 21677.3 20436.6 0.0197665 0.00177011 44453.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 21500.4 20261.9 0.0197732 0.00177722 44454.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21323.8 20088.6 0.0197929 0.00178951 44436 0
: 47 Minimum Test error found - save the configuration
: 47 | 21149.1 19916.7 0.0197745 0.00177274 44440.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 20973.9 19749.3 0.019759 0.00177189 44476.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 20803.6 19581.9 0.019766 0.00176726 44447.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 20632.3 19418.3 0.019764 0.0017698 44458.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 20463.7 19257 0.0197609 0.00177158 44470.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 20298.9 19094.8 0.0197589 0.00176973 44471.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 20135.8 18931.7 0.0197602 0.0017639 44453.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 19968.5 18776.5 0.019769 0.00178003 44471.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 19808.2 18620.7 0.019768 0.00177882 44471.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 19648.7 18465.7 0.0197738 0.00177945 44458.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 19491.3 18310.6 0.0198458 0.00181557 44370 0
: 58 Minimum Test error found - save the configuration
: 58 | 19333.3 18158.6 0.0198518 0.00180113 44319.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 19179.1 18006.5 0.0197776 0.0017757 44439.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19024.7 17856.9 0.0197787 0.00177925 44445.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 18871.2 17710.8 0.0197928 0.00178541 44426.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 18723.1 17562.3 0.0197936 0.00178049 44412.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18572.3 17417.8 0.0197861 0.00178205 44434.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 18423.5 17276.3 0.0197887 0.00177005 44398.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 18277.5 17135.7 0.0198123 0.00178476 44376.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 18134.3 16994 0.0198346 0.00178619 44325.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 17990.1 16855 0.0198508 0.00180266 44325.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 17848.1 16717.4 0.019807 0.00177101 44355.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 17708.6 16579.5 0.0198161 0.00177875 44352.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 17569.2 16443.5 0.0198107 0.00176946 44342.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 17429.6 16311.6 0.019799 0.00177438 44383.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 17294.7 16178.2 0.0198019 0.00177673 44382.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 17159.6 16044.4 0.0198204 0.00178299 44352.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 17022.2 15899.2 0.0198009 0.00178053 44394.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 16863.1 15754.2 0.0198521 0.00178252 44273.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 16756.2 15631.6 0.0198572 0.0017747 44241.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 16623 15516.5 0.0198541 0.00179266 44293.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 16489 15379.3 0.0198707 0.00180018 44271.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 16336.2 15210.6 0.0198884 0.00179715 44220.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 16181.5 15059.9 0.0199201 0.00180034 44150.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 16048.3 14919.8 0.0199334 0.00180068 44119.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 15898 14789.9 0.0199498 0.0018021 44082.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 15759.8 14649.7 0.0199567 0.00180159 44064.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 15620.2 14520.2 0.0199479 0.00180433 44092.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 15486.8 14389.5 0.0199755 0.00180739 44033.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 15354.6 14260.3 0.0199907 0.00180829 43998.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 15222 14133.1 0.0199812 0.00180582 44015.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 15093 14006.9 0.0200069 0.00181601 43978 0
: 89 Minimum Test error found - save the configuration
: 89 | 14964.6 13878.8 0.0199916 0.00180421 43986.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 14835.2 13756.1 0.0199858 0.00180406 44000.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 14710.1 13629.9 0.0200196 0.00180835 43929 0
: 92 Minimum Test error found - save the configuration
: 92 | 14581.1 13511.1 0.0199897 0.00180719 43998.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 14459 13391.6 0.0199999 0.00180415 43966.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 14337.3 13267.1 0.0200117 0.00181233 43957.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 14213.9 13148.5 0.0200124 0.00181634 43965.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 14092.1 13033.9 0.0200271 0.00180996 43914.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 13974.5 12916.6 0.0200185 0.00180972 43934.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 13858.1 12799.8 0.0200269 0.00181526 43927.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13739.1 12686.8 0.0200441 0.00181477 43885.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 13625.1 12573 0.0200206 0.00180934 43928.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 13509.6 12462 0.020035 0.00181801 43915.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 13398.3 12349.3 0.0200463 0.00181267 43874.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 13285.5 12238.4 0.0200808 0.0018277 43828.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 13172.8 12131.7 0.0200485 0.00180933 43861.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 13064.2 12022.7 0.020056 0.00179775 43815.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 12955.8 11914.7 0.0200676 0.00180976 43816.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 12845.2 11810.4 0.0201004 0.00182839 43782.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 12739.9 11704.3 0.0200634 0.00180344 43811.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 12632.9 11600.8 0.0200616 0.00180433 43818.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 12526.4 11499.8 0.020066 0.00180505 43809.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 12427.1 11392.4 0.0200748 0.00181591 43814.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 12319 11292.6 0.0200732 0.00180572 43793.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 12216.5 11193.9 0.0200525 0.00180697 43846.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 12115.4 11095.2 0.0200654 0.00180842 43818.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 12016.5 10994.7 0.0200669 0.00180613 43809.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 11915.6 10896.6 0.0212652 0.00183898 41181.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 11816.1 10800.4 0.0201079 0.0018178 43739.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 11719.4 10702.9 0.0200718 0.00181189 43811.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 11621.5 10607.3 0.0200882 0.0018249 43803.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 11524.4 10513.8 0.0200751 0.0018132 43807 0
: 121 Minimum Test error found - save the configuration
: 121 | 11429.8 10419.6 0.0200723 0.00181177 43810.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 11335.6 10325.7 0.0200757 0.00181357 43806.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 11242.4 10231.3 0.0200901 0.00182565 43801 0
: 124 Minimum Test error found - save the configuration
: 124 | 11146.7 10142.1 0.0200786 0.0018136 43799.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 11057.5 10049.3 0.0200778 0.00181755 43810.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 10963.7 9960.47 0.0200732 0.0018094 43802.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10874 9871.06 0.0200781 0.00180782 43787 0
: 128 Minimum Test error found - save the configuration
: 128 | 10783.8 9783.09 0.0201115 0.00183425 43770.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 10694 9696.92 0.0201088 0.00183765 43784.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 10607.3 9608.74 0.0201059 0.0018165 43741.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10520.3 9520.34 0.0200868 0.00181864 43792 0
: 132 Minimum Test error found - save the configuration
: 132 | 10432.4 9434.29 0.0200995 0.00181662 43756.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 10345.7 9350.22 0.0201004 0.00181921 43760.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 10260.1 9266.75 0.0200939 0.00181623 43769.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 10177.9 9180.62 0.02008 0.00180249 43769.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 10090.3 9100.72 0.0200891 0.00180349 43750.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 10010.5 9016.2 0.0201215 0.00182107 43714.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 9925.64 8936.01 0.0201094 0.00181014 43717.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 9844.33 8855.69 0.0201037 0.0018131 43738.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 9762.56 8777.1 0.0200985 0.00180922 43741.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 9683.02 8697.61 0.0201077 0.00181026 43721.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 9604.74 8616.64 0.0201133 0.00181261 43714.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 9524.87 8537.56 0.0201038 0.00181215 43735.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 9444.32 8462.46 0.020096 0.00180169 43729.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 9368.03 8385.65 0.0200919 0.00180201 43740.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 9292.11 8307.45 0.0201056 0.00180691 43719 0
: 147 Minimum Test error found - save the configuration
: 147 | 9214.79 8231.42 0.0200998 0.00181126 43743.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 9138.58 8156.69 0.0201222 0.00182566 43724 0
: 149 Minimum Test error found - save the configuration
: 149 | 9063.41 8082.65 0.0201131 0.00180919 43706.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 8989.38 8008.33 0.0201143 0.00181259 43711.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 8914.86 7935.59 0.0201162 0.00181368 43709.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 8842.11 7862.72 0.0201076 0.00180293 43704.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 8767.98 7792.8 0.0201246 0.00180666 43672.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 8697.36 7720.96 0.0201642 0.00184562 43671.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 8625.64 7650.11 0.0201641 0.00182484 43622.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 8555.03 7579.45 0.0201293 0.00181923 43691.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 8484.64 7509.68 0.0201268 0.00182423 43709.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 8415.31 7439.66 0.0201291 0.00181993 43693.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 8345.23 7371.94 0.0201039 0.00180951 43729.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 8277.36 7303.75 0.0201247 0.00181364 43689.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 8209.79 7235.59 0.0201278 0.00181934 43695.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 8141.04 7170.01 0.0201391 0.00183157 43698 0
: 163 Minimum Test error found - save the configuration
: 163 | 8075.16 7103.56 0.0201844 0.00184931 43632.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 8009.1 7037.34 0.0202298 0.00188796 43616 0
: 165 Minimum Test error found - save the configuration
: 165 | 7942.92 6972.49 0.0201298 0.00180386 43654 0
: 166 Minimum Test error found - save the configuration
: 166 | 7878.32 6907.29 0.0201154 0.00180509 43691.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 7814.07 6842.42 0.0201108 0.00180934 43712.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 7748.77 6779.9 0.0201256 0.00181415 43688.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 7686.54 6716 0.0201203 0.00180912 43689.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 7622.16 6655.07 0.0201202 0.00181013 43691.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 7561.26 6592.2 0.0201475 0.00181156 43630.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 7498.12 6531.59 0.0201222 0.00181131 43689.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 7436.98 6471.37 0.0201449 0.0018058 43622.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 7376.69 6410.74 0.0201316 0.00181161 43668.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 7316.22 6350.6 0.0201337 0.00181042 43660.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 7256.63 6290.64 0.0201262 0.00180961 43676.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7197.47 6231.01 0.0201446 0.00181338 43641.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 7137.56 6173.58 0.0201399 0.00181248 43650.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 7080.6 6114.45 0.0201355 0.00180625 43646.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 7021.6 6057.76 0.0201489 0.00181378 43632.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 6964.63 6000.77 0.0201569 0.00182008 43628 0
: 182 Minimum Test error found - save the configuration
: 182 | 6907.37 5944.58 0.0201505 0.0018207 43644.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6851.59 5888.08 0.0201238 0.00181809 43702.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 6795.29 5832.31 0.020127 0.00181854 43695.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 6739.02 5778.55 0.0201347 0.00181838 43676.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 6685.53 5722.67 0.0201249 0.0018136 43688.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 6629.63 5669.05 0.0201431 0.0018221 43665.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 6576.76 5614.16 0.0201539 0.00182318 43642.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 6521.41 5562.21 0.0201689 0.00182258 43605.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 6468.68 5510.08 0.0201491 0.00182142 43649.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 6416 5458.11 0.0201635 0.00182313 43619.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 6363.99 5406.23 0.0201389 0.00180436 43633.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 6311.97 5354.44 0.0201492 0.00181145 43625.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 6261.13 5302.4 0.0201502 0.0018127 43626.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 6210.07 5250.74 0.0201549 0.00181257 43614.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 6157.72 5202.14 0.0201468 0.00181097 43630.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 6109.63 5151.21 0.0201532 0.00181141 43616.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6059.11 5101.9 0.0201316 0.00181107 43666.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 6008.95 5053.49 0.02016 0.001807 43589.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 5960.21 5005.12 0.0222529 0.00391262 43619.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 5911.42 4957.64 0.020187 0.00182292 43563.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 5863.49 4910.01 0.0201604 0.00183142 43646.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 5816.41 4861.73 0.0202021 0.00186701 43632.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5767.74 4815.88 0.0201462 0.00180614 43620.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 5720.82 4770.6 0.0201574 0.00181366 43611.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 5674.63 4724.51 0.020158 0.00181521 43613.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 5628.78 4678.23 0.0201338 0.00181274 43665.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 5582.21 4633.7 0.0201565 0.00181371 43613.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 5537.23 4588.84 0.0202185 0.00188026 43624.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 5492.14 4544.32 0.0201745 0.00181728 43579.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 5448.26 4498.96 0.0201589 0.00181376 43608.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 5402.04 4456.28 0.020147 0.0018136 43636.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 5358.89 4412.64 0.0201422 0.00181291 43645.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 5315.19 4369.58 0.0201481 0.00181475 43636.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 5270.42 4328.99 0.0201792 0.00182547 43587.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 5228.76 4286.38 0.0201976 0.00183455 43565.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 5186.55 4243.7 0.0202105 0.00183938 43546.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 5143.12 4203.02 0.0201735 0.00182478 43599.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 5101.74 4161.45 0.0201514 0.00182524 43653.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 5058.71 4122.54 0.0201535 0.0018176 43630.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 5018.72 4081.73 0.0201742 0.00182311 43594 0
: 222 Minimum Test error found - save the configuration
: 222 | 4977.46 4041.66 0.0201527 0.00182172 43642 0
: 223 Minimum Test error found - save the configuration
: 223 | 4936.97 4001.98 0.0201455 0.00182177 43659.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4896.12 3962.69 0.0201496 0.00182171 43649.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 4856.45 3923.42 0.0201588 0.00182219 43628.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 4816.48 3885.2 0.0201914 0.00183637 43584.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 4777.15 3846.79 0.0202068 0.00182838 43529.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4738.05 3808.87 0.0201773 0.00182687 43595.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 4699.32 3771.31 0.0201981 0.00185268 43607.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 4660.6 3734.21 0.0201876 0.00182244 43560.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 4622.55 3697.44 0.0201479 0.00180807 43620.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 4584.63 3661.42 0.020129 0.00180628 43661.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 4547.14 3625.34 0.0201499 0.00181302 43627.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 4510.49 3588.52 0.0201615 0.00181502 43605.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4473.1 3552.67 0.0201629 0.00182109 43616.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 4436.11 3517.96 0.0201572 0.00181509 43615.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 4400.52 3481.86 0.0201671 0.00181419 43589.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 4363.44 3447.56 0.0201749 0.00182455 43596 0
: 239 Minimum Test error found - save the configuration
: 239 | 4327.5 3414.04 0.0201679 0.00182028 43602.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 4292.46 3379.8 0.0201803 0.00182712 43589.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 4257.14 3346.24 0.0201543 0.00182196 43638.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 4222.09 3313.04 0.0201492 0.00182328 43654 0
: 243 Minimum Test error found - save the configuration
: 243 | 4188.08 3278.89 0.0201421 0.00181557 43652.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 4153.09 3246.28 0.0201498 0.00182055 43646.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 4118.5 3214.19 0.0201423 0.00182051 43663.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 4085.35 3181.55 0.0201438 0.00182048 43660.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 4051.47 3149.58 0.0201352 0.00182148 43683.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 4017.79 3118.48 0.0201616 0.00183536 43653.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3985.13 3087 0.0201928 0.00183577 43580.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3952.67 3055.28 0.0202426 0.00185028 43496.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3919.45 3024.51 0.0201949 0.001843 43592.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3887.73 2993.38 0.0202182 0.00184626 43544.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3854.97 2964.21 0.0204558 0.00191232 43141.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 3823.7 2933.85 0.0202135 0.00183054 43518.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 3791.95 2904.25 0.0201561 0.00182058 43631.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 3760.53 2875.39 0.020153 0.00182134 43640.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 3729.13 2847 0.0201296 0.00181877 43690.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 3699.94 2816.54 0.0201832 0.00185091 43638.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 3668 2788.44 0.0201774 0.0018307 43604.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 3638.6 2759.44 0.0201635 0.00182503 43624.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 3607.59 2732.13 0.0201374 0.00182284 43681.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 3578.12 2704.44 0.0201429 0.00182302 43668.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 3548.66 2677.25 0.0201594 0.00182122 43624.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3519.41 2649.64 0.0201534 0.00181589 43626.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 3490.5 2621.89 0.0201746 0.00183155 43613.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 3461.26 2595.26 0.0202224 0.00185411 43553.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 3432.49 2569.4 0.0202307 0.00185015 43524.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 3403.54 2543.85 0.0202225 0.00185365 43552.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 3376.26 2517.24 0.0201982 0.00181964 43528.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 3348.08 2490.21 0.0201914 0.00181648 43537.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 3319.76 2464.66 0.0201857 0.0018358 43597 0
: 272 Minimum Test error found - save the configuration
: 272 | 3292 2439.48 0.0202777 0.00182443 43352.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 3264.93 2414.38 0.0202659 0.00182486 43381.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 3237.73 2389.54 0.0201642 0.001822 43615.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 3210.34 2364.85 0.0201478 0.00182085 43651.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 3184.08 2339.97 0.0201503 0.00182084 43645.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 3157.2 2315.71 0.0201683 0.00181531 43589.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 3129.92 2292.56 0.0201853 0.00182284 43567.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 3104.08 2269.46 0.0201885 0.00182649 43568.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 3079.21 2244.78 0.0207773 0.00181592 42191.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 3052.73 2221.07 0.0201745 0.00181481 43573.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 3027.02 2197.81 0.0201546 0.00181518 43621.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 3001.49 2174.52 0.0201643 0.00181473 43597.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2976.37 2151.85 0.0201761 0.0018098 43558 0
: 285 Minimum Test error found - save the configuration
: 285 | 2950.58 2130.05 0.0226429 0.00298028 40686.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2926.58 2107.2 0.0201864 0.0018222 43562.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2901.94 2084.76 0.0201731 0.00180962 43564.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2877.29 2062.87 0.0202009 0.00181694 43516.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2853.3 2040.57 0.0201725 0.0018168 43583.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2828.76 2019.23 0.0201764 0.00184438 43639.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2804.7 1997.69 0.0201708 0.00181482 43582.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2780.82 1976.72 0.0201692 0.00180886 43572.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2757.66 1955.36 0.0201693 0.00181535 43587.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2733.84 1934.69 0.0201589 0.00181522 43611.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2710.99 1913.99 0.0201601 0.00181532 43609 0
: 296 Minimum Test error found - save the configuration
: 296 | 2687.56 1893.75 0.0201575 0.00181354 43611 0
: 297 Minimum Test error found - save the configuration
: 297 | 2665.02 1873.46 0.0201591 0.00181716 43616 0
: 298 Minimum Test error found - save the configuration
: 298 | 2642.39 1853.23 0.0201641 0.00180833 43582.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2619.77 1833.32 0.020171 0.00182136 43597.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 2596.8 1814.55 0.0201627 0.00182232 43619.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 2575.22 1794.63 0.0201566 0.0018213 43631.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 2553.31 1775.19 0.0201524 0.00182195 43643.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 2531.38 1756.43 0.0201969 0.0018256 43546.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 2509.89 1737.37 0.0202737 0.00184849 43418.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 2488.79 1717.66 0.0201743 0.00182354 43594.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 2466.64 1700.33 0.0201583 0.00182236 43630.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 2446.29 1680.45 0.0202411 0.00183136 43455.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 2424.38 1662.41 0.0201627 0.00180909 43588.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 2403.92 1644.96 0.0201858 0.00183302 43590.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 2383.71 1626.02 0.020158 0.00181496 43613.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 2362.77 1607.98 0.0201652 0.0018165 43599.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 2341.91 1590.68 0.0201635 0.00181435 43598.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 2322.32 1572.94 0.020225 0.00187937 43607.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 2301.69 1556.11 0.0201685 0.00180959 43575.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 2281.81 1539.18 0.0201535 0.00181379 43621.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 2262.26 1522.31 0.0201546 0.00181368 43618.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2242.29 1506.28 0.0201677 0.00181437 43588.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 2223.94 1488.61 0.0201661 0.00181552 43595.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 2203.62 1472.85 0.0201645 0.00180782 43580.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 2185.15 1456.12 0.0201735 0.00182194 43593 0
: 321 Minimum Test error found - save the configuration
: 321 | 2165.18 1440.93 0.0201646 0.00182206 43614.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 2147.08 1424.36 0.0201599 0.00182174 43624.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 2128.69 1408.12 0.020166 0.00182356 43614.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 2109.26 1392.5 0.0211521 0.00182182 41385.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 2091.65 1376.95 0.0201641 0.00180878 43584.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 2072.15 1362.04 0.020164 0.00181504 43599.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 2054.6 1346.67 0.0201492 0.00181563 43635.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 2036.94 1331.61 0.0201672 0.00181608 43594 0
: 329 Minimum Test error found - save the configuration
: 329 | 2018.7 1316.6 0.0201646 0.00181722 43602.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 2000.87 1302.08 0.0201604 0.00181428 43605.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1983.15 1287.67 0.0201756 0.00181177 43563.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1966.51 1272.67 0.0201871 0.00181707 43549.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1948.17 1258.66 0.0203062 0.00183882 43319.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1931.24 1244.93 0.0201856 0.00181595 43550.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1914.51 1230.58 0.0202511 0.00181329 43389 0
: 336 Minimum Test error found - save the configuration
: 336 | 1897.31 1216.7 0.0201888 0.0018219 43556.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1880.45 1203.26 0.0204343 0.00190674 43178.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1864.26 1189.25 0.0202374 0.00183036 43461.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1847.24 1176.03 0.0202178 0.00185197 43559.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1831.39 1162.33 0.0201822 0.00182961 43590.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1814.4 1149.78 0.0201728 0.00183003 43613.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1798.69 1136.89 0.0201812 0.00183112 43596.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1782.81 1123.73 0.0201821 0.00181778 43562.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1766.38 1111.39 0.0201903 0.00182451 43559.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1750.85 1098.84 0.0201817 0.00182311 43576.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1735.23 1086.78 0.0201906 0.0018229 43554.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1720.12 1074.02 0.02019 0.00182188 43553.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1704.3 1061.94 0.0201945 0.00181616 43529.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1688.9 1050.13 0.0201893 0.00182056 43552.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1673.68 1038.12 0.0201769 0.00181922 43578.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1658.33 1027.01 0.0204857 0.0019296 43112.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1644.45 1014.67 0.0201703 0.00181087 43574.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1628.57 1003.47 0.0201605 0.001822 43624 0
: 354 Minimum Test error found - save the configuration
: 354 | 1614.2 992.163 0.02017 0.00182224 43602 0
: 355 Minimum Test error found - save the configuration
: 355 | 1600.07 981.452 0.0201473 0.00182171 43654.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1585.19 969.494 0.0201749 0.00182623 43600 0
: 357 Minimum Test error found - save the configuration
: 357 | 1570.8 958.63 0.0201678 0.00183064 43627.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1557.31 948.244 0.0201883 0.00183013 43577.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1542.36 937.173 0.0201718 0.00183253 43622.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1528.54 926.166 0.0203842 0.00191839 43323.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1514.23 915.669 0.0202275 0.00181727 43454.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1500.64 904.972 0.0202115 0.00182295 43505.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1486.8 894.353 0.0201875 0.00182083 43557.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1473 884.55 0.0201741 0.00182096 43589.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1459.41 874.483 0.0201873 0.00182106 43558.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1445.99 864.559 0.0201951 0.00181596 43527.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1432.97 854.384 0.0202057 0.00182044 43513.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1419.48 845.23 0.0201848 0.00181957 43560.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1407.02 835.176 0.0213058 0.00184665 41111.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1393.15 825.854 0.0201913 0.00182859 43566.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 1380.71 816.362 0.0202278 0.00185748 43548.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 1367.87 807.422 0.0201865 0.00182932 43579.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 1355.32 797.615 0.020186 0.00183219 43587.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 1342.46 788.75 0.0201789 0.00182903 43597.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 1330.02 779.976 0.0201916 0.00181411 43531.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 1317.78 770.76 0.0201928 0.00181881 43539.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 1305.34 761.93 0.0201834 0.00182034 43565.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 1293.02 753.76 0.0201875 0.00182061 43556.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 1281.25 744.88 0.0201851 0.00182153 43564.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 1268.75 736.549 0.0201888 0.00181437 43538.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 1257.23 727.944 0.0201926 0.00182066 43544.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 1245.52 719.377 0.0201962 0.00182185 43538.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 1233.33 711.638 0.0201995 0.00183158 43554.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 1222.15 703.318 0.0201966 0.00182315 43541 0
: 385 Minimum Test error found - save the configuration
: 385 | 1210.51 695.279 0.020191 0.00181667 43539 0
: 386 Minimum Test error found - save the configuration
: 386 | 1198.61 687.858 0.02019 0.00182866 43569.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 1188.14 680.255 0.0201929 0.00183177 43570.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 1176.36 672.081 0.0202003 0.00185188 43600.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 1164.9 664.835 0.0201979 0.00183223 43559.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1154.3 657.286 0.0201849 0.00182251 43567.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 1143.46 649.708 0.0201966 0.00183159 43561 0
: 392 Minimum Test error found - save the configuration
: 392 | 1132.63 642.748 0.0201946 0.00183136 43565.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 1121.44 635.261 0.0202172 0.00184798 43551.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 1111.23 628.094 0.0202627 0.00184719 43441.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 1100.1 621.175 0.0202147 0.00182402 43500.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 1090.01 614.15 0.0201902 0.00182277 43555.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 1079.37 607.166 0.0201828 0.00182212 43571.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 1069.15 600.354 0.0202065 0.00182293 43517.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 1059.04 593.728 0.0201817 0.0018131 43552.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 1048.8 586.815 0.0201869 0.00181978 43556 0
: 401 Minimum Test error found - save the configuration
: 401 | 1038.15 581.041 0.0201852 0.00181999 43560.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 1029.11 574.111 0.0201902 0.00182131 43551.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 1019.1 567.944 0.020212 0.00182417 43507 0
: 404 Minimum Test error found - save the configuration
: 404 | 1008.93 561.212 0.0201959 0.00181851 43531.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 999.031 555.358 0.020216 0.00183097 43513.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 989.239 549.235 0.0201951 0.0018352 43573.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 980.007 542.952 0.0201915 0.00183006 43569.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 970.147 536.9 0.0201809 0.00183163 43598.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 960.997 530.941 0.0202533 0.00187048 43518.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 951.825 525.054 0.0202119 0.00183066 43522.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 942.025 519.256 0.0201876 0.0018299 43578.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 932.648 513.775 0.0202253 0.00184467 43524.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 923.877 508.719 0.0202643 0.00185813 43463.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 915.271 502.593 0.0202939 0.00187096 43424 0
: 415 Minimum Test error found - save the configuration
: 415 | 905.947 497.293 0.0202996 0.00186685 43401 0
: 416 Minimum Test error found - save the configuration
: 416 | 897.381 491.733 0.0202369 0.0018206 43439.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 888.315 486.284 0.0202478 0.00183717 43453.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 879.469 480.975 0.0202243 0.0018247 43479.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 871.085 476.032 0.0201935 0.00182228 43546.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 862.531 470.595 0.0201843 0.00181681 43555.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 853.732 465.855 0.0202067 0.00183171 43537.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 845.631 460.607 0.0202175 0.00183178 43512 0
: 423 Minimum Test error found - save the configuration
: 423 | 836.791 455.922 0.0201964 0.00183065 43559.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 828.964 451.061 0.0201875 0.00183006 43579 0
: 425 Minimum Test error found - save the configuration
: 425 | 820.88 446.25 0.0202106 0.00183179 43528.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 812.635 441.547 0.0202043 0.0018307 43540.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 804.631 436.632 0.0201977 0.00183093 43557 0
: 428 Minimum Test error found - save the configuration
: 428 | 796.411 432.073 0.0201922 0.0018278 43562.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 788.523 427.831 0.0202396 0.00184288 43485.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 780.753 422.938 0.0202073 0.00182429 43518.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 772.953 418.594 0.0201998 0.00182259 43532.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 765.697 414.356 0.0202217 0.00184192 43526.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 757.848 410.213 0.0202006 0.00182181 43528.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 750.401 405.515 0.0202051 0.00181558 43503.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 742.97 401.106 0.0201989 0.00182362 43536.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 735.48 397.168 0.0201963 0.00182338 43542.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 728.285 393.243 0.0201986 0.00182318 43536.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 720.737 389.187 0.0202149 0.00182258 43496.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 713.777 384.852 0.0201932 0.0018177 43536.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 706.295 381.434 0.0202003 0.00182963 43547.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 699.598 376.887 0.0201981 0.00183199 43558.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 692.296 372.963 0.0202027 0.00182887 43540.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 685.909 369.038 0.0202018 0.00182622 43536.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 678.572 365.37 0.0202144 0.00183203 43519.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 671.739 361.48 0.020213 0.00183826 43537.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 665.162 357.577 0.0201869 0.00183107 43582.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 658.166 353.914 0.02022 0.00184341 43533.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 651.475 350.317 0.0202073 0.00181732 43501.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 644.793 346.787 0.0201869 0.00182364 43565.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 639.137 342.866 0.0201921 0.00182369 43553.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 631.949 339.591 0.0201976 0.00182238 43536.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 625.886 336.111 0.0201906 0.00182359 43556.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 619.419 332.529 0.0213899 0.00186199 40967.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 613.099 329.011 0.0202005 0.00183032 43549 0
: 455 Minimum Test error found - save the configuration
: 455 | 606.536 325.74 0.0201937 0.00182847 43560.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 600.713 322.511 0.0201854 0.00182376 43569.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 594.385 319.147 0.020184 0.00183043 43588.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 588.075 315.865 0.0201822 0.00183023 43592 0
: 459 Minimum Test error found - save the configuration
: 459 | 582.166 312.835 0.0201919 0.00183153 43572 0
: 460 Minimum Test error found - save the configuration
: 460 | 576.409 309.679 0.0201917 0.00183564 43582.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 570.176 306.419 0.0201936 0.00181609 43531.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 564.52 303.158 0.020189 0.00182321 43559.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 558.82 300.221 0.0201854 0.00182127 43563.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 552.703 297.29 0.0201856 0.00182381 43568.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 547.364 294.103 0.0201795 0.00182136 43577.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 541.571 291.184 0.0201844 0.0018154 43551.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 536.078 288.183 0.0201838 0.00182305 43571.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 530.495 285.441 0.020228 0.00183605 43497.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 524.959 282.57 0.0201913 0.00182438 43556.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 519.39 279.919 0.0201888 0.00182416 43561.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 514.329 276.772 0.0201783 0.00181425 43563.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 508.878 273.727 0.0201995 0.00183041 43551.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 503.569 271.532 0.0201893 0.0018303 43575.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 498.553 268.241 0.0201791 0.00182753 43593 0
: 475 Minimum Test error found - save the configuration
: 475 | 493.301 266.079 0.0201854 0.00182877 43581 0
: 476 Minimum Test error found - save the configuration
: 476 | 488.032 263.711 0.0201946 0.00182542 43551.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 483.154 260.92 0.0201983 0.00182982 43552.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 478.242 257.86 0.0201935 0.00182974 43564.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 473.056 255.416 0.0201722 0.00182992 43615.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 468.607 253.109 0.0201762 0.00183028 43606.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 463.726 250.085 0.020189 0.00181595 43542 0
: 482 Minimum Test error found - save the configuration
: 482 | 458.238 247.693 0.0201844 0.00182001 43562.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 453.74 245.563 0.0201858 0.00182252 43565.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 449.009 243.065 0.0201684 0.0018202 43601 0
: 485 Minimum Test error found - save the configuration
: 485 | 444.503 241.082 0.0201915 0.00182127 43548.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 439.653 238.318 0.0202007 0.00181521 43512.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 435.133 236 0.0202045 0.00182307 43522.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 430.296 233.948 0.0201756 0.00182021 43584 0
: 489 Minimum Test error found - save the configuration
: 489 | 426.205 231.769 0.020174 0.00182336 43595.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 421.466 229.119 0.0202254 0.00184943 43535 0
: 491 Minimum Test error found - save the configuration
: 491 | 417.117 226.978 0.0201868 0.00181423 43543.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 412.594 224.908 0.0201927 0.00183056 43567.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 408.517 223.135 0.0202033 0.00184968 43588.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 404.035 220.952 0.0201662 0.00182864 43626.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 400.001 218.887 0.020179 0.00183689 43615.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 395.609 216.675 0.0202024 0.00182102 43522.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 391.523 214.076 0.0201903 0.0018249 43560.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 387.102 212.218 0.0201826 0.0018219 43571.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 383.375 210.257 0.0201742 0.00182222 43591.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 379.411 208.443 0.0201833 0.0018206 43566.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 375.371 206.155 0.0202484 0.00181918 43409.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 371.403 204.173 0.0201795 0.00182046 43575.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 367.496 202.231 0.0201655 0.0018231 43614.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 363.804 200.214 0.0201812 0.00182059 43571.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 359.821 198.36 0.0201697 0.00182209 43602.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 355.745 196.204 0.0201708 0.00181498 43582.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 352.22 194.846 0.0201955 0.00183255 43565.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 348.714 192.401 0.0201785 0.00182942 43598.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 344.844 191.176 0.0201704 0.00182981 43619.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 341.055 188.977 0.0201761 0.00182839 43602.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 337.664 186.934 0.0201681 0.00182383 43610.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 334.041 185.874 0.0201769 0.00183109 43606.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 330.648 183.701 0.020266 0.00191975 43605.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 326.8 181.644 0.0202143 0.00186676 43602.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 323.244 180.662 0.02017 0.00182974 43619.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 319.687 178.292 0.0201645 0.00181828 43605.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 316.517 176.732 0.0201924 0.00183993 43590.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 313.181 175.214 0.0201854 0.00182208 43565 0
: 519 Minimum Test error found - save the configuration
: 519 | 309.667 173.099 0.0201939 0.0018268 43556.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 306.368 171.719 0.0201798 0.00182664 43589.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 302.955 170.339 0.0201627 0.0018147 43601.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 299.822 168.598 0.0201824 0.00182767 43585.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 297.099 166.955 0.0201694 0.00182001 43598.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 293.518 165.573 0.0201576 0.00182065 43627.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 290.337 163.958 0.0201564 0.00182113 43631.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 287.202 162.059 0.0201593 0.00182122 43625 0
: 527 Minimum Test error found - save the configuration
: 527 | 283.84 161.419 0.0201478 0.00181454 43636.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 281.056 159.757 0.0201862 0.00183651 43597.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 278.022 157.889 0.02016 0.00182753 43638.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 275.213 156.844 0.0201527 0.00183077 43663.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 272.077 154.698 0.0201691 0.00183011 43623 0
: 532 Minimum Test error found - save the configuration
: 532 | 269.035 153.19 0.0201672 0.00182357 43612 0
: 533 Minimum Test error found - save the configuration
: 533 | 266.099 152.269 0.0201864 0.00183372 43590.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 263.394 150.596 0.0201748 0.00183729 43626.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 260.353 149.229 0.0201775 0.0018288 43599.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 257.601 147.824 0.0201588 0.00182615 43637.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 254.725 146.707 0.0201856 0.00181657 43551.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 252.04 144.633 0.021426 0.00187671 40922.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 249.039 143.577 0.0202254 0.00184758 43530.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 246.893 142.103 0.0201775 0.00182141 43582.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 243.816 141.052 0.0201699 0.00181557 43586.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 241.098 139.668 0.0202164 0.00184619 43548.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 238.447 138.041 0.0201603 0.00182857 43640.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 235.938 137.468 0.020161 0.0018302 43642.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 233.224 135.455 0.0201505 0.00182733 43660.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 230.623 134.046 0.0201664 0.00182208 43610.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 228.194 132.87 0.0201724 0.00182967 43613.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 225.533 131.489 0.0201636 0.00183252 43641.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 223.258 130.148 0.0201671 0.00182903 43625 0
: 550 Minimum Test error found - save the configuration
: 550 | 220.537 129.124 0.0201714 0.00182812 43612.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 218.518 127.896 0.0201626 0.00183021 43638.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 215.793 126.666 0.0201714 0.00181531 43582.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 213.39 125.668 0.0201819 0.00182071 43570.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 210.88 124.412 0.0201565 0.00182326 43636.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 208.482 123.002 0.0201593 0.00182077 43623.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 206.226 121.78 0.020167 0.00182056 43605.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 203.838 120.626 0.0201695 0.00181419 43584.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 201.399 119.426 0.0201671 0.00182452 43614.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 199.369 119.276 0.0201641 0.00182036 43611.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 196.863 117.242 0.0201836 0.00182324 43572.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 194.768 116.818 0.0201607 0.0018251 43631 0
: 562 Minimum Test error found - save the configuration
: 562 | 192.508 115.258 0.0201704 0.00182151 43599.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 190.08 113.988 0.0201654 0.00181434 43594.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 187.979 112.602 0.0201796 0.00182775 43592.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 185.937 111.813 0.0201712 0.00182736 43611.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 183.866 110.898 0.0201715 0.00182813 43612.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 181.675 110.254 0.0201958 0.00185188 43611.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 179.754 109.461 0.0201536 0.00181989 43635.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 177.457 108.12 0.0201616 0.00183193 43645.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 175.733 106.358 0.0201786 0.00183142 43603.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 173.451 105.418 0.0201739 0.00182822 43606.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 171.296 104.473 0.0201599 0.00182951 43643.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 169.229 103.624 0.0201603 0.0018285 43640 0
: 574 Minimum Test error found - save the configuration
: 574 | 167.167 102.533 0.0201809 0.00184195 43623 0
: 575 Minimum Test error found - save the configuration
: 575 | 165.331 101.759 0.0201755 0.00181994 43583.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 163.157 100.408 0.020167 0.00182406 43613.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 161.455 99.6855 0.0201721 0.00182287 43598.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 159.566 99.2002 0.0201673 0.0018196 43602.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 157.652 97.7726 0.0201553 0.00181444 43618.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 155.872 96.3562 0.02015 0.00181983 43643.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 154.183 95.9722 0.0201668 0.00182054 43605.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 152.12 94.5195 0.0201624 0.00181895 43612.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 150.257 94.0673 0.0201562 0.00181941 43628.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 148.359 92.9259 0.0201683 0.00182116 43603.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 146.405 91.5319 0.0201533 0.00181346 43620.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 144.879 91.2387 0.0201889 0.00182959 43574.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 143.061 90.1225 0.020211 0.00187192 43622.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 141.29 89.315 0.0202253 0.00183613 43503.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 139.968 88.0674 0.0201915 0.00185358 43625.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.85 87.5896 0.0202009 0.00183527 43559.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 136.153 86.2104 0.0201682 0.00182839 43620.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 134.495 85.2989 0.0201932 0.0018424 43594.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.789 84.5074 0.0201891 0.00184457 43609.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 131.278 83.8463 0.0201928 0.00185086 43615.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 129.727 82.8688 0.0201599 0.00181555 43610.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 128.149 82.82 0.0201683 0.0018237 43609.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 126.782 81.1478 0.0201587 0.00182037 43624.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 125.067 80.725 0.0201681 0.00182788 43620.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 123.326 79.4302 0.0201597 0.00182172 43625.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 121.898 78.9086 0.0201708 0.00181507 43583.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 120.375 78.0295 0.0201991 0.00182329 43535.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 119.059 77.0894 0.020186 0.00183 43582.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 117.467 76.5411 0.0201889 0.00182985 43575.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.926 75.6381 0.0201763 0.00182366 43590.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 114.639 75.5622 0.0201743 0.0018158 43576.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 113.176 74.3186 0.020184 0.00183242 43593 0
: 607 Minimum Test error found - save the configuration
: 607 | 111.96 74.2164 0.0201622 0.00182983 43638.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 110.778 72.6327 0.0201685 0.00183525 43636.5 0
: 609 | 109.208 72.9958 0.0201384 0.00177703 43569.7 1
: 610 Minimum Test error found - save the configuration
: 610 | 107.889 71.4633 0.0202595 0.00187713 43519.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 106.15 70.7816 0.0202101 0.00183652 43540.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.842 69.6903 0.0201827 0.00183003 43590.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 103.56 68.8245 0.0201693 0.00182987 43621.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 102.57 68.2723 0.020158 0.00182849 43645.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 100.999 67.4849 0.0201929 0.0018323 43571.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 99.6041 67.1764 0.0201886 0.00182508 43564.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 98.4923 66.4844 0.0201661 0.00181964 43605.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 97.1188 65.7077 0.0201596 0.00181993 43621.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 95.9978 65.0397 0.0201482 0.0018203 43649.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 94.6894 64.0438 0.0201719 0.00183892 43637.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 93.4823 63.8117 0.0203298 0.00184332 43274.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 92.6413 62.9978 0.0213353 0.00185493 41066.9 0
: 623 | 91.2477 63.1798 0.0201022 0.00177062 43640.5 1
: 624 Minimum Test error found - save the configuration
: 624 | 89.9787 61.9413 0.0201519 0.00182784 43658.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 88.6637 61.5765 0.0201521 0.0018225 43645.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.6445 60.2307 0.0201749 0.00182682 43601.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.5297 59.7487 0.0201535 0.00182785 43654.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 85.3331 59.7017 0.0201692 0.00182882 43619.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.2339 58.5964 0.0201647 0.00182892 43630.5 0
: 630 | 83.3714 58.8293 0.0200953 0.00176969 43654.6 1
: 631 Minimum Test error found - save the configuration
: 631 | 82.3055 57.1661 0.0201612 0.00182099 43620 0
: 632 Minimum Test error found - save the configuration
: 632 | 81.1811 56.762 0.0201603 0.00182245 43625.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 80.0751 56.4925 0.0201535 0.00182107 43638.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 79.0644 55.5801 0.0201569 0.00182166 43631.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.8466 55.1283 0.0202039 0.0018249 43528 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.9716 55.1112 0.0202411 0.00188285 43577.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.9729 54.1863 0.0202216 0.0018415 43525.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 75.4016 53.7627 0.0201786 0.00182257 43582.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 74.244 52.9804 0.0201496 0.00182161 43649.2 0
: 640 | 73.4776 53.3422 0.0201175 0.00176103 43581.4 1
: 641 Minimum Test error found - save the configuration
: 641 | 72.2765 52.1126 0.0201599 0.00182028 43621.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 71.3611 51.676 0.0201571 0.00181418 43613.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 70.5895 51.1284 0.0201728 0.00182915 43611.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 69.4068 51.1232 0.0201542 0.00182671 43650.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.6133 49.9942 0.0201583 0.00182779 43643 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.6617 49.2948 0.0201618 0.00182687 43632.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.7923 49.0898 0.0201648 0.00182338 43617.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 65.9421 49.088 0.0201632 0.00183069 43638.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 65.413 48.0581 0.0201538 0.00182798 43654.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 64.0791 47.4061 0.0201684 0.00182776 43618.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.2083 46.8034 0.0201656 0.00183245 43636.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.485 46.478 0.0201637 0.0018301 43635.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.6975 46.4592 0.0201529 0.0018148 43625.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 60.9416 45.7749 0.0201793 0.00182482 43586.2 0
: 655 | 60.3754 46.0551 0.0201195 0.00176316 43581.8 1
: 656 Minimum Test error found - save the configuration
: 656 | 59.4778 44.4153 0.0201644 0.0018219 43614.5 0
: 657 | 58.8381 45.1113 0.020106 0.00176198 43610.9 1
: 658 Minimum Test error found - save the configuration
: 658 | 58.0757 43.9706 0.0201684 0.00182112 43603.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 57.0155 43.3556 0.0201578 0.00181623 43616.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 56.1217 43.2493 0.0201605 0.00181827 43615.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.6318 42.5077 0.0201575 0.00182206 43631.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.6094 42.0834 0.0201571 0.00182223 43632.7 0
: 663 | 54.1795 42.2092 0.0200997 0.00176039 43622.2 1
: 664 Minimum Test error found - save the configuration
: 664 | 53.4591 41.964 0.0201587 0.00182161 43627.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 52.6164 40.9915 0.0201795 0.00181715 43567.3 0
: 666 | 51.8637 41.2129 0.0201068 0.00176812 43623.6 1
: 667 Minimum Test error found - save the configuration
: 667 | 51.5205 40.3155 0.0201572 0.00182648 43642.7 0
: 668 | 50.3801 40.6774 0.0200955 0.00176938 43653.6 1
: 669 Minimum Test error found - save the configuration
: 669 | 50.0695 39.4108 0.0201552 0.001828 43651 0
: 670 | 49.1508 40.1536 0.0200996 0.0017698 43644.8 1
: 671 Minimum Test error found - save the configuration
: 671 | 48.4774 38.8745 0.020183 0.00183242 43595.5 0
: 672 | 48.0023 38.9589 0.020092 0.00176435 43650 1
: 673 Minimum Test error found - save the configuration
: 673 | 47.4272 38.6 0.0201663 0.0018323 43634.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.9895 37.6523 0.0201527 0.0018274 43655.4 0
: 675 | 45.9289 37.8919 0.0201063 0.00177698 43646 1
: 676 Minimum Test error found - save the configuration
: 676 | 45.3477 37.1274 0.0201671 0.00183329 43635.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.7386 36.8227 0.0201457 0.00182982 43677.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 44.3669 36.7466 0.0201677 0.00181685 43594.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 43.6238 36.4171 0.0201816 0.00183037 43593.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 43.0596 35.9983 0.0201575 0.00182311 43633.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.3796 35.4556 0.0201583 0.00182498 43636.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.9362 35.3947 0.0201687 0.00183071 43625.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.7182 35.1869 0.0201568 0.00182304 43635.3 0
: 684 Minimum Test error found - save the configuration
: 684 | 41.2482 34.8625 0.0202667 0.00186935 43484.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.2618 34.3387 0.0202723 0.0018687 43469.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 39.6017 33.9941 0.0202357 0.00186016 43536.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 39.2049 33.557 0.0201834 0.00181552 43554.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 38.7265 33.5232 0.0201744 0.0018318 43614.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.156 33.0931 0.0201545 0.00182691 43650.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.7023 32.9442 0.0201473 0.00182896 43672.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.2067 32.32 0.0201576 0.00182762 43644.3 0
: 692 | 36.7962 32.5507 0.020098 0.00177031 43649.8 1
: 693 Minimum Test error found - save the configuration
: 693 | 36.1871 31.8159 0.0201562 0.00183069 43654.9 0
: 694 | 35.6235 32.2771 0.0200919 0.00176289 43646.6 1
: 695 Minimum Test error found - save the configuration
: 695 | 35.6267 31.2357 0.0201644 0.00183 43633.9 0
: 696 | 35.2168 32.4233 0.0201019 0.00177108 43642.4 1
: 697 Minimum Test error found - save the configuration
: 697 | 34.5984 30.8419 0.0201539 0.00183127 43661.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.7622 30.7544 0.0201614 0.00182785 43635.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.5415 30.4784 0.0201535 0.00182775 43654.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.9417 30.0013 0.02017 0.00181762 43591.1 0
: 701 Minimum Test error found - save the configuration
: 701 | 32.7985 29.718 0.0201727 0.00182151 43593.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.2446 29.5242 0.0201665 0.0018408 43654.5 0
: 703 | 31.8718 30.0997 0.0201029 0.00176249 43619.6 1
: 704 Minimum Test error found - save the configuration
: 704 | 31.4935 29.0756 0.0201532 0.00182238 43642.4 0
: 705 | 31.0867 30.0636 0.0200998 0.0017602 43621.3 1
: 706 | 30.6247 29.1698 0.0201087 0.00175719 43593.2 2
: 707 Minimum Test error found - save the configuration
: 707 | 30.1472 28.7675 0.0214001 0.00186737 40956.9 0
: 708 Minimum Test error found - save the configuration
: 708 | 29.8544 28.3701 0.0201462 0.00182841 43673.4 0
: 709 | 29.7512 29.9108 0.0200881 0.00176865 43669.3 1
: 710 Minimum Test error found - save the configuration
: 710 | 29.4429 27.7904 0.0201585 0.00182923 43646.1 0
: 711 | 28.7774 28.1825 0.0200845 0.00176222 43662.8 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.3583 27.7335 0.0201416 0.00182249 43670.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.0959 27.0734 0.0201618 0.00183424 43650.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.5512 26.8558 0.0201463 0.00182766 43671.3 0
: 715 | 27.6448 27.0406 0.0200913 0.00176847 43661.4 1
: 716 | 27.175 26.8935 0.0200975 0.00177189 43654.7 2
: 717 Minimum Test error found - save the configuration
: 717 | 26.4418 26.3303 0.0201434 0.00183192 43688.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.0301 26.0035 0.0201477 0.0018334 43681.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.8507 25.94 0.0201531 0.00181538 43625.9 0
: 720 | 25.4566 26.0234 0.0200922 0.0017607 43640.7 1
: 721 Minimum Test error found - save the configuration
: 721 | 25.2986 25.5065 0.0201484 0.00182696 43664.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 25.0166 25.3408 0.0201836 0.00183315 43595.7 0
: 723 | 24.5558 25.7514 0.0201208 0.00176395 43580.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 24.4249 24.983 0.0201727 0.00182572 43603.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.2062 24.8249 0.0201608 0.00181276 43601.5 0
: 726 | 23.8177 25.8015 0.0201014 0.00176025 43617.7 1
: 727 Minimum Test error found - save the configuration
: 727 | 23.5246 24.2116 0.0202105 0.0018519 43576.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.0702 23.9842 0.0201516 0.00181912 43638.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.7619 23.8832 0.0201465 0.00181896 43650.2 0
: 730 | 22.8439 23.9617 0.0200856 0.00176115 43657.5 1
: 731 | 22.6959 24.6678 0.020086 0.00175416 43640 2
: 732 | 22.6639 25.2018 0.0200937 0.00176356 43643.9 3
: 733 | 22.3788 23.9081 0.0201578 0.00177516 43519.4 4
: 734 Minimum Test error found - save the configuration
: 734 | 21.6237 23.0118 0.0202263 0.00186353 43566.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 21.1801 22.8282 0.0202131 0.00183492 43529.8 0
: 736 | 21.0223 23.0437 0.0201046 0.00176714 43626.6 1
: 737 | 20.7105 22.9891 0.0200942 0.00176329 43642.2 2
: 738 Minimum Test error found - save the configuration
: 738 | 20.4917 22.5779 0.0201581 0.00183184 43653.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 20.3613 22.1688 0.0201445 0.00182766 43675.7 0
: 740 Minimum Test error found - save the configuration
: 740 | 19.9917 22.027 0.0201636 0.0018277 43630.2 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.777 21.8264 0.0201661 0.00182672 43622 0
: 742 | 19.8691 22.239 0.0200993 0.00176994 43645.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.4983 21.4854 0.0201774 0.00182714 43596.2 0
: 744 | 19.3897 23.4144 0.0201302 0.00176374 43557.8 1
: 745 Minimum Test error found - save the configuration
: 745 | 19.3548 21.0759 0.0201805 0.00183134 43598.8 0
: 746 | 18.6353 21.1436 0.0200933 0.00176323 43644.2 1
: 747 Minimum Test error found - save the configuration
: 747 | 18.6303 20.9269 0.0201614 0.00182643 43632.5 0
: 748 | 18.5581 21.5102 0.0201017 0.00176199 43621.1 1
: 749 | 18.4212 21.2255 0.0201004 0.00175627 43610.7 2
: 750 Minimum Test error found - save the configuration
: 750 | 18.0792 20.5709 0.0201653 0.00181773 43602.6 0
: 751 Minimum Test error found - save the configuration
: 751 | 17.6971 20.4359 0.0201775 0.00182725 43596.1 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.5648 20.2032 0.0201923 0.00185477 43626.3 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.2065 20.089 0.0201462 0.001827 43670 0
: 754 | 17.2252 20.5627 0.0200992 0.00177172 43650.3 1
: 755 Minimum Test error found - save the configuration
: 755 | 17.3963 20.0128 0.0201639 0.00183457 43645.9 0
: 756 Minimum Test error found - save the configuration
: 756 | 16.8717 19.6303 0.0201828 0.00183049 43591.3 0
: 757 Minimum Test error found - save the configuration
: 757 | 16.6068 19.3562 0.0201603 0.00182828 43639.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.3497 19.2782 0.0201899 0.00183483 43584.7 0
: 759 | 16.0926 19.5626 0.0200952 0.00177039 43656.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 15.9776 19.194 0.0201695 0.00183388 43630.9 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.7952 19.037 0.0201879 0.00182935 43576.5 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.8746 18.8514 0.0201812 0.00182222 43575.4 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.4504 18.7377 0.0201626 0.00182104 43616.9 0
: 764 | 15.4486 18.7528 0.0201033 0.00176414 43622.5 1
: 765 | 15.2952 18.7634 0.0200917 0.00176292 43647.2 2
: 766 | 15.2415 19.107 0.0201071 0.00176298 43610.8 3
: 767 Minimum Test error found - save the configuration
: 767 | 14.8973 18.7294 0.0201569 0.00182341 43636 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.8236 17.996 0.0201554 0.00181347 43615.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.5088 17.9161 0.0201629 0.00182014 43613.8 0
: 770 | 14.4103 18.2168 0.0200971 0.00176148 43630.9 1
: 771 Minimum Test error found - save the configuration
: 771 | 14.3685 17.7314 0.0201356 0.00181909 43676.5 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.0975 17.5212 0.0201534 0.0018199 43635.9 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.8443 17.1073 0.0201836 0.00182164 43568.4 0
: 774 | 13.7517 17.7066 0.0201076 0.00175489 43590.3 1
: 775 | 13.6413 17.2002 0.0201182 0.00176839 43597.3 2
: 776 | 13.5885 17.1434 0.0200901 0.00176985 43667.6 3
: 777 Minimum Test error found - save the configuration
: 777 | 13.6197 17.0832 0.0201599 0.0018391 43666.3 0
: 778 Minimum Test error found - save the configuration
: 778 | 13.2263 16.6739 0.0201548 0.00182791 43651.8 0
: 779 | 13.1021 17.6635 0.0201077 0.00177177 43630.3 1
: 780 | 13.2139 16.6912 0.0201188 0.00177605 43614 2
: 781 Minimum Test error found - save the configuration
: 781 | 13.0239 16.3262 0.0202269 0.00185962 43555.7 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.6559 16.2937 0.0202299 0.00185582 43539.7 0
: 783 Minimum Test error found - save the configuration
: 783 | 12.6101 15.9307 0.020218 0.00185301 43561.2 0
: 784 | 12.322 15.9524 0.0201456 0.00179016 43583.7 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.2925 15.8411 0.0201663 0.00182025 43606.2 0
: 786 Minimum Test error found - save the configuration
: 786 | 12.2012 15.8119 0.0201684 0.00182336 43608.6 0
: 787 Minimum Test error found - save the configuration
: 787 | 12.2184 15.7366 0.0201626 0.00182083 43616.2 0
: 788 | 12.1046 15.9083 0.0200919 0.00176152 43643.4 1
: 789 Minimum Test error found - save the configuration
: 789 | 11.9048 15.5694 0.0201472 0.00182105 43653.4 0
: 790 Minimum Test error found - save the configuration
: 790 | 11.9241 15.3037 0.0201661 0.00182045 43607.2 0
: 791 | 11.6434 15.8194 0.0212552 0.00176102 41037.8 1
: 792 | 11.675 15.3573 0.0201144 0.00176994 43609.8 2
: 793 | 11.604 15.4197 0.0200908 0.00176886 43663.5 3
: 794 Minimum Test error found - save the configuration
: 794 | 11.3016 14.7964 0.0201655 0.00183933 43653.4 0
: 795 | 11.1707 14.8225 0.0201163 0.00177396 43615 1
: 796 | 11.1444 15.739 0.0201128 0.00177105 43616.4 2
: 797 Minimum Test error found - save the configuration
: 797 | 11.0181 14.6046 0.0201818 0.00183521 43604.8 0
: 798 Minimum Test error found - save the configuration
: 798 | 11.0252 14.5549 0.0201717 0.00183215 43621.5 0
: 799 | 10.9373 15.2423 0.0201289 0.00177137 43579 1
: 800 Minimum Test error found - save the configuration
: 800 | 10.7451 14.3938 0.0201415 0.00182293 43671.5 0
: 801 Minimum Test error found - save the configuration
: 801 | 10.7859 14.1999 0.0201725 0.00185289 43669 0
: 802 Minimum Test error found - save the configuration
: 802 | 10.5349 13.9275 0.020163 0.00183072 43638.8 0
: 803 | 10.3343 14.8586 0.0201055 0.00175707 43600.4 1
: 804 Minimum Test error found - save the configuration
: 804 | 10.2655 13.7805 0.0201706 0.00182463 43606.2 0
: 805 | 10.0174 14.0481 0.0201126 0.00176423 43600.7 1
: 806 | 9.97261 14.4759 0.0201116 0.00176411 43602.6 2
: 807 | 10.4434 14.9184 0.0200883 0.00176135 43651.6 3
: 808 | 10.2143 14.4375 0.0200982 0.00176215 43629.9 4
: 809 | 10.0592 14.0547 0.0201091 0.00176313 43606.3 5
: 810 Minimum Test error found - save the configuration
: 810 | 9.80264 13.5547 0.0201611 0.00183043 43642.6 0
: 811 Minimum Test error found - save the configuration
: 811 | 9.4686 13.4995 0.0201648 0.0018157 43598.9 0
: 812 | 9.37739 13.6397 0.0201079 0.00176056 43603 1
: 813 | 9.67175 13.9639 0.020094 0.00176176 43639 2
: 814 Minimum Test error found - save the configuration
: 814 | 9.23722 13.0764 0.0201756 0.00182541 43596.3 0
: 815 Minimum Test error found - save the configuration
: 815 | 9.20174 12.8827 0.020155 0.00182202 43637.3 0
: 816 Minimum Test error found - save the configuration
: 816 | 8.93257 12.8577 0.0201652 0.00182313 43615.5 0
: 817 | 8.70849 12.9323 0.0201073 0.00175702 43596.1 1
: 818 | 8.82402 13.5157 0.0201195 0.00176305 43581.4 2
: 819 | 9.02612 13.0163 0.0201045 0.00177077 43635.4 3
: 820 | 9.13331 13.4245 0.0200916 0.00176955 43663.2 4
: 821 Minimum Test error found - save the configuration
: 821 | 8.7568 12.6128 0.0201687 0.00183478 43635.1 0
: 822 Minimum Test error found - save the configuration
: 822 | 8.52318 12.2333 0.0201615 0.00183061 43642.3 0
: 823 | 8.53946 12.6884 0.0202815 0.00180338 43294.5 1
: 824 | 8.25599 12.3058 0.0201634 0.0017783 43513.5 2
: 825 | 8.24789 12.4278 0.0200987 0.00176958 43646.5 3
: 826 Minimum Test error found - save the configuration
: 826 | 8.11425 11.9685 0.0201864 0.00185672 43645 0
: 827 Minimum Test error found - save the configuration
: 827 | 7.96172 11.8114 0.0201882 0.00183376 43586.1 0
: 828 Minimum Test error found - save the configuration
: 828 | 7.84132 11.7812 0.0201681 0.00183484 43636.6 0
: 829 | 7.98093 12.1178 0.0201013 0.00175701 43610.4 1
: 830 | 8.0598 11.9271 0.0200954 0.00176359 43639.9 2
: 831 Minimum Test error found - save the configuration
: 831 | 7.72655 11.6591 0.0201471 0.00182076 43653 0
: 832 | 7.89412 11.6857 0.0200804 0.00176152 43670.9 1
: 833 Minimum Test error found - save the configuration
: 833 | 7.71696 11.5422 0.0201879 0.00182202 43559.1 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.74641 11.356 0.0201699 0.0018211 43599.7 0
: 835 | 7.55259 11.621 0.020111 0.00175588 43584.5 1
: 836 | 8.03238 11.6722 0.0200809 0.00175599 43656.4 2
: 837 Minimum Test error found - save the configuration
: 837 | 7.48521 11.2486 0.0201569 0.0018191 43625.7 0
: 838 Minimum Test error found - save the configuration
: 838 | 7.51224 11.028 0.0201532 0.00181743 43630.5 0
: 839 | 7.24654 11.1927 0.0200869 0.0017623 43657.2 1
: 840 | 7.3087 11.0352 0.0200914 0.00176312 43648.4 2
: 841 | 7.26972 11.4686 0.0200974 0.001763 43633.8 3
: 842 Minimum Test error found - save the configuration
: 842 | 7.41022 10.8289 0.0201989 0.00183095 43554.2 0
: 843 Minimum Test error found - save the configuration
: 843 | 7.28783 10.7082 0.0201542 0.00181235 43616 0
: 844 Minimum Test error found - save the configuration
: 844 | 7.25554 10.6913 0.0201751 0.00182954 43607.3 0
: 845 | 7.39707 10.8302 0.0201001 0.00176887 43641.5 1
: 846 Minimum Test error found - save the configuration
: 846 | 6.80606 10.3081 0.0201457 0.00182599 43668.8 0
: 847 | 6.74828 10.592 0.0200982 0.00176957 43647.5 1
: 848 | 6.66002 10.4623 0.0200908 0.0017687 43663 2
: 849 | 6.73581 10.4826 0.0201021 0.00176526 43627.9 3
: 850 | 6.80034 10.7432 0.020086 0.00176113 43656.5 4
: 851 Minimum Test error found - save the configuration
: 851 | 6.75924 10.2602 0.0201648 0.00182832 43628.8 0
: 852 | 7.097 11.2165 0.0200906 0.00176857 43663.2 1
: 853 | 6.82408 10.3831 0.0200842 0.00176907 43679.8 2
: 854 Minimum Test error found - save the configuration
: 854 | 6.63133 9.98017 0.0201499 0.00182425 43654.6 0
: 855 | 6.38441 10.1038 0.020093 0.00176776 43655.7 1
: 856 Minimum Test error found - save the configuration
: 856 | 6.38803 9.85218 0.0201495 0.00182479 43656.9 0
: 857 Minimum Test error found - save the configuration
: 857 | 6.41911 9.78991 0.020138 0.00180974 43648.4 0
: 858 | 6.36165 9.89322 0.0200967 0.00175685 43620.9 1
: 859 | 6.41406 10.0023 0.020484 0.00178163 42775.3 2
: 860 Minimum Test error found - save the configuration
: 860 | 6.21991 9.68617 0.0202354 0.00185578 43526.4 0
: 861 Minimum Test error found - save the configuration
: 861 | 6.08794 9.49167 0.0201619 0.00181431 43602.6 0
: 862 Minimum Test error found - save the configuration
: 862 | 6.08658 9.4535 0.0201561 0.0018176 43624.2 0
: 863 | 6.04216 9.81789 0.0200873 0.00176193 43655.2 1
: 864 Minimum Test error found - save the configuration
: 864 | 6.03876 9.29773 0.0201463 0.00181721 43646.4 0
: 865 | 6.48814 9.65169 0.0200788 0.00176241 43676.6 1
: 866 Minimum Test error found - save the configuration
: 866 | 6.31173 9.00913 0.0201535 0.00181816 43631.5 0
: 867 | 6.00106 9.14716 0.0200964 0.00176209 43633.9 1
: 868 | 5.91638 9.16986 0.020101 0.00175751 43612.1 2
: 869 | 6.20869 9.05849 0.0200908 0.00175576 43632.4 3
: 870 Minimum Test error found - save the configuration
: 870 | 5.83495 8.95795 0.0201743 0.00182767 43604.8 0
: 871 | 5.69262 9.07089 0.0201068 0.00176971 43627.5 1
: 872 Minimum Test error found - save the configuration
: 872 | 5.93991 8.79916 0.0201611 0.00182747 43635.6 0
: 873 | 5.82919 9.08724 0.0201068 0.00176871 43625 1
: 874 | 5.89241 9.03171 0.0200953 0.00176874 43652.5 2
: 875 | 5.77451 9.22714 0.0200919 0.00176338 43647.8 3
: 876 | 5.67909 8.89467 0.0213128 0.00177331 40942.8 4
: 877 Minimum Test error found - save the configuration
: 877 | 5.63131 8.49026 0.0202176 0.00185872 43575.6 0
: 878 | 5.58547 8.56454 0.0202043 0.00177378 43406.2 1
: 879 Minimum Test error found - save the configuration
: 879 | 5.46935 8.4047 0.0202105 0.00183628 43539.4 0
: 880 | 5.77551 8.59799 0.0200836 0.00175592 43649.9 1
: 881 | 5.78342 8.48782 0.0201066 0.00176524 43617.3 2
: 882 | 5.60186 8.41147 0.0201038 0.00176233 43617 3
: 883 Minimum Test error found - save the configuration
: 883 | 5.56458 8.29635 0.0201854 0.00182918 43581.9 0
: 884 Minimum Test error found - save the configuration
: 884 | 5.39823 8.08839 0.0201477 0.00181569 43639.5 0
: 885 | 5.36192 8.46565 0.0200919 0.0017615 43643.4 1
: 886 | 5.511 8.7626 0.0201036 0.00175716 43605.2 2
: 887 | 5.47417 8.25637 0.0200998 0.0017578 43615.8 3
: 888 Minimum Test error found - save the configuration
: 888 | 5.4193 7.99755 0.02018 0.00183448 43607.3 0
: 889 | 5.34014 8.07244 0.0200923 0.00176755 43656.9 1
: 890 | 5.32093 8.07236 0.0200851 0.00176806 43675.2 2
: 891 Minimum Test error found - save the configuration
: 891 | 5.33739 7.57985 0.0201485 0.00182822 43667.4 0
: 892 | 5.14028 7.88241 0.0200913 0.0017677 43659.5 1
: 893 | 5.16346 7.72155 0.0201016 0.00176862 43637.3 2
: 894 | 5.12778 8.03605 0.0201014 0.00176197 43621.9 3
: 895 Minimum Test error found - save the configuration
: 895 | 5.07539 7.53845 0.0201424 0.00182221 43667.6 0
: 896 | 5.23658 7.71821 0.0200979 0.00177098 43651.7 1
: 897 | 5.24671 7.64725 0.020093 0.00176812 43656.4 2
: 898 | 5.22258 7.85721 0.020089 0.00176766 43665 3
: 899 Minimum Test error found - save the configuration
: 899 | 5.0532 7.42826 0.0201706 0.00183249 43625 0
: 900 Minimum Test error found - save the configuration
: 900 | 4.99597 7.40979 0.0201545 0.00182205 43638.4 0
: 901 | 4.93811 7.6417 0.0200859 0.00176744 43671.8 1
: 902 Minimum Test error found - save the configuration
: 902 | 4.93454 7.31521 0.0201453 0.00181013 43631.9 0
: 903 | 4.94641 7.4451 0.0200903 0.001755 43631.7 1
: 904 Minimum Test error found - save the configuration
: 904 | 4.90739 7.20769 0.0201523 0.00181515 43627.4 0
: 905 | 4.91041 7.79368 0.0200952 0.00176154 43635.7 1
: 906 Minimum Test error found - save the configuration
: 906 | 4.97753 7.04217 0.0201401 0.00181412 43654 0
: 907 | 4.77503 7.21572 0.0201038 0.00176293 43618.4 1
: 908 | 4.74595 7.08277 0.0200928 0.00176269 43644 2
: 909 Minimum Test error found - save the configuration
: 909 | 4.62443 6.79493 0.020149 0.00182001 43646.7 0
: 910 | 5.07 7.49355 0.0200981 0.00175848 43621.3 1
: 911 | 4.96986 7.3009 0.0200875 0.00175527 43639 2
: 912 Minimum Test error found - save the configuration
: 912 | 4.71045 6.59002 0.0201536 0.00181886 43633.1 0
: 913 | 4.61459 6.62792 0.0200834 0.00176264 43666.2 1
: 914 | 4.52334 6.67822 0.0200838 0.00176067 43660.7 2
: 915 | 4.46884 7.06767 0.0201055 0.00176154 43611.1 3
: 916 | 4.81327 6.88171 0.0200877 0.00175985 43649.5 4
: 917 | 4.49707 6.62274 0.0200857 0.00176266 43660.9 5
: 918 | 4.55292 6.85014 0.0201062 0.00175659 43597.8 6
: 919 Minimum Test error found - save the configuration
: 919 | 4.49805 6.53923 0.0201757 0.00181763 43577.5 0
: 920 Minimum Test error found - save the configuration
: 920 | 4.39546 6.23831 0.0201716 0.00182208 43597.8 0
: 921 | 4.40032 6.63244 0.0201132 0.00176924 43611 1
: 922 Minimum Test error found - save the configuration
: 922 | 4.58776 6.21253 0.0201526 0.00182485 43649.8 0
: 923 | 4.39998 6.64356 0.0200882 0.00176802 43667.6 1
: 924 | 4.30292 6.49731 0.0200964 0.00176836 43649 2
: 925 Minimum Test error found - save the configuration
: 925 | 4.42019 6.20133 0.0201685 0.00184044 43648.9 0
: 926 | 4.30181 6.68482 0.0201351 0.00176563 43550.6 1
: 927 | 4.31421 6.51522 0.0201216 0.00176997 43592.8 2
: 928 | 4.24 6.34502 0.020093 0.00176892 43658.4 3
: 929 | 4.40919 6.40203 0.0201034 0.00177033 43637 4
: 930 | 4.3749 6.31881 0.0201156 0.00177273 43613.7 5
: 931 | 4.41987 6.71871 0.0201136 0.0017735 43620.2 6
: 932 Minimum Test error found - save the configuration
: 932 | 4.33749 6.10651 0.0201503 0.00183 43667.3 0
: 933 Minimum Test error found - save the configuration
: 933 | 4.18003 6.07008 0.0201476 0.00181193 43630.9 0
: 934 Minimum Test error found - save the configuration
: 934 | 4.20324 6.01056 0.0201762 0.00182167 43585.9 0
: 935 Minimum Test error found - save the configuration
: 935 | 4.27934 5.96583 0.0201596 0.00181636 43612.7 0
: 936 | 4.23961 6.33879 0.0200912 0.00176176 43645.6 1
: 937 Minimum Test error found - save the configuration
: 937 | 4.2316 5.74723 0.0201494 0.00181551 43635.1 0
: 938 | 4.0191 5.92504 0.0200881 0.00176152 43652.3 1
: 939 | 4.20518 5.78208 0.0200933 0.00176235 43642 2
: 940 | 4.23088 5.89112 0.0200926 0.00175748 43632.2 3
: 941 | 4.4086 6.25669 0.0200839 0.00175769 43653.3 4
: 942 Minimum Test error found - save the configuration
: 942 | 4.14764 5.74629 0.0201701 0.00182758 43614.5 0
: 943 Minimum Test error found - save the configuration
: 943 | 4.03907 5.69033 0.0202017 0.00182638 43536.7 0
: 944 | 4.11873 5.94267 0.0201007 0.00176297 43626 1
: 945 Minimum Test error found - save the configuration
: 945 | 4.12021 5.66143 0.0201701 0.0018212 43599.3 0
: 946 | 4.16459 6.77094 0.0200959 0.00176259 43636.4 1
: 947 | 4.08171 5.87363 0.020104 0.00175609 43601.6 2
: 948 | 3.94971 5.71599 0.0201073 0.00175634 43594.5 3
: 949 Minimum Test error found - save the configuration
: 949 | 3.91953 5.52584 0.0201656 0.00182839 43627.1 0
: 950 Minimum Test error found - save the configuration
: 950 | 3.94789 5.49373 0.0201648 0.00182656 43624.6 0
: 951 Minimum Test error found - save the configuration
: 951 | 3.79954 5.27911 0.0201611 0.00182406 43627.5 0
: 952 | 4.19319 5.65882 0.020105 0.00177028 43633.1 1
: 953 | 4.83743 6.101 0.0200983 0.00177364 43657 2
: 954 | 4.09829 5.79958 0.0201018 0.00176353 43624.5 3
: 955 | 4.17179 5.56492 0.0200848 0.00176209 43661.7 4
: 956 | 4.25412 5.4868 0.0201146 0.00178295 43640.4 5
: 957 | 4.07743 5.34931 0.0200957 0.00177059 43656 6
: 958 | 4.04637 6.04477 0.0200976 0.00176875 43647 7
: 959 Minimum Test error found - save the configuration
: 959 | 3.90881 5.12382 0.0201515 0.00182844 43660.8 0
: 960 | 3.69155 5.88188 0.0212233 0.00176746 41118.7 1
: 961 | 3.86304 5.52618 0.0200972 0.00175567 43616.8 2
: 962 Minimum Test error found - save the configuration
: 962 | 3.80274 5.01664 0.020183 0.00183472 43600.8 0
: 963 Minimum Test error found - save the configuration
: 963 | 3.83504 4.90163 0.02017 0.00181926 43595 0
: 964 | 3.76746 5.09622 0.0201055 0.00176503 43619.4 1
: 965 | 4.09816 5.03777 0.0201112 0.00176177 43598.1 2
: 966 | 3.78814 4.96811 0.0201098 0.00176344 43605.4 3
: 967 | 3.97328 5.39955 0.0201075 0.00176357 43611.2 4
: 968 | 3.77538 4.99154 0.0201176 0.00175704 43571.6 5
: 969 | 3.68445 5.49691 0.0201251 0.00176253 43566.8 6
: 970 | 3.90667 5.35391 0.0201059 0.00176908 43628 7
: 971 Minimum Test error found - save the configuration
: 971 | 3.9381 4.75356 0.020197 0.0018409 43582.3 0
: 972 | 3.56165 4.97174 0.0201273 0.00176951 43578.3 1
: 973 | 3.59107 4.79425 0.0201007 0.0017736 43651.2 2
: 974 | 3.53781 5.48088 0.0201187 0.00177085 43601.9 3
: 975 | 3.83317 4.9722 0.0201451 0.00176498 43525.4 4
: 976 | 3.54539 4.95266 0.0201146 0.0017702 43610 5
: 977 Minimum Test error found - save the configuration
: 977 | 3.53004 4.5447 0.0201636 0.00183275 43642.2 0
: 978 | 3.92636 5.32211 0.0201045 0.00176788 43628.6 1
: 979 | 3.70251 4.89556 0.0201079 0.00176882 43622.7 2
: 980 | 3.61629 5.33696 0.0201025 0.0017673 43631.9 3
: 981 | 3.60795 5.0955 0.0201043 0.00176952 43633 4
: 982 | 3.48005 4.83991 0.0201129 0.00175607 43580.6 5
: 983 | 3.87952 4.56455 0.0201228 0.00175752 43560.5 6
: 984 Minimum Test error found - save the configuration
: 984 | 3.67771 4.46274 0.0201763 0.00182381 43590.9 0
: 985 | 3.54305 4.53079 0.0201021 0.00176321 43623.2 1
: 986 | 3.35611 4.52117 0.0200923 0.00176123 43641.8 2
: 987 | 3.40855 4.67497 0.0200907 0.00176054 43643.9 3
: 988 | 3.61287 4.58369 0.0200994 0.00176223 43627.2 4
: 989 | 3.47632 4.53159 0.0200855 0.00176246 43660.9 5
: 990 | 3.46369 5.01017 0.0200949 0.00175557 43622.2 6
: 991 Minimum Test error found - save the configuration
: 991 | 3.62631 4.43754 0.0201926 0.00182852 43563.4 0
: 992 | 3.43437 4.76899 0.0201292 0.00177068 43576.5 1
: 993 Minimum Test error found - save the configuration
: 993 | 3.65822 4.15282 0.02017 0.00182707 43613.5 0
: 994 | 3.438 4.33256 0.0201045 0.00176901 43631.2 1
: 995 | 3.32136 4.15902 0.020111 0.00176803 43613.3 2
: 996 | 3.19428 4.68128 0.0201014 0.00177033 43641.7 3
: 997 | 3.2211 4.29206 0.0201339 0.0017638 43549.1 4
: 998 | 3.18731 4.5056 0.0201099 0.00176308 43604.2 5
: 999 Minimum Test error found - save the configuration
: 999 | 3.311 4.00041 0.0201841 0.00183219 43592.1 0
: 1000 | 3.26227 4.3769 0.020112 0.00177144 43619.1 1
: 1001 | 3.40367 4.27842 0.0201097 0.00177169 43625.2 2
: 1002 | 3.1402 4.38142 0.0201274 0.00177173 43583.3 3
: 1003 | 3.28414 4.18684 0.0201108 0.00177001 43618.6 4
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.23526 3.81696 0.0201653 0.00183258 43637.7 0
: 1005 | 3.06545 4.39539 0.020103 0.00175747 43607.3 1
: 1006 | 3.25482 4.19987 0.0201141 0.00176121 43590 2
: 1007 | 3.50774 4.06742 0.0200965 0.00176144 43632.2 3
: 1008 | 3.31291 4.13619 0.0201046 0.00176367 43618.3 4
: 1009 | 3.21564 4.41795 0.0200937 0.00176399 43645 5
: 1010 | 3.42225 4.99772 0.0201065 0.00176278 43611.8 6
: 1011 | 3.44419 3.8409 0.020113 0.00176522 43602 7
: 1012 | 3.10964 3.96137 0.0200966 0.00176243 43634.4 8
: 1013 | 3.24027 4.1909 0.0201027 0.0017569 43606.7 9
: 1014 | 3.19198 4.07093 0.0201041 0.00175617 43601.7 10
: 1015 | 3.44118 4.38082 0.0201183 0.00176412 43586.8 11
: 1016 Minimum Test error found - save the configuration
: 1016 | 3.17795 3.69257 0.0201866 0.00182571 43571 0
: 1017 | 3.25338 4.11577 0.0200944 0.00176127 43636.9 1
: 1018 | 3.34792 3.96545 0.0200922 0.00176096 43641.3 2
: 1019 | 3.11902 3.96601 0.0200979 0.00176245 43631.2 3
: 1020 | 3.14642 3.81666 0.0200926 0.00176282 43644.8 4
: 1021 | 3.45885 3.96042 0.0201014 0.00175496 43605.1 5
: 1022 | 3.28109 4.19052 0.0201235 0.0017641 43574.3 6
: 1023 | 3.15879 3.9647 0.020128 0.0017732 43585.3 7
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.14526 3.62072 0.0201846 0.00183536 43598.6 0
: 1025 | 3.23056 3.83359 0.0201495 0.00181427 43631.8 1
: 1026 Minimum Test error found - save the configuration
: 1026 | 3.26928 3.49698 0.0201752 0.00182901 43605.7 0
: 1027 | 3.3589 3.57665 0.0201122 0.00176381 43600.6 1
: 1028 | 3.20141 3.68377 0.0201145 0.00176245 43591.9 2
: 1029 | 3.21582 4.84223 0.0201259 0.00177169 43586.7 3
: 1030 | 3.26879 5.10502 0.0201159 0.00177075 43608.3 4
: 1031 | 3.31012 4.06517 0.0201159 0.00177075 43608.4 5
: 1032 | 3.14397 4.5643 0.0201375 0.00177139 43558.6 6
: 1033 | 3.4178 3.7889 0.0201285 0.00177304 43583.8 7
: 1034 | 3.37831 3.86601 0.0201237 0.00175648 43555.9 8
: 1035 Minimum Test error found - save the configuration
: 1035 | 2.89836 3.48865 0.0201665 0.00181911 43602.9 0
: 1036 | 3.17462 3.6999 0.0201121 0.0017664 43607 1
: 1037 | 3.15394 3.86822 0.0201097 0.00176371 43606.2 2
: 1038 | 3.23318 4.61892 0.0201055 0.00176389 43616.7 3
: 1039 | 3.47559 4.39513 0.0201071 0.00176457 43614.4 4
: 1040 | 3.53903 4.38067 0.0201076 0.00176418 43612.4 5
: 1041 | 3.11602 3.60027 0.0201154 0.00176523 43596.4 6
: 1042 | 3.21656 3.82105 0.0201166 0.00175587 43571.2 7
: 1043 | 3.39335 3.69425 0.0201255 0.00176577 43573.6 8
: 1044 | 3.05581 3.68541 0.0201011 0.00176348 43626.2 9
: 1045 | 2.97855 3.7659 0.021272 0.00178557 41054.2 10
: 1046 Minimum Test error found - save the configuration
: 1046 | 2.89349 3.1768 0.0201811 0.00183641 43609.4 0
: 1047 | 3.02509 3.30473 0.0201082 0.00176874 43621.7 1
: 1048 Minimum Test error found - save the configuration
: 1048 | 2.88766 3.15654 0.0201633 0.00181924 43610.9 0
: 1049 | 2.80039 3.3736 0.0201199 0.00177081 43598.9 1
: 1050 | 2.91159 3.30592 0.0201116 0.00176892 43614.1 2
: 1051 | 3.11984 3.59181 0.0201045 0.00177027 43634.1 3
: 1052 | 2.91464 3.24298 0.0200971 0.00177084 43653.1 4
: 1053 | 2.83156 3.38215 0.02011 0.00177114 43623.2 5
: 1054 | 2.91723 3.29057 0.0201114 0.00177066 43618.8 6
: 1055 | 2.96269 3.25507 0.020101 0.00177045 43643.1 7
: 1056 | 2.95626 4.00099 0.0200982 0.0017585 43621.2 8
: 1057 | 2.97532 3.70869 0.0201427 0.00176779 43537.5 9
: 1058 | 3.25343 3.32343 0.0201247 0.0017677 43580.2 10
: 1059 | 2.96192 3.5477 0.02013 0.00176294 43556.3 11
: 1060 | 3.00267 3.22489 0.020125 0.0017661 43575.5 12
: 1061 | 2.82752 3.33117 0.0201161 0.00176482 43593.8 13
: 1062 | 2.83476 3.76558 0.0201065 0.00176482 43616.4 14
: 1063 Minimum Test error found - save the configuration
: 1063 | 2.83222 3.15397 0.0201752 0.00181819 43580 0
: 1064 Minimum Test error found - save the configuration
: 1064 | 2.8262 3.08637 0.0201856 0.00182717 43576.8 0
: 1065 | 2.73984 3.22265 0.0201221 0.0017648 43579.4 1
: 1066 | 3.02341 3.59842 0.0201074 0.00176177 43607.1 2
: 1067 | 2.9856 3.33425 0.0201353 0.00177781 43579 3
: 1068 | 2.79735 3.17266 0.0201106 0.00176481 43606.7 4
: 1069 | 2.74092 3.47691 0.0201063 0.00175727 43599 5
: 1070 | 2.75431 3.22838 0.020117 0.00175846 43576.4 6
: 1071 | 2.8674 3.27562 0.0201177 0.00176997 43602.1 7
: 1072 | 2.90003 3.11701 0.0201075 0.00176907 43624.2 8
: 1073 | 2.91544 3.15585 0.0201264 0.00177646 43596.9 9
: 1074 | 2.95306 3.12517 0.0201365 0.00177573 43571.1 10
: 1075 | 3.01083 3.24211 0.0201249 0.00177413 43594.9 11
: 1076 | 2.85486 3.2968 0.0201272 0.00177189 43584.1 12
: 1077 Minimum Test error found - save the configuration
: 1077 | 3.03041 2.98258 0.0201721 0.0018268 43608 0
: 1078 | 2.95886 3.3875 0.0201185 0.0017723 43605.9 1
: 1079 | 2.76903 3.15747 0.0201095 0.00177139 43625 2
: 1080 | 2.70739 3.22054 0.0201022 0.0017709 43641.3 3
: 1081 | 2.68697 3.00205 0.0201242 0.0017693 43585.1 4
: 1082 Minimum Test error found - save the configuration
: 1082 | 2.93385 2.89335 0.0201683 0.00182962 43623.5 0
: 1083 | 2.99102 3.17816 0.0201152 0.00176987 43607.9 1
: 1084 | 2.65869 2.90879 0.0201067 0.00175848 43601.1 2
: 1085 Minimum Test error found - save the configuration
: 1085 | 2.65898 2.85737 0.0201756 0.00182181 43587.8 0
: 1086 Minimum Test error found - save the configuration
: 1086 | 2.80409 2.82151 0.0201627 0.00181811 43609.5 0
: 1087 | 2.6577 2.88915 0.0201231 0.00176495 43577.4 1
: 1088 | 2.69823 3.13589 0.0201099 0.0017661 43611.5 2
: 1089 | 2.7528 2.8265 0.02011 0.00176398 43606.3 3
: 1090 | 2.90301 3.92243 0.0201023 0.00176515 43627.3 4
: 1091 | 3.03499 4.5246 0.020102 0.00175722 43609.2 5
: 1092 | 2.93508 3.17784 0.0201193 0.00175869 43571.6 6
: 1093 Minimum Test error found - save the configuration
: 1093 | 2.81791 2.74403 0.0201854 0.00182689 43576.6 0
: 1094 | 2.69553 4.44859 0.0201146 0.00176585 43599.7 1
: 1095 Minimum Test error found - save the configuration
: 1095 | 2.86877 2.72889 0.0201857 0.00183057 43584.6 0
: 1096 | 2.79068 2.7568 0.0201152 0.00176594 43598.6 1
: 1097 | 2.7878 3.02059 0.0201437 0.00175694 43509.5 2
: 1098 | 2.87903 3.33867 0.0201231 0.00175694 43558.3 3
: 1099 | 2.80455 4.11616 0.0201166 0.00177004 43604.8 4
: 1100 | 3.08399 3.53166 0.0201068 0.00177053 43629.4 5
: 1101 Minimum Test error found - save the configuration
: 1101 | 3.08142 2.62239 0.0201753 0.00182978 43607.3 0
: 1102 | 2.8004 3.33194 0.020121 0.00177231 43599.8 1
: 1103 | 2.66451 2.76006 0.0201274 0.0017708 43581 2
: 1104 | 2.68956 2.95537 0.0201154 0.00176877 43604.7 3
: 1105 | 2.74787 3.19377 0.0201312 0.00176494 43558.2 4
: 1106 | 2.7034 2.95749 0.0201434 0.00177107 43543.8 5
: 1107 | 2.66745 3.63707 0.0201212 0.00177192 43598.4 6
: 1108 | 2.73251 3.01155 0.0201252 0.00177347 43592.7 7
: 1109 | 2.87166 2.90146 0.0201169 0.00177095 43606.4 8
: 1110 | 2.53302 2.75746 0.0201162 0.00177072 43607.4 9
: 1111 | 2.47862 3.03783 0.0201023 0.00176971 43638.1 10
: 1112 | 2.6067 2.85513 0.0201099 0.00175782 43591.9 11
: 1113 | 2.45743 3.16394 0.0201185 0.00175797 43571.7 12
: 1114 | 2.50762 2.83666 0.0201301 0.00176488 43560.5 13
: 1115 | 2.5083 2.66117 0.0201302 0.00176664 43564.6 14
: 1116 Minimum Test error found - save the configuration
: 1116 | 2.65249 2.50183 0.0201896 0.00182806 43569.4 0
: 1117 | 2.79869 2.74414 0.020136 0.00176867 43555.7 1
: 1118 | 2.60677 2.77051 0.0201529 0.00175813 43490.6 2
: 1119 | 2.49017 2.56405 0.0201316 0.00175936 43544.1 3
: 1120 | 2.58204 2.63623 0.0201307 0.00176467 43558.6 4
: 1121 | 2.4631 2.96678 0.0201195 0.00176553 43587.2 5
: 1122 | 2.55692 2.90552 0.0201179 0.0017621 43582.8 6
: 1123 | 2.62636 2.65079 0.020134 0.00177702 43580.2 7
: 1124 | 2.94124 2.5815 0.0202392 0.00177867 43335.8 8
: 1125 | 3.11541 3.22203 0.0201793 0.00176387 43441.8 9
: 1126 Minimum Test error found - save the configuration
: 1126 | 2.76179 2.47479 0.0202606 0.00185189 43457.7 0
: 1127 | 2.59983 2.83498 0.0201419 0.00177585 43558.7 1
: 1128 Minimum Test error found - save the configuration
: 1128 | 2.58828 2.31604 0.0201949 0.00182989 43561 0
: 1129 | 2.72549 2.38779 0.0212576 0.00176723 41045.9 1
: 1130 | 2.64147 2.6601 0.0201847 0.00177768 43461.8 2
: 1131 Minimum Test error found - save the configuration
: 1131 | 2.60561 2.16717 0.0202646 0.00185504 43455.8 0
: 1132 | 2.43548 2.466 0.0202063 0.00177628 43407.4 1
: 1133 | 2.49789 3.52536 0.0201791 0.00176176 43437.3 2
: 1134 | 2.48771 2.51562 0.0201677 0.00177264 43489.8 3
: 1135 | 2.60213 2.71664 0.0201604 0.0017697 43500.2 4
: 1136 | 2.57009 2.42611 0.0201736 0.00177116 43472.4 5
: 1137 | 2.6837 2.4957 0.0201485 0.00177203 43533.9 6
: 1138 | 2.91594 3.16025 0.0201565 0.0017598 43486.2 7
: 1139 | 2.9364 3.28239 0.0201331 0.0017618 43546.3 8
: 1140 | 2.76158 2.30354 0.0201596 0.00177485 43514.3 9
: 1141 | 2.47075 2.35588 0.020169 0.00177541 43493.5 10
: 1142 | 2.41585 2.39255 0.0201579 0.00177709 43523.8 11
: 1143 | 2.32731 2.22307 0.0201584 0.00177499 43517.6 12
: 1144 | 2.35119 2.27812 0.02015 0.00176661 43517.5 13
: 1145 | 2.24196 2.83061 0.0201344 0.00176507 43550.9 14
: 1146 | 2.54303 2.69004 0.0201537 0.00177956 43539.4 15
: 1147 | 2.56557 2.24558 0.0201686 0.00177628 43496.4 16
: 1148 | 2.31081 2.36553 0.0201439 0.00177555 43553.2 17
: 1149 | 2.28711 2.83983 0.020165 0.00177817 43509.3 18
: 1150 | 2.35974 2.37229 0.0201502 0.00176123 43504.4 19
: 1151 | 2.73676 3.3864 0.0201462 0.00176685 43527.2 20
: 1152 | 2.61907 3.17816 0.0201589 0.00177045 43505.6 21
:
: Elapsed time for training with 1000 events: 23.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0285 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
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: 1.57 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.305 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.7361e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31895e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: 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: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.071 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0934 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.005 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.23 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 1.92 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0468 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00724 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: 0.0959 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0132 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: 0.00691 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00218 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: 0.23 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0276 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: 1.91 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.216 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.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.156 -0.167 1.59 1.24 | 3.272 3.276
: datasetreg BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: datasetreg KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: datasetreg PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: datasetreg 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
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.164 -0.189 1.48 1.14 | 3.298 3.301
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> 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"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.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
TMVA::Tools::Instance();
// 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;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#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("datasetreg");
// 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 {
TFile::SetCacheFileDir(".");
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"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "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=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, 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;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:407
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:560
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is composed of a header, followed by consecutive data records (TKey instances) with a wel...
Definition TFile.h:53
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition TFile.h:332
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:4075
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:936
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
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
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::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::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::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
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:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:418
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:1283
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.