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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: 0.613 sec
: Elapsed time for training with 1000 events: 0.62 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00711 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: 0.0013 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00935 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: 0.000394 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00215 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 = 33474.9
: --------------------------------------------------------------
: 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 | 34730.9 33033.8 0.0195917 0.00180712 44982.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 34221 32459 0.0197708 0.00185461 44652.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 33639.7 31847.8 0.0199356 0.00179987 44111.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 33035.6 31213.7 0.0201007 0.00181092 43740.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 32319.6 30445.5 0.0200001 0.00182173 44008.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 31442.9 29628 0.0199341 0.00183249 44195 0
: 7 Minimum Test error found - save the configuration
: 7 | 30734.1 29121.6 0.0198541 0.00179231 44292.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 30288.2 28747 0.0198082 0.00179723 44417.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 29931 28413 0.0198415 0.00180062 44343.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 29601.9 28104.7 0.019825 0.00178281 44340.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 29297.6 27809.1 0.0198483 0.00178033 44277.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 28998.8 27531.5 0.0198495 0.00178061 44275.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28716.3 27260.6 0.0198466 0.00178064 44282.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 28445.1 26992.5 0.0198474 0.0017743 44264.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 28174.5 26735.5 0.0198471 0.00177984 44279 0
: 16 Minimum Test error found - save the configuration
: 16 | 27913.6 26483.8 0.0198441 0.00177396 44271.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 27657.5 26237.3 0.0198688 0.00178229 44231.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 27407.1 25994.3 0.0202691 0.00179997 43315.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 27162.1 25753.3 0.0199666 0.00178569 44002.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 26917.4 25520 0.0198666 0.00180079 44282.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 26677.7 25291.5 0.019881 0.00179688 44237.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26446.1 25061.3 0.019879 0.00179826 44246.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 26212 24838 0.0198949 0.00180235 44217.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 25984.9 24615.9 0.0198844 0.00179649 44228.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 25760.4 24395.8 0.0198549 0.00177458 44246.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 25535.3 24183 0.0198831 0.00177363 44175.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 25316.9 23971.1 0.019903 0.00178402 44152.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 25102.6 23757.9 0.0199571 0.00180968 44083.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 24889.2 23546.8 0.0199326 0.00177112 44049.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 24672.9 23345.1 0.0199197 0.00177762 44096.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 24464.7 23143.8 0.019941 0.00178169 44054.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 24261.3 22939.6 0.0199139 0.00178032 44117.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 24055.1 22740.3 0.0199042 0.00178094 44142.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 23850.7 22546.2 0.0200033 0.00178215 43905.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 23651.9 22351.9 0.0199185 0.0017822 44110.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 23453.8 22159.8 0.019927 0.00180146 44136.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 23258.4 21968.9 0.019927 0.00180347 44141.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 23064 21780.6 0.0199442 0.00180784 44110.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 22872.1 21594 0.019926 0.00180724 44153 0
: 40 Minimum Test error found - save the configuration
: 40 | 22682.6 21408.6 0.019947 0.00180632 44099.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 22492.1 21228.9 0.0199568 0.00180579 44074.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 22308.9 21046.7 0.0199255 0.00178118 44090.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 22124 20867.4 0.0199461 0.00178243 44044 0
: 44 Minimum Test error found - save the configuration
: 44 | 21942.1 20689.3 0.0199544 0.00178677 44034.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 21758.4 20518 0.0199591 0.0017836 44015.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 21583.9 20341.8 0.0199571 0.00177719 44004.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 21405.2 20170 0.0199859 0.0017846 43952.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 21230.1 19999.9 0.0199677 0.00178231 43991.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 21056.2 19832 0.0200551 0.00178356 43783.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20887.3 19661.8 0.0199579 0.00178528 44022.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 20713.7 19498.4 0.0199546 0.00177843 44013.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 20547.5 19333.2 0.0199842 0.001782 43950.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 20377.6 19173.8 0.0199617 0.00177892 43997.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 20214.5 19010.7 0.0199601 0.00178461 44015.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 20047.7 18840.7 0.0202413 0.0018206 43429.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 19875.6 18669.7 0.0200265 0.00181635 43931.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 19714.9 18508.3 0.0199967 0.0018151 44000.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 19554.8 18359.4 0.0200144 0.00181762 43963.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 19389.1 18189.2 0.0200572 0.00182426 43876.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 19230.5 18043.4 0.0200513 0.0018179 43875.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 19072.1 17879.7 0.0200586 0.00182236 43868.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 18912.3 17725.2 0.0200591 0.00182021 43862.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 18752.5 17572.6 0.0200837 0.00182022 43803.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 18599.6 17422.6 0.0201993 0.00181634 43518.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 18445.9 17272.7 0.0200846 0.00181654 43792.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 18289.9 17117.2 0.0200872 0.00180112 43749.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 18134.1 16967.2 0.0201231 0.00182141 43711.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 17981 16821.2 0.0201231 0.00180185 43665.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 17828.5 16676.8 0.0201435 0.00180714 43629.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 17678.7 16534.8 0.0201327 0.00181171 43665.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 17532 16390.8 0.0201456 0.00181386 43640.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 17388.3 16242.9 0.0201445 0.00181982 43656.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 17238.8 16101.7 0.0201796 0.00182055 43575.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 17095 15959.6 0.0201531 0.00181559 43626.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 16951.6 15819.1 0.0201607 0.00181615 43609.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 16810.6 15679 0.0201703 0.0018296 43618.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 16664.8 15547.4 0.0202231 0.00182214 43476 0
: 78 Minimum Test error found - save the configuration
: 78 | 16531 15408.2 0.0202077 0.00182101 43509.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 16389.8 15275.4 0.0203013 0.00183017 43310.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 16255 15139.9 0.0202047 0.00181455 43501.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 16118.2 15008.1 0.0202618 0.00182279 43386.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 15984.2 14875.9 0.020233 0.00182213 43452.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 15850.6 14745.6 0.0202454 0.0018309 43443.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 15717.4 14618.5 0.0202617 0.00184948 43449.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 15586.5 14492.3 0.0203252 0.00186502 43336.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 15458 14365.6 0.0204248 0.00186675 43108.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15329.2 14240.3 0.0202731 0.00184723 43417.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 15202.1 14115.4 0.0203161 0.00186571 43359.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 15076.3 13990.8 0.0203201 0.00186923 43358.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 14951.1 13867.7 0.0202812 0.0018347 43368.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 14826.6 13746 0.0202231 0.00182291 43477.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 14701.9 13628.1 0.020221 0.00182062 43477.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 14581.8 13508.3 0.0202897 0.00183512 43349.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 14460.8 13390 0.0203268 0.00180783 43198.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 14340.6 13272.7 0.0202235 0.0018132 43453.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 14221.8 13156.8 0.0202108 0.00181239 43482 0
: 97 Minimum Test error found - save the configuration
: 97 | 14103.8 13041.7 0.0202187 0.00181397 43467.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13986.7 12928.3 0.0202374 0.00180759 43408 0
: 99 Minimum Test error found - save the configuration
: 99 | 13871.2 12815.1 0.020229 0.00181203 43438.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 13756.8 12702.2 0.0202385 0.00181798 43429.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 13644.4 12588.2 0.0202414 0.00181502 43415.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 13527.4 12481.6 0.0202282 0.00182904 43480.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 13418.5 12370.8 0.0202482 0.00182901 43432.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 13306.5 12262.8 0.0202435 0.0018231 43430.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 13196.4 12155.5 0.0202394 0.00183725 43473.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 13088.6 12047 0.020662 0.00185831 42544.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 12978.8 11942.1 0.02024 0.00183373 43463.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 12873 11835.6 0.0203377 0.00192897 43457.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 12766.5 11730.3 0.0202271 0.00183954 43507.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 12659.1 11629.4 0.0202513 0.0018357 43441.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 12556.9 11525.4 0.0202475 0.0018354 43449.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 12454 11421.4 0.0202462 0.00182942 43438.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 12348.6 11322.3 0.0202618 0.00184315 43434.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12246.9 11223.8 0.0202676 0.00184012 43413.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 12148 11123.2 0.0202571 0.00184436 43448.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 12047.3 11024.2 0.0202498 0.00183964 43454.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 11948.2 10925.9 0.0202558 0.00183711 43434.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 11848.2 10831 0.0202496 0.00184603 43469.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 11750.9 10736.4 0.0203009 0.00185038 43359.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 11655.9 10639.8 0.0202919 0.00185652 43394.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 11557.6 10547.8 0.0202652 0.00184779 43437.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 11464.7 10452.9 0.0202667 0.00184131 43418.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 11368.7 10361.6 0.0203593 0.0018457 43211.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 11276.6 10268.6 0.0202865 0.00184861 43388.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 11183.8 10176.6 0.0202667 0.00184261 43421.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 11090.2 10088.3 0.0202813 0.00184167 43384.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 11001.8 9995.95 0.0202855 0.00184841 43390.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 10909.9 9906.53 0.0203284 0.00187866 43361 0
: 129 Minimum Test error found - save the configuration
: 129 | 10820.7 9817.6 0.0202987 0.00184705 43356.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 10730.2 9731.66 0.0202964 0.00185404 43378.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 10643 9644.66 0.0202803 0.00184899 43404.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 10555.6 9558.7 0.0203036 0.00185157 43355.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 10469.9 9471.88 0.0202854 0.00185075 43396.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 10381.8 9389.43 0.0202921 0.00185123 43382 0
: 135 Minimum Test error found - save the configuration
: 135 | 10297.8 9305.21 0.0202802 0.00184098 43385.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 10213.8 9221.28 0.0202679 0.0018346 43399.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 10129.8 9137.63 0.02029 0.00184276 43366.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 10046.1 9055.86 0.0203753 0.00182621 43128.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9964.12 8974.55 0.0203184 0.00182274 43253.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 9881.99 8894.01 0.0202757 0.0018227 43353.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 9801.08 8814.26 0.0202943 0.00182575 43316.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 9719.87 8736.43 0.0202859 0.001823 43330 0
: 143 Minimum Test error found - save the configuration
: 143 | 9643.14 8654.48 0.0204816 0.00192241 43105.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9562.08 8576.51 0.0211835 0.0018598 41399.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9484 8498.75 0.0210878 0.00183328 41548.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 9405.84 8422.42 0.0203498 0.00182223 43178.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 9328.25 8347.57 0.0205633 0.00184595 42741.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 9252.79 8271.74 0.0205121 0.00185171 42871.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 9176.71 8197.17 0.0203158 0.00183172 43280.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 9102.78 8121.2 0.0203178 0.00183164 43275.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 9027.58 8047.06 0.0203483 0.0018545 43257.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 8952.46 7975.3 0.0202928 0.00184769 43372 0
: 153 Minimum Test error found - save the configuration
: 153 | 8880.74 7901.76 0.0203906 0.00184106 43127.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 8806.82 7830.79 0.0204152 0.00186509 43126.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 8735.6 7759.17 0.020374 0.001856 43201.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 8663.79 7688.52 0.0206269 0.00184855 42602.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 8592.66 7618.88 0.0203014 0.00184755 43351.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 8523.06 7548.72 0.0205454 0.00193478 42986.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 8453.19 7479.19 0.0204237 0.00185509 43083.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 8384.09 7410.44 0.0202876 0.00184758 43383.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8314.19 7344.19 0.020317 0.00185535 43333.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 8247.76 7275.9 0.0202974 0.00184424 43353.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 8180.61 7207.93 0.0203675 0.00182129 43135.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 8112.44 7142.89 0.0203012 0.00182793 43305.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 8047.23 7075.98 0.0204867 0.00189898 43039.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7981.82 7009.88 0.0208826 0.00183334 41996.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7915.23 6946.14 0.0204064 0.00183503 43077.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 7851.12 6881.83 0.0202937 0.00183076 43330 0
: 169 Minimum Test error found - save the configuration
: 169 | 7787.53 6818.18 0.0203134 0.00183332 43289.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 7723.36 6754.91 0.0203214 0.00183178 43267.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 7661.22 6691.33 0.0205977 0.00183989 42648.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 7597.88 6629.53 0.0203315 0.00182779 43234.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 7535.74 6568.3 0.0203063 0.00182313 43282.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 7474.27 6507.79 0.0202911 0.00182283 43317.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 7413.32 6447.55 0.0204471 0.00188772 43104.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 7354.03 6386.21 0.0206175 0.00188302 42702.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 7291.94 6328.64 0.0203455 0.00183357 43215.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 7234.25 6268.58 0.020289 0.00182934 43337.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 7174.27 6210.64 0.0203045 0.00183193 43307.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 7116.21 6152.33 0.0203058 0.0018331 43307.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 7058.32 6094.26 0.0203071 0.00183613 43311.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 7001.11 6036.29 0.0204169 0.00184341 43072.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 6943.14 5980.14 0.0203237 0.00184558 43294.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 6886.91 5924.32 0.0203249 0.00185062 43303.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 6830.62 5868.86 0.0203196 0.00184863 43311.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6775.59 5812.99 0.0203285 0.0018443 43280.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 6720.51 5757.66 0.0202905 0.00184213 43364.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 6664.34 5704.83 0.0203081 0.00184967 43340.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 6611.18 5650.58 0.0203411 0.00185522 43276.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 6558.11 5595.87 0.0203185 0.00184988 43316.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 6502.82 5544.33 0.0203034 0.00185484 43363.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 6450.18 5492.86 0.0207083 0.00189032 42512.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 6398.75 5439.95 0.0203133 0.00184718 43322.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 6346.8 5387.84 0.0203172 0.00184649 43311.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 6294.91 5335.94 0.0220961 0.00191444 39639.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 6243.24 5284.98 0.0202661 0.0018354 43405.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 6192.04 5235.86 0.0203155 0.00183054 43278.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6142.57 5184.71 0.0204466 0.00185929 43040 0
: 199 Minimum Test error found - save the configuration
: 199 | 6091.89 5135.45 0.020435 0.00185075 43047.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 6041.75 5087.61 0.02051 0.00190345 42995.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 5993.65 5038.1 0.0210564 0.00193192 41831.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 5944.85 4989.48 0.0211774 0.00196025 41629.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 5895.78 4942.91 0.0203637 0.00183165 43168.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 5848.43 4894.68 0.0204069 0.00191146 43253.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 5800.24 4848.01 0.0205413 0.00186316 42830.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 5753.29 4801.4 0.0202868 0.00182692 43337.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 5705.92 4756.4 0.0204001 0.00183636 43094.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 5660.31 4710.36 0.0202946 0.00181988 43302.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 5614.12 4664.66 0.0202239 0.00183821 43512 0
: 210 Minimum Test error found - save the configuration
: 210 | 5568.32 4619.52 0.0202112 0.00181862 43495.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5522.76 4575.09 0.0202086 0.00181689 43498 0
: 212 Minimum Test error found - save the configuration
: 212 | 5478.28 4530.35 0.0202775 0.00182737 43360.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 5433.42 4486.23 0.0203927 0.00185125 43146.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 5389.16 4442.76 0.0203223 0.00184854 43304.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5345.05 4400.09 0.0204098 0.00185739 43121.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 5301.58 4357.19 0.0202366 0.00182747 43456.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 5258.62 4314.4 0.0202083 0.00181815 43501.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 5214.99 4273.52 0.0202721 0.00188072 43498.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 5172.5 4232.72 0.0205211 0.00184302 42831.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 5131.51 4190.06 0.0202164 0.00182061 43488.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 5088.62 4149.3 0.02022 0.00181145 43458 0
: 222 Minimum Test error found - save the configuration
: 222 | 5046.56 4110.03 0.020243 0.00182629 43438.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 5006.29 4069.3 0.0206506 0.00194622 42770.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 4965.26 4029.34 0.0203713 0.00184867 43190.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4924.54 3990.78 0.0202246 0.00182964 43490.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 4884.89 3950.98 0.0204232 0.0018598 43095.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 4844.32 3912.41 0.0209062 0.00187729 42041.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4805.23 3873.63 0.0213123 0.00193841 41292.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 4765.56 3836.01 0.0209642 0.00188704 41934.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 4726.53 3798.76 0.0202757 0.00187576 43478.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 4688.72 3760.57 0.020324 0.00189899 43419.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 4649.47 3724.27 0.0202337 0.00182659 43461.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 4612.43 3686.4 0.0202282 0.00182748 43476.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 4574.23 3649.89 0.0202136 0.00182601 43507.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 4535.89 3615.29 0.0203856 0.00184463 43147.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 4500.14 3578.72 0.0204308 0.00184528 43044.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 4463.35 3542.41 0.020228 0.00182073 43461.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 4425.44 3508.73 0.0202502 0.00182391 43416.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4390.24 3473.44 0.0202592 0.00181782 43380.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4354.4 3438.35 0.0202531 0.00182236 43405.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 4317.74 3404.72 0.0202208 0.00182282 43483 0
: 242 Minimum Test error found - save the configuration
: 242 | 4283.7 3369.84 0.0204231 0.00185749 43090.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 4247.14 3337.08 0.0202675 0.00183147 43393.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 4212.27 3304.69 0.0202178 0.00182847 43503.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4178.1 3272.13 0.0202141 0.00183519 43528.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 4144.78 3237.86 0.0204062 0.0018528 43118.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 4110.19 3204.88 0.0202423 0.00182185 43429.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 4075.34 3173.78 0.0203452 0.00183407 43217.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 4043.32 3141.05 0.0202359 0.00182101 43443.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 4008.7 3110.83 0.0202038 0.00182078 43518.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3976.87 3079.03 0.0202485 0.00182017 43411.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3943.74 3048.11 0.0202203 0.00182007 43477.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3912.26 3015.82 0.0202262 0.00182244 43469.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3878.6 2986.05 0.0202188 0.00181912 43479 0
: 255 Minimum Test error found - save the configuration
: 255 | 3846.64 2956.18 0.0204219 0.00184527 43064.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 3815.64 2925.49 0.0203949 0.00196059 43397.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 3783.2 2897.08 0.0202841 0.00186501 43433.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 3752.38 2868.36 0.0202213 0.00182114 43477.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3721.76 2839.03 0.0202154 0.00182784 43507.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3692.11 2808.71 0.0202073 0.00182795 43527.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 3659.97 2780.89 0.0202676 0.00182641 43381.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 3630.1 2752.88 0.0204097 0.0018434 43088.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 3600.79 2724.52 0.0202253 0.00182099 43468.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 3570.09 2697.51 0.0202167 0.00182144 43489.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 3541.02 2669.74 0.0203086 0.0019148 43492.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 3512.09 2642.11 0.0202941 0.00182944 43326.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 3482.11 2615.6 0.020264 0.00182347 43382.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 3453.36 2589.22 0.0202233 0.00182658 43486.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 3425.92 2561.57 0.0203578 0.00184504 43213.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 3395.94 2536.18 0.0202277 0.00182959 43482.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 3368 2510.55 0.0205609 0.00190399 42879.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 3340.65 2484 0.0204155 0.00183635 43059 0
: 273 Minimum Test error found - save the configuration
: 273 | 3312.16 2458.87 0.0202453 0.00183833 43461.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 3285.89 2432.43 0.0202413 0.00181766 43422.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 3257.12 2408.33 0.0202355 0.00182232 43447 0
: 276 Minimum Test error found - save the configuration
: 276 | 3230.43 2383.49 0.0202595 0.00182557 43398.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 3203.66 2358.39 0.0202734 0.00183218 43381 0
: 278 Minimum Test error found - save the configuration
: 278 | 3176.6 2333.75 0.0202236 0.0018149 43457.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 3150.17 2309.41 0.0212928 0.00187082 41190.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 3123.67 2285.38 0.0202265 0.00183036 43487.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 3097.16 2262.41 0.0202244 0.00183034 43492.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 3071.32 2238.48 0.0202672 0.00182607 43381.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 3045.56 2215.3 0.0202408 0.0018289 43450.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 3020.55 2191.87 0.0202195 0.00182821 43498.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2994.27 2169.78 0.0203572 0.00184047 43204.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2970.3 2146.01 0.0202856 0.00183689 43363.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2944.98 2123.05 0.0203154 0.00184767 43318.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2919.62 2100.77 0.0202366 0.00182359 43447.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2894.74 2079.5 0.0204616 0.00184373 42969.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2870.72 2057.49 0.0202448 0.00184318 43474.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2846.97 2035.18 0.0207428 0.00191215 42483.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2821.84 2014.18 0.0203409 0.00183507 43229.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2798.87 1992.13 0.0202249 0.00182906 43488.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2774.92 1971.1 0.0204924 0.00186523 42947.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2751.05 1950.38 0.0202398 0.00182218 43436.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2727.91 1929.63 0.020231 0.00182176 43456.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2705.02 1908.56 0.0204438 0.00184771 43019.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2681.25 1888.74 0.0202601 0.00182327 43391.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 2659.12 1868.1 0.0201989 0.00182015 43528.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 2635.94 1848.47 0.0203878 0.00183398 43117.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 2613.96 1828.56 0.0202228 0.00182189 43476.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 2591.11 1808.99 0.0207043 0.00190105 42545.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 2569.84 1789.03 0.0211043 0.00192418 41709.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 2546.76 1770.16 0.0205415 0.00183774 42772.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2526.05 1750.59 0.0203182 0.00183013 43271 0
: 306 Minimum Test error found - save the configuration
: 306 | 2503.54 1732.06 0.0202869 0.00184551 43380.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 2482.56 1712.68 0.0202369 0.00183278 43468.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 2460.5 1695.28 0.0207896 0.00189197 42333.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 2440.41 1676.51 0.0203631 0.00184348 43197.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 2418.88 1657.97 0.0202409 0.00183165 43456.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2398.14 1640.52 0.0204811 0.00184985 42938.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 2378.36 1621.32 0.0202254 0.00182995 43489 0
: 313 Minimum Test error found - save the configuration
: 313 | 2356.81 1603.95 0.020216 0.00182848 43507.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 2336.94 1586.25 0.0203352 0.00184403 43263.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 2316.72 1568.99 0.0202594 0.00182733 43402.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 2296.47 1551.61 0.0202246 0.00181575 43457.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2276.37 1535.52 0.0202358 0.00182306 43448.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 2257.52 1517.73 0.0202201 0.00182177 43482.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 2237.28 1501.41 0.0202253 0.00182111 43468.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 2218.65 1484.51 0.0204085 0.00183345 43068.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 2198.95 1467.95 0.0203768 0.00183377 43142.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 2179.53 1452.01 0.0202761 0.00184597 43407.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 2161.21 1435.27 0.0202347 0.00182295 43450.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 2141.16 1420.54 0.0202661 0.00183398 43402.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 2123.27 1404.83 0.0202562 0.00183084 43418.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 2105.21 1388.31 0.0202207 0.00182953 43499.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 2085.95 1372.94 0.0203809 0.00184619 43162.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 2068.46 1357.13 0.0202845 0.00183242 43355.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2049.56 1342.26 0.0203305 0.00183345 43250.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 2032.27 1326.7 0.0203476 0.00182956 43201.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 2013.66 1312.15 0.0202243 0.00182167 43472 0
: 332 Minimum Test error found - save the configuration
: 332 | 1995.8 1298.09 0.0202305 0.00183977 43500.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1978.55 1284.02 0.0203353 0.00182573 43221 0
: 334 Minimum Test error found - save the configuration
: 334 | 1961.55 1269.46 0.0202652 0.00182337 43379.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1944.41 1255.15 0.0204369 0.00185417 43050.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1927.87 1243.4 0.0210608 0.00194954 41860.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1909.85 1227.37 0.0210594 0.0018814 41714.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1892.7 1213.9 0.0210823 0.00187923 41660 0
: 339 Minimum Test error found - save the configuration
: 339 | 1876.59 1199.67 0.0205516 0.00183659 42746.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1859.65 1186.18 0.020262 0.00183046 43403.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1843.06 1172.76 0.0202825 0.00183165 43358.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1826.8 1159.58 0.0203817 0.00187151 43219.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1810.8 1146.55 0.020583 0.00183318 42667.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1794.42 1133.71 0.0203277 0.00183989 43271.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1778.58 1120.69 0.020829 0.00190361 42271.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1762.22 1108.23 0.0207234 0.0018922 42482.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1746.91 1095.57 0.0206575 0.00187617 42595.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1731.42 1082.7 0.0208499 0.00185632 42119.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1715.31 1070.94 0.0210362 0.00186795 41735.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1700.45 1059.23 0.0209631 0.00187862 41919 0
: 351 Minimum Test error found - save the configuration
: 351 | 1684.91 1047.01 0.0204165 0.00186545 43124.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1669.86 1034.95 0.0202609 0.00182698 43398.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1654.89 1023.11 0.0204879 0.00185791 42941.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1639.81 1011.55 0.0202727 0.00184305 43408.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1625.1 1000.04 0.0205327 0.00192714 42997.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1610.31 988.907 0.0202597 0.00182319 43392.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1596.12 977.87 0.0202309 0.00183008 43476.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1581.23 966.411 0.0202189 0.00182688 43497.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1566.92 955.959 0.0205049 0.00184197 42865.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1552.69 944.953 0.020226 0.0018215 43467.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1538.66 934.229 0.0203397 0.00183976 43243.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1524.2 923.575 0.0202184 0.00182169 43486.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1510.74 912.995 0.0202227 0.00181526 43460.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1496.72 902.573 0.0202315 0.00181884 43448.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1483.02 892.474 0.0202539 0.0018271 43415 0
: 366 Minimum Test error found - save the configuration
: 366 | 1469.78 881.988 0.0210456 0.00191306 41813.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1455.95 872.713 0.0203529 0.00187367 43291.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1443.14 862.191 0.0203264 0.00186082 43323.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1429.66 852.09 0.0202927 0.00184987 43377.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1416.33 842.077 0.0205934 0.00187711 42743.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 1402.56 833.18 0.0205328 0.00191398 42967.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 1390.07 823.765 0.0204904 0.00185893 42938.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 1378.08 813.647 0.0243462 0.00187514 35601.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 1364.33 804.639 0.0202846 0.00184235 43378.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 1351.59 795.905 0.0203954 0.00191031 43278.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 1339.41 786.898 0.0208448 0.0018852 42195 0
: 377 Minimum Test error found - save the configuration
: 377 | 1326.76 778.074 0.0208038 0.00185206 42212.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1314.91 768.799 0.0212263 0.00187006 41330.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 1302.17 760.073 0.0202894 0.0018384 43358.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 1290.04 751.488 0.0202734 0.00183947 43398.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 1277.91 743.184 0.0202706 0.00184208 43411.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 1266.31 734.494 0.0202857 0.00184635 43385.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 1254.44 725.881 0.0205794 0.00187829 42778.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 1242.88 717.39 0.0204825 0.00190708 43067.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 1230.73 709.783 0.0205647 0.00188034 42816.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 1219.71 701.654 0.0205982 0.00185746 42687.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 1207.66 693.676 0.0204827 0.00185103 42937.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 1196.47 685.566 0.0205858 0.00213509 43358.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 1184.58 678.049 0.0203619 0.00186699 43255.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 1173.74 670.424 0.0202979 0.00185187 43369.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 1162.49 662.98 0.0202723 0.00185504 43437.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 1151.47 655.643 0.0205071 0.00185491 42890.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 1140.93 648.41 0.0209547 0.0019957 42196.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 1130.47 640.442 0.0208227 0.00196474 42422.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 1118.83 634.456 0.0205426 0.00189625 42903.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1108.39 626.868 0.0211963 0.00210247 41898.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 1097.8 620.045 0.0207416 0.00186518 42380.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 1087.16 612.739 0.0205485 0.00188877 42873.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 1076.98 606.037 0.0203774 0.00183359 43141.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 1066.82 599.059 0.0202466 0.00181898 43413.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 1056.22 592.248 0.0202372 0.00182278 43444.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 1045.89 585.981 0.0205176 0.00186179 42882.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 1036.46 579.229 0.0202792 0.00184351 43394 0
: 404 Minimum Test error found - save the configuration
: 404 | 1026.41 572.609 0.0202852 0.00183492 43359.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 1016.4 566.631 0.0202761 0.00183801 43388.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 1006.87 560.145 0.0204018 0.00184957 43121.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 996.74 554.057 0.020304 0.00183887 43324.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 986.834 547.811 0.0202415 0.00182393 43436.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 977.376 541.747 0.0204758 0.00183921 42926.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 968.063 536.217 0.0205425 0.00182503 42740.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 958.78 530.494 0.0204018 0.00183895 43096.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 949.488 524.687 0.0202695 0.00183372 43393.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 939.99 518.415 0.0204506 0.00185876 43029.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 931.041 512.76 0.0206844 0.00186481 42508.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 922.112 507.243 0.0206057 0.00185326 42661.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 912.622 501.663 0.0203556 0.00185766 43248.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 904.148 496.414 0.0208023 0.00185137 42214.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 895.364 491.286 0.0203051 0.00183883 43322.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 886.44 485.575 0.0202685 0.00183641 43402.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 877.871 480.124 0.0205113 0.0018998 42984.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 869.177 475.329 0.0202814 0.00183997 43380.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 860.365 470.274 0.0203219 0.00184924 43307.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 852.131 464.54 0.0202806 0.00184191 43387.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 843.573 459.749 0.0205098 0.00193014 43057.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 835.054 455.207 0.0209521 0.0021321 42507.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 827.497 449.776 0.0205966 0.0018844 42752.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 818.798 444.997 0.0204836 0.00189508 43037.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 810.886 440.173 0.0203014 0.00183502 43321.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 802.941 436.148 0.0202851 0.00184185 43376.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 795.435 432.48 0.0202473 0.00183467 43448.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 787.728 427.323 0.020227 0.00183048 43486.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 779.527 422.052 0.0204485 0.00187702 43076.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 771.389 417.46 0.0204013 0.00183702 43093.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 763.847 413.074 0.0203351 0.00188776 43366.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 756.067 408.696 0.0206969 0.00184854 42444 0
: 436 Minimum Test error found - save the configuration
: 436 | 748.637 404.901 0.0205429 0.00190194 42916.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 741.021 400.155 0.0208213 0.00190253 42286.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 733.657 396.208 0.020989 0.001913 41937.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 726.443 391.797 0.0209088 0.00189511 42075 0
: 440 Minimum Test error found - save the configuration
: 440 | 719.277 387.742 0.0205691 0.00187615 42796.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 711.995 383.436 0.0203566 0.00182653 43173.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 704.454 379.858 0.0203307 0.0018285 43238.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 698.121 375.707 0.0202655 0.00183123 43397.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 690.605 372.065 0.0202848 0.00185163 43399.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 684.062 367.848 0.0204433 0.00201798 43418.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 676.875 363.916 0.020266 0.0018463 43431.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 670.211 360.306 0.0203518 0.001929 43424.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 663.221 356.426 0.020266 0.00183425 43403.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 656.851 353.327 0.0202461 0.00182974 43439.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 650.47 349.178 0.0205341 0.00188683 42901.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 643.549 345.33 0.0205525 0.00185524 42786.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 637.283 341.871 0.0219892 0.00244088 40924.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 630.68 338.192 0.0202524 0.00182587 43415.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 624.28 334.877 0.0203896 0.00184561 43140.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 617.959 331.936 0.0202274 0.00182267 43467.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 611.586 327.902 0.0202316 0.00182164 43454.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 605.389 324.477 0.0203859 0.00195704 43410.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 599.135 321.682 0.0202781 0.00182887 43362.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 593.505 318.212 0.0202382 0.00182986 43458.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 587.066 315.547 0.0203889 0.00184378 43137.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 581.078 311.855 0.0205747 0.00184646 42716.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 575.194 308.675 0.0202458 0.00182507 43429.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 569.31 305.689 0.0202453 0.0018349 43453.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 563.755 302.488 0.0202683 0.00184834 43431.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 557.624 299.527 0.0202548 0.00183052 43420.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 551.966 296.532 0.0204261 0.00185834 43085.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 546.394 293.322 0.0202356 0.00183523 43477.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 540.646 290.411 0.0203895 0.00184106 43130.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 535.022 287.482 0.0202814 0.00184767 43398.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 529.621 284.605 0.0202575 0.0018383 43432.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 524.015 281.953 0.0202501 0.00182799 43426.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 518.706 278.854 0.0202409 0.00181694 43421.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 513.36 276.02 0.0203865 0.00184214 43139.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 508.003 273.462 0.0202237 0.00182212 43474.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 502.722 270.613 0.0202249 0.00182897 43487.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 497.571 268.028 0.0204 0.00185134 43129.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 492.559 265.179 0.0202469 0.0018372 43455.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 487.389 262.581 0.0202956 0.0018635 43402.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 482.131 260.446 0.020451 0.00187475 43065.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 477.456 257.411 0.0203145 0.00185655 43341.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 472.403 254.781 0.0202567 0.00182684 43407.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 467.251 252.281 0.0204869 0.00185203 42930.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 462.5 249.993 0.0202776 0.00182867 43362.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 458.027 247.697 0.0202306 0.00181858 43449.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 452.713 244.767 0.0202324 0.00182133 43452.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 448.31 242.301 0.020228 0.0018256 43472.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 443.443 240.608 0.020442 0.0018804 43099.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 438.645 237.718 0.0205006 0.00189163 42990.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 434.169 235.364 0.0204289 0.00183488 43024.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 429.82 234.34 0.020542 0.00185783 42817.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 425.321 231.137 0.0203255 0.00184621 43291.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 420.914 228.923 0.0202624 0.00182668 43394 0
: 493 Minimum Test error found - save the configuration
: 493 | 416.287 227.415 0.0202624 0.00184797 43444.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 412.155 225.132 0.0204791 0.00185469 42954.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 407.945 222.233 0.0202434 0.00182964 43445.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 403.399 219.874 0.0202737 0.0018713 43472.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 399.016 217.947 0.0204101 0.00185339 43111 0
: 498 Minimum Test error found - save the configuration
: 498 | 395 216.366 0.0203385 0.00188426 43350.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 390.994 213.941 0.0202403 0.00182901 43451.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 386.93 212.248 0.0202422 0.00183422 43459.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 382.496 209.805 0.0202333 0.0018195 43445.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 378.631 207.365 0.0202298 0.0018198 43454.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 374.662 205.779 0.0204738 0.00192712 43134.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 370.575 203.483 0.0202391 0.00181682 43425.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 366.602 201.555 0.0205377 0.00182551 42752.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 362.878 199.648 0.0202079 0.00181984 43506.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 359.168 197.738 0.0202152 0.00182312 43497 0
: 508 Minimum Test error found - save the configuration
: 508 | 355.254 195.703 0.0202282 0.00182936 43481.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 351.625 194.083 0.0202013 0.00182612 43537 0
: 510 Minimum Test error found - save the configuration
: 510 | 347.985 192.916 0.0202222 0.00183281 43503.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 344.156 190.251 0.0202333 0.00182904 43468.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 340.396 188.792 0.0202271 0.00182763 43479.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 336.691 187.009 0.0204972 0.00188681 42986.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 333.385 185.174 0.020227 0.00182599 43475.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 329.678 183.013 0.0202346 0.00182493 43455.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 326.53 181.838 0.0202143 0.00182004 43491.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 323.149 180.287 0.0202096 0.00182174 43506.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 319.386 177.891 0.0202593 0.00184908 43454.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 315.992 176.203 0.0204087 0.00185104 43108.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 312.348 174.779 0.0202296 0.00182019 43456.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 309.127 172.813 0.0202515 0.00183522 43439.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 306.053 171.136 0.0203948 0.00199373 43475.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 302.903 169.41 0.0202361 0.00183261 43470.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 299.23 169.091 0.020219 0.00182593 43494.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 296.491 166.263 0.020328 0.00183753 43265.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 292.909 164.837 0.0202322 0.00182957 43472.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 289.896 163.351 0.0202216 0.00182765 43492.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 286.797 161.968 0.0202372 0.00183269 43467.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 283.869 160.318 0.0202203 0.00181485 43465.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 280.323 158.619 0.0203949 0.00184499 43126.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 277.364 157.134 0.0202402 0.00183638 43469.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 274.672 155.706 0.0202339 0.00182251 43451.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 271.628 154.4 0.0203929 0.00183683 43112.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 268.752 154.098 0.0204889 0.00187367 42975.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 265.869 151.227 0.0202465 0.00182982 43438.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 262.761 150.053 0.0204495 0.00185027 43012.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 259.94 148.899 0.0202267 0.00183003 43486.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 257.377 147.447 0.020235 0.00183432 43476.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 254.37 145.441 0.0212884 0.00185521 41166.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 251.435 144.298 0.0207935 0.00182762 42181 0
: 541 Minimum Test error found - save the configuration
: 541 | 248.797 143.431 0.0205201 0.00185912 42870.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 246.164 141.568 0.0203706 0.0018427 43178 0
: 543 Minimum Test error found - save the configuration
: 543 | 243.496 140.858 0.0202169 0.00182622 43500.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 240.6 138.802 0.0202114 0.00182109 43501.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 238.373 137.505 0.0202176 0.0018269 43500.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 235.474 136.471 0.0202159 0.00182848 43508.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 233.063 135.344 0.0202058 0.00182049 43513.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 230.508 133.666 0.0203539 0.00183671 43203 0
: 549 Minimum Test error found - save the configuration
: 549 | 228.099 132.435 0.0205714 0.00184467 42719.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 225.062 131.846 0.0204244 0.00184236 43052.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 222.746 130.057 0.0202276 0.00182533 43473 0
: 552 Minimum Test error found - save the configuration
: 552 | 220.482 128.499 0.0202294 0.00182136 43459.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 217.882 127.739 0.0202139 0.00182773 43511 0
: 554 Minimum Test error found - save the configuration
: 554 | 215.465 126.396 0.0202316 0.00182825 43470.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 213.08 124.872 0.0202105 0.00182829 43520.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 210.651 124.065 0.0204634 0.0018575 42997.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 208.262 122.823 0.0202427 0.0018324 43454 0
: 558 Minimum Test error found - save the configuration
: 558 | 205.756 121.29 0.0202204 0.0018299 43500.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 203.453 120.296 0.0203099 0.0018399 43313.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 201.275 119.396 0.0202042 0.00182246 43521.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 198.974 118.357 0.0202399 0.00181763 43425.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 196.4 117.01 0.0202443 0.00183479 43455.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 194.247 115.92 0.0202141 0.00182129 43495.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 192.107 115.065 0.0203529 0.00196549 43507.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 190.081 114.066 0.020329 0.00183362 43254.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 187.737 112.452 0.0202183 0.00182277 43488.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 185.414 112.046 0.0202533 0.00184672 43462.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 183.43 110.232 0.0202464 0.00182249 43421.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 181.393 109.565 0.0202285 0.00183394 43491.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 179.189 108.517 0.0204467 0.0019267 43196.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 177.011 107.086 0.0202339 0.0018234 43453.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 175.111 106.673 0.0202534 0.0018481 43465.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 173.295 105.605 0.0202335 0.00183304 43477.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 171.036 104.38 0.0202629 0.001858 43466.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 169.095 103.398 0.0202637 0.00183312 43406.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 166.88 102.772 0.0205669 0.00189333 42841.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 165.181 101.095 0.0209604 0.00189524 41961.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 162.92 99.9458 0.0202964 0.00183953 43344.3 0
: 579 | 161.216 100.31 0.0204295 0.00179306 42926.6 1
: 580 Minimum Test error found - save the configuration
: 580 | 159.339 98.5772 0.0203267 0.0018759 43358.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 157.467 97.491 0.0202101 0.00182431 43511.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 155.563 96.3122 0.020481 0.00185257 42945 0
: 583 Minimum Test error found - save the configuration
: 583 | 154.002 95.4546 0.0202338 0.00182181 43450 0
: 584 Minimum Test error found - save the configuration
: 584 | 151.866 94.6256 0.020215 0.00181626 43481.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 149.855 93.6872 0.0204795 0.00190298 43065.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 148.211 92.8891 0.0205257 0.00201646 43221.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 146.411 91.7026 0.02025 0.00182919 43429.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 144.668 90.7967 0.0203643 0.00183992 43186.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 142.942 89.742 0.0202717 0.00183831 43399.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 141.09 89.0027 0.0202379 0.00182897 43457.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 139.653 88.8626 0.0202178 0.00182756 43501.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 137.76 86.9048 0.0202129 0.00182906 43516.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 135.843 86.4095 0.0207259 0.00186107 42407 0
: 594 Minimum Test error found - save the configuration
: 594 | 134.171 85.3091 0.0202296 0.00182883 43476.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 132.557 84.3634 0.020227 0.00182432 43472 0
: 596 Minimum Test error found - save the configuration
: 596 | 131.073 83.6092 0.0202154 0.00182455 43499.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 129.441 83.0213 0.0203625 0.00184159 43194.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 127.903 81.8919 0.0202141 0.00182111 43494.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 126.227 81.4903 0.0202085 0.00181684 43498.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 124.638 80.2991 0.0202193 0.00182255 43486 0
: 601 Minimum Test error found - save the configuration
: 601 | 123.13 79.7795 0.0202061 0.00181933 43509.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 121.901 78.9892 0.0203829 0.00185283 43173.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 120.199 77.6867 0.0202218 0.00182153 43477.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 118.955 76.9731 0.0202288 0.00182819 43476.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 117.413 76.4453 0.020215 0.00182831 43509.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 116.069 75.7225 0.0203608 0.00185447 43228.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 114.37 74.5038 0.0202321 0.00182877 43470.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 112.782 73.9549 0.020217 0.00182826 43504.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 111.704 72.9956 0.0202237 0.0018344 43503.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 110.635 72.3479 0.0202195 0.00182401 43489 0
: 611 Minimum Test error found - save the configuration
: 611 | 108.787 72.0301 0.0203891 0.00184738 43146 0
: 612 Minimum Test error found - save the configuration
: 612 | 107.567 70.9106 0.02022 0.00181956 43477.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 106.202 70.2135 0.0203752 0.00184452 43171.6 0
: 614 | 104.863 70.3186 0.020177 0.00176026 43438.8 1
: 615 Minimum Test error found - save the configuration
: 615 | 103.619 68.7317 0.0202304 0.00182128 43456.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 102.394 68.3957 0.0203373 0.00183515 43238.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 100.845 67.3465 0.0202725 0.00184576 43415.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 99.4379 66.5672 0.0202394 0.00183085 43458.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 98.2916 66.1946 0.0202417 0.00184376 43483 0
: 620 Minimum Test error found - save the configuration
: 620 | 97.0626 65.7672 0.0202531 0.00184345 43455.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 95.8832 65.7624 0.0205015 0.00186062 42916.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 94.8386 64.0865 0.0203812 0.00183695 43139.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 93.3407 63.5647 0.0202592 0.00183706 43426.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 91.9073 62.7835 0.0202402 0.00182388 43439.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 90.9132 62.2555 0.020226 0.00182259 43470.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 89.8828 61.4137 0.0206421 0.00183637 42540.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 88.5779 61.1379 0.0202139 0.00182026 43493.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 87.5735 60.1295 0.0202202 0.00182122 43480.7 0
: 629 | 86.5473 60.7881 0.0201774 0.00177201 43465.6 1
: 630 Minimum Test error found - save the configuration
: 630 | 85.7529 59.194 0.0202713 0.00183868 43401.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 84.2378 58.5898 0.0205047 0.00186353 42915.8 0
: 632 | 83.1443 58.8194 0.0202306 0.00177542 43348.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 82.2445 57.3273 0.0202148 0.00182924 43512.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 80.9317 56.9866 0.0202242 0.00182812 43487.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 79.9683 56.1301 0.0202511 0.0018355 43441.5 0
: 636 | 78.9016 56.6445 0.0202564 0.00187115 43513.2 1
: 637 Minimum Test error found - save the configuration
: 637 | 78.0491 55.0179 0.0205454 0.00209246 43353.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 76.8396 54.727 0.0203432 0.00183293 43219.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 75.7876 53.8693 0.0202461 0.00181661 43408.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 74.8001 53.6608 0.0202547 0.00182491 43408 0
: 641 Minimum Test error found - save the configuration
: 641 | 73.6893 52.9261 0.0202118 0.00182355 43506.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 72.9029 52.2977 0.0202236 0.00181862 43466.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 71.995 51.586 0.0202199 0.0018281 43497.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 70.9463 51.5742 0.0202299 0.00183107 43481 0
: 645 Minimum Test error found - save the configuration
: 645 | 70.1239 50.7818 0.0204652 0.00185678 42991.2 0
: 646 | 69.3452 51.0449 0.0201683 0.00177418 43492.1 1
: 647 Minimum Test error found - save the configuration
: 647 | 68.1974 49.6668 0.0202102 0.00182096 43503.6 0
: 648 | 67.5342 49.9636 0.0201722 0.00177215 43478.1 1
: 649 Minimum Test error found - save the configuration
: 649 | 66.7891 49.0319 0.0202137 0.0018261 43507.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.7654 48.4682 0.0202162 0.00182134 43490.4 0
: 651 | 64.8117 48.5915 0.0202776 0.00176359 43210.6 1
: 652 Minimum Test error found - save the configuration
: 652 | 64.1919 47.3296 0.0202313 0.00182596 43465.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 63.1604 47.2396 0.0203191 0.00183079 43270.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 62.3217 46.4495 0.020214 0.00182146 43496 0
: 655 Minimum Test error found - save the configuration
: 655 | 61.4015 46.0333 0.020215 0.00181361 43474.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 60.564 45.569 0.0202179 0.00181973 43482.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 59.7998 45.1787 0.020193 0.001818 43537.4 0
: 658 | 59.2167 45.9206 0.0202614 0.00176879 43260.4 1
: 659 Minimum Test error found - save the configuration
: 659 | 58.3845 44.638 0.0202496 0.00185359 43487.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 57.3826 43.8489 0.0202102 0.00182678 43517.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 56.9372 43.5106 0.0203852 0.00185692 43177.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 55.8282 42.9973 0.0202184 0.00182886 43502.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 55.0325 42.6598 0.0202078 0.00181849 43503.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 54.5748 42.504 0.0202081 0.00182625 43521.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 53.9263 41.9688 0.0202119 0.00182607 43511.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 53.1454 41.5365 0.0203522 0.00184396 43223.9 0
: 667 | 52.2521 42.7931 0.0201601 0.00175955 43476.9 1
: 668 Minimum Test error found - save the configuration
: 668 | 51.9131 40.9476 0.0202814 0.0018287 43354.2 0
: 669 | 51.016 40.9652 0.0201523 0.00176489 43507.9 1
: 670 Minimum Test error found - save the configuration
: 670 | 50.5197 40.1476 0.0203343 0.00183453 43243.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 49.7228 39.5694 0.0202223 0.00181528 43461.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 48.8492 38.9997 0.0202262 0.00182072 43465.4 0
: 673 | 48.3516 39.6289 0.0203081 0.00176894 43151.8 1
: 674 Minimum Test error found - save the configuration
: 674 | 47.7871 38.369 0.020234 0.00183007 43469 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.8867 37.9625 0.0202123 0.00182055 43497.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 46.2692 37.9455 0.0202049 0.00182738 43531.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 45.8388 37.2365 0.0201982 0.00182669 43545.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 44.9741 37.1658 0.0202071 0.00182777 43527 0
: 679 Minimum Test error found - save the configuration
: 679 | 44.5346 36.7416 0.0203267 0.00183337 43258.9 0
: 680 | 44.269 36.8794 0.0202566 0.00177558 43287.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 43.3334 36.0375 0.0202515 0.00185304 43481.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 42.7243 36.0346 0.0205214 0.00182637 42792.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 42.122 35.4951 0.0202187 0.00182044 43482.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 41.5118 35.3078 0.0201984 0.00181845 43525.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 41.0465 35.1086 0.0203534 0.00183061 43190.1 0
: 686 | 40.8303 36.0772 0.0201794 0.00176596 43446.5 1
: 687 | 40.5552 35.4167 0.0201932 0.00176539 43412.7 2
: 688 Minimum Test error found - save the configuration
: 688 | 39.8897 34.1862 0.0203304 0.001831 43244.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 39.0568 33.5645 0.0202112 0.00181999 43499.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.4902 33.4042 0.0202532 0.00182807 43419 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.9394 33.165 0.02022 0.00182957 43500.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 37.3977 32.953 0.0202093 0.00182757 43521.4 0
: 693 | 36.9496 32.9726 0.0202628 0.0017725 43266 1
: 694 Minimum Test error found - save the configuration
: 694 | 37.048 32.2668 0.0203269 0.0018418 43278.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 36.2625 32.2164 0.0202165 0.00182695 43503.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 35.6422 31.759 0.020215 0.00181862 43486.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 35.0327 31.6134 0.0202126 0.00181168 43476 0
: 698 Minimum Test error found - save the configuration
: 698 | 34.6168 31.1222 0.0202381 0.00184253 43488.7 0
: 699 | 34.0733 31.1241 0.0201676 0.00176734 43477.6 1
: 700 Minimum Test error found - save the configuration
: 700 | 33.8438 30.6232 0.0202154 0.00182104 43491.5 0
: 701 | 33.4373 30.9274 0.0201659 0.00176489 43476 1
: 702 Minimum Test error found - save the configuration
: 702 | 32.9662 30.0889 0.0204545 0.00185056 43001.7 0
: 703 | 32.6867 31.1096 0.0201663 0.00176457 43474.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 32.0755 29.7613 0.0202368 0.00183802 43481.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.7737 29.5951 0.0202235 0.00182109 43472.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 31.2721 29.393 0.0202356 0.00182679 43457.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.9135 29.0226 0.020208 0.00182788 43525.3 0
: 708 | 30.5825 29.1367 0.020166 0.00177646 43502.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 30.4419 28.2781 0.0203473 0.00185042 43250.6 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.7424 28.1856 0.0203207 0.0018383 43284.3 0
: 711 | 29.3434 28.1937 0.0201598 0.0017742 43512.4 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.8651 27.9954 0.0202189 0.0018194 43479.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.5698 27.9296 0.0202189 0.00182299 43488 0
: 714 | 28.0926 27.9812 0.0204623 0.0017675 42792.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 27.6388 27.2104 0.0203832 0.00186246 43194.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 27.295 26.9748 0.0204647 0.00184332 42961.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.9469 26.7975 0.0202297 0.00182592 43469.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.5773 26.5885 0.0202223 0.00181949 43471.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.3678 26.4357 0.0202021 0.00182134 43523.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.9844 26.2225 0.0202122 0.00182598 43511 0
: 721 | 25.7787 26.8273 0.0201595 0.00177385 43512.2 1
: 722 Minimum Test error found - save the configuration
: 722 | 25.4092 25.6037 0.0204774 0.00185809 42966.1 0
: 723 Minimum Test error found - save the configuration
: 723 | 25.041 25.4519 0.0202386 0.00182119 43437.1 0
: 724 | 24.8611 26.5501 0.0201651 0.00177482 43501.3 1
: 725 Minimum Test error found - save the configuration
: 725 | 24.7846 25.1021 0.0202118 0.00182674 43513.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 24.0509 24.9086 0.020522 0.00182135 42779.3 0
: 727 | 24.0282 26.9152 0.0201616 0.00176628 43489.3 1
: 728 Minimum Test error found - save the configuration
: 728 | 23.612 24.4839 0.0202246 0.00182032 43468.1 0
: 729 | 23.2667 24.5442 0.0203033 0.00176892 43163.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 22.9219 24.186 0.0202198 0.00181728 43472.3 0
: 731 | 22.8179 24.7526 0.0202607 0.00176743 43259 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.5379 23.7017 0.0202193 0.00182362 43488.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 22.0736 23.5061 0.0202211 0.00182621 43490.4 0
: 734 | 21.8635 23.5725 0.0201854 0.0018009 43515 1
: 735 Minimum Test error found - save the configuration
: 735 | 22.0004 23.1809 0.020238 0.00182678 43451.7 0
: 736 | 21.5156 23.4866 0.0201724 0.00177667 43488.4 1
: 737 Minimum Test error found - save the configuration
: 737 | 21.2355 22.8192 0.0204035 0.00185929 43140.1 0
: 738 | 21.0846 22.9892 0.0201789 0.00176044 43434.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.7037 22.8056 0.0203434 0.00183122 43214.7 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.4856 22.5251 0.0202391 0.00182128 43436.1 0
: 741 Minimum Test error found - save the configuration
: 741 | 20.1419 22.5004 0.0202547 0.00182155 43400.2 0
: 742 | 20.1161 22.6991 0.0201713 0.00176078 43453.4 1
: 743 | 20.5794 22.852 0.0201899 0.00176764 43425.8 2
: 744 Minimum Test error found - save the configuration
: 744 | 19.7606 22.3021 0.0204094 0.00184451 43092.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 19.4682 21.765 0.0202597 0.00182422 43394.5 0
: 746 | 19.1858 21.8976 0.0201673 0.00177332 43492.4 1
: 747 | 18.7784 22.1317 0.0201599 0.0017744 43512.7 2
: 748 | 18.8988 21.9127 0.020254 0.00186537 43505.2 3
: 749 Minimum Test error found - save the configuration
: 749 | 18.6523 21.2467 0.0202416 0.00182925 43449 0
: 750 Minimum Test error found - save the configuration
: 750 | 18.1921 20.6802 0.0202222 0.00182205 43478 0
: 751 Minimum Test error found - save the configuration
: 751 | 17.8951 20.6374 0.0203452 0.0019344 43452.7 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.8188 20.5826 0.0202305 0.00182037 43454.4 0
: 753 | 17.7811 20.7083 0.0201626 0.0017603 43472.9 1
: 754 Minimum Test error found - save the configuration
: 754 | 17.4686 20.454 0.0202092 0.00181621 43494.8 0
: 755 Minimum Test error found - save the configuration
: 755 | 17.1047 20.0808 0.0202118 0.00181924 43495.8 0
: 756 | 16.8463 20.1696 0.0203278 0.00177054 43109.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 16.8206 19.78 0.02022 0.00182563 43491.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.5034 19.7263 0.0203432 0.0018336 43220.8 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.4096 19.5309 0.0202485 0.00182312 43418.4 0
: 760 | 16.163 19.8036 0.0201707 0.00176661 43468.5 1
: 761 | 16.13 20.0645 0.0202714 0.00176919 43238.2 2
: 762 | 16.0655 19.5499 0.0201705 0.0017747 43488.2 3
: 763 Minimum Test error found - save the configuration
: 763 | 15.9197 19.2283 0.0202118 0.00183302 43528.4 0
: 764 | 15.6749 19.2411 0.0201655 0.00177757 43506.8 1
: 765 Minimum Test error found - save the configuration
: 765 | 15.3806 19.0143 0.0202488 0.00184141 43460.8 0
: 766 | 15.4335 19.2821 0.020368 0.00189523 43307 1
: 767 | 15.8662 19.4044 0.0202899 0.00177193 43201.4 2
: 768 Minimum Test error found - save the configuration
: 768 | 15.2367 18.3174 0.0202364 0.00182905 43461 0
: 769 | 14.8505 18.3349 0.0201561 0.00176045 43488.4 1
: 770 | 14.7912 19.1707 0.0201631 0.00176544 43483.8 2
: 771 | 14.5576 18.4757 0.0204608 0.00176759 42796.3 3
: 772 | 14.3766 18.5894 0.0202693 0.00176103 43223.8 4
: 773 Minimum Test error found - save the configuration
: 773 | 14.1755 17.6112 0.0202372 0.00182933 43459.7 0
: 774 | 14.0564 17.845 0.0201685 0.0017666 43473.8 1
: 775 Minimum Test error found - save the configuration
: 775 | 14.0685 17.5616 0.0214746 0.00185437 40774.2 0
: 776 Minimum Test error found - save the configuration
: 776 | 13.7259 17.3164 0.0202304 0.00183002 43477.4 0
: 777 | 13.6761 17.848 0.0201793 0.00177622 43470.9 1
: 778 Minimum Test error found - save the configuration
: 778 | 14.0146 17.0027 0.0204093 0.00186507 43140.2 0
: 779 | 13.2788 17.4406 0.0201896 0.00176114 43411.2 1
: 780 Minimum Test error found - save the configuration
: 780 | 13.2377 16.6073 0.020216 0.00182009 43487.8 0
: 781 | 13.1523 16.6932 0.0202773 0.00176921 43224.2 1
: 782 | 12.9491 16.809 0.0201927 0.00177299 43431.6 2
: 783 Minimum Test error found - save the configuration
: 783 | 12.6646 16.2724 0.0202277 0.00183156 43487.4 0
: 784 | 12.8545 16.9818 0.0201901 0.00177094 43433 1
: 785 | 12.5144 16.3552 0.020224 0.00176995 43350.9 2
: 786 Minimum Test error found - save the configuration
: 786 | 12.5485 16.0361 0.0204723 0.00193638 43159.5 0
: 787 Minimum Test error found - save the configuration
: 787 | 12.2959 16.0254 0.020274 0.00183333 43382.4 0
: 788 Minimum Test error found - save the configuration
: 788 | 12.0767 15.72 0.0202273 0.0018279 43479.8 0
: 789 | 12.4077 16.1613 0.0201636 0.00177444 43504 1
: 790 Minimum Test error found - save the configuration
: 790 | 12.0803 15.6619 0.020224 0.00182902 43490.1 0
: 791 | 11.5496 16.0331 0.0201926 0.00176791 43420 1
: 792 Minimum Test error found - save the configuration
: 792 | 11.6103 15.227 0.0202201 0.0018276 43495.9 0
: 793 | 11.4058 15.765 0.0203064 0.0017703 43159 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.3088 14.9722 0.0202323 0.00182629 43464 0
: 795 | 11.299 15.621 0.02017 0.00176011 43454.9 1
: 796 | 11.2968 15.1634 0.0202714 0.00176892 43237.3 2
: 797 Minimum Test error found - save the configuration
: 797 | 10.978 14.7758 0.0202401 0.00183557 43467.5 0
: 798 | 10.9751 15.0362 0.020278 0.0017658 43214.6 1
: 799 | 10.8994 15.3289 0.0202023 0.00179369 43457.9 2
: 800 Minimum Test error found - save the configuration
: 800 | 10.7489 14.3239 0.0202957 0.00182569 43313.4 0
: 801 | 10.6701 14.6999 0.020272 0.00187677 43489.5 1
: 802 | 10.5441 14.6333 0.0203097 0.00176955 43149.5 2
: 803 Minimum Test error found - save the configuration
: 803 | 10.2088 14.306 0.020483 0.00192662 43111.9 0
: 804 Minimum Test error found - save the configuration
: 804 | 10.1668 13.9861 0.0205203 0.00185019 42849.2 0
: 805 | 10.0918 14.6394 0.0202022 0.00177381 43411.2 1
: 806 | 10.1672 14.438 0.0201763 0.00177295 43470.4 2
: 807 | 10.1112 14.087 0.0203422 0.00176867 43072 3
: 808 Minimum Test error found - save the configuration
: 808 | 9.72499 13.5324 0.0202356 0.00182339 43449.5 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.65883 13.4765 0.0202258 0.00182134 43467.8 0
: 810 | 9.60602 14.032 0.0201823 0.00176605 43439.9 1
: 811 | 9.55705 13.5078 0.0201656 0.00176775 43483.2 2
: 812 | 9.45113 13.6678 0.0203124 0.00176365 43129.6 3
: 813 Minimum Test error found - save the configuration
: 813 | 9.18596 13.2046 0.020248 0.00182761 43430.2 0
: 814 Minimum Test error found - save the configuration
: 814 | 9.13355 13.1884 0.0202294 0.00183417 43489.6 0
: 815 | 9.20888 13.2466 0.0205986 0.00177881 42508.3 1
: 816 | 9.14345 13.3318 0.0201765 0.00177652 43478.4 2
: 817 Minimum Test error found - save the configuration
: 817 | 9.19633 12.7954 0.0202401 0.00183735 43471.8 0
: 818 | 9.00132 12.9635 0.020166 0.00177658 43503.3 1
: 819 | 8.88988 12.904 0.0201511 0.00176606 43513.7 2
: 820 | 8.66733 12.8878 0.0201719 0.00177288 43480.5 3
: 821 Minimum Test error found - save the configuration
: 821 | 8.63804 12.4494 0.0203898 0.00184493 43138.7 0
: 822 | 8.62356 12.553 0.0202228 0.00176793 43349 1
: 823 Minimum Test error found - save the configuration
: 823 | 8.49069 12.2544 0.02023 0.00181392 43440.3 0
: 824 Minimum Test error found - save the configuration
: 824 | 8.30686 12.2227 0.0202282 0.00181873 43456 0
: 825 | 8.41662 12.8814 0.0201691 0.00176674 43472.7 1
: 826 | 8.3134 12.2294 0.0201617 0.00176834 43493.9 2
: 827 | 8.37894 12.3006 0.0202879 0.00176178 43182.3 3
: 828 | 8.43436 12.4226 0.0201848 0.00176717 43436.7 4
: 829 Minimum Test error found - save the configuration
: 829 | 8.42958 11.8224 0.0203305 0.00184004 43265.5 0
: 830 | 8.02939 12.8668 0.0201833 0.00176875 43443.8 1
: 831 | 7.9642 12.0482 0.0201761 0.00176933 43462.2 2
: 832 Minimum Test error found - save the configuration
: 832 | 7.81163 11.4481 0.0202374 0.00183085 43462.9 0
: 833 | 7.93385 11.6681 0.0201691 0.00177585 43494.2 1
: 834 | 7.77978 11.605 0.0201686 0.00177537 43494.3 2
: 835 | 7.75973 12.117 0.0203301 0.0018106 43197.8 3
: 836 Minimum Test error found - save the configuration
: 836 | 7.7343 11.4277 0.0203749 0.00184658 43177.2 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.4682 11.2241 0.0202232 0.00182598 43484.9 0
: 838 | 7.39273 11.7122 0.0201634 0.00176786 43488.8 1
: 839 Minimum Test error found - save the configuration
: 839 | 7.46684 11.0889 0.0202234 0.00181306 43453.9 0
: 840 | 7.28542 11.3147 0.0201634 0.00176672 43486.1 1
: 841 | 7.49362 12.148 0.020248 0.00176801 43290 2
: 842 | 7.54354 11.1784 0.0202666 0.00177444 43261.6 3
: 843 | 7.42022 11.0949 0.0201697 0.00176676 43471.3 4
: 844 | 7.15165 11.2156 0.0201633 0.00176047 43471.6 5
: 845 Minimum Test error found - save the configuration
: 845 | 7.0538 10.7259 0.0202317 0.00182769 43468.8 0
: 846 | 7.17542 10.7931 0.0201579 0.00176871 43503.8 1
: 847 | 7.2107 11.6808 0.0201656 0.00176645 43480.4 2
: 848 | 7.23369 11.0134 0.0201663 0.00177408 43496.6 3
: 849 Minimum Test error found - save the configuration
: 849 | 7.45517 10.4419 0.0203604 0.00195214 43458.8 0
: 850 | 7.04315 10.8278 0.0203683 0.00178074 43039.5 1
: 851 Minimum Test error found - save the configuration
: 851 | 6.80838 10.3371 0.0202486 0.00183396 43443.6 0
: 852 | 6.70752 10.6462 0.0201875 0.00176865 43433.7 1
: 853 Minimum Test error found - save the configuration
: 853 | 6.83054 10.2907 0.0202319 0.00182817 43469.5 0
: 854 | 6.62341 10.3508 0.0201618 0.00177409 43507.3 1
: 855 Minimum Test error found - save the configuration
: 855 | 6.64801 10.1862 0.020236 0.00182523 43452.9 0
: 856 | 6.71768 10.2708 0.0201694 0.00176149 43459.6 1
: 857 Minimum Test error found - save the configuration
: 857 | 6.5772 9.91259 0.0202298 0.00182135 43458.3 0
: 858 Minimum Test error found - save the configuration
: 858 | 6.52231 9.89247 0.0215315 0.00185543 40658.5 0
: 859 Minimum Test error found - save the configuration
: 859 | 6.42855 9.78716 0.0205413 0.00183462 42765.4 0
: 860 Minimum Test error found - save the configuration
: 860 | 6.34636 9.6212 0.0202479 0.0018497 43482.6 0
: 861 | 6.39424 10.2331 0.0201746 0.00177499 43479.2 1
: 862 Minimum Test error found - save the configuration
: 862 | 6.37888 9.42625 0.0202168 0.00182931 43507.8 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.16704 9.37397 0.0202579 0.00183006 43412.5 0
: 864 | 6.3478 9.64676 0.0201736 0.00177505 43481.6 1
: 865 | 6.07133 9.64132 0.020394 0.00184408 43126.8 2
: 866 | 6.28215 9.39962 0.0202 0.00176293 43390.7 3
: 867 | 6.12052 9.80089 0.0201766 0.00176672 43455 4
: 868 Minimum Test error found - save the configuration
: 868 | 5.98201 9.11157 0.0202197 0.00183131 43505.7 0
: 869 Minimum Test error found - save the configuration
: 869 | 6.18643 9.01395 0.0202277 0.00182013 43460.3 0
: 870 | 6.05851 9.35407 0.0201639 0.00176816 43488.2 1
: 871 | 6.08581 9.44228 0.0202742 0.00177255 43239.5 2
: 872 | 6.1465 9.03044 0.0201786 0.00176825 43453.8 3
: 873 | 5.95575 9.19231 0.0202554 0.00176829 43273.4 4
: 874 Minimum Test error found - save the configuration
: 874 | 5.79888 8.79876 0.0202398 0.00183042 43456.2 0
: 875 Minimum Test error found - save the configuration
: 875 | 5.82683 8.72913 0.0202236 0.00182229 43475.2 0
: 876 | 5.68498 8.91901 0.0202393 0.00177698 43331.5 1
: 877 Minimum Test error found - save the configuration
: 877 | 5.59184 8.48883 0.0202417 0.00183439 43460.9 0
: 878 | 5.80679 8.78192 0.0201834 0.00179127 43497 1
: 879 | 5.81565 8.89343 0.0201792 0.00176932 43454.9 2
: 880 | 5.92205 8.61705 0.0203415 0.0017784 43096.3 3
: 881 | 5.54848 8.57751 0.0201786 0.00177008 43458.2 4
: 882 | 5.83194 9.6857 0.0202695 0.00176943 43243 5
: 883 Minimum Test error found - save the configuration
: 883 | 5.48162 8.28335 0.0202866 0.00183604 43359.1 0
: 884 | 5.48188 8.38658 0.0201823 0.00176838 43445.4 1
: 885 | 5.44938 8.55007 0.0202185 0.00176819 43359.8 2
: 886 Minimum Test error found - save the configuration
: 886 | 5.36436 8.1659 0.0202187 0.00182691 43497.6 0
: 887 | 5.31344 8.41462 0.0201667 0.00176114 43465.1 1
: 888 | 5.21196 8.39952 0.0201652 0.00176538 43478.7 2
: 889 Minimum Test error found - save the configuration
: 889 | 5.19484 7.98808 0.0202204 0.00182241 43482.9 0
: 890 Minimum Test error found - save the configuration
: 890 | 5.09739 7.8294 0.0204732 0.00185574 42970.5 0
: 891 | 5.22989 8.19878 0.020193 0.0017757 43437.4 1
: 892 | 5.52213 7.93054 0.0202031 0.00177634 43415.1 2
: 893 | 5.46663 8.93048 0.0201706 0.00177493 43488.6 3
: 894 | 5.36058 8.05762 0.0201764 0.00177694 43479.7 4
: 895 | 5.24878 8.01042 0.0202736 0.00186167 43450.1 5
: 896 Minimum Test error found - save the configuration
: 896 | 5.13955 7.71109 0.0203054 0.00185232 43353.3 0
: 897 | 5.26816 7.78849 0.0203116 0.00177084 43148.2 1
: 898 | 5.19326 7.92903 0.0201853 0.00176277 43425 2
: 899 Minimum Test error found - save the configuration
: 899 | 5.27939 7.5527 0.0202421 0.0018229 43433 0
: 900 Minimum Test error found - save the configuration
: 900 | 4.87322 7.32042 0.0202419 0.00182206 43431.4 0
: 901 | 5.07864 7.33798 0.020293 0.0017692 43187.6 1
: 902 Minimum Test error found - save the configuration
: 902 | 4.9177 7.31895 0.0202342 0.00181886 43442 0
: 903 | 5.11181 7.72191 0.0205558 0.00177162 42589 1
: 904 | 5.11104 7.64777 0.0201797 0.00176862 43452.1 2
: 905 | 4.9296 8.31926 0.0201789 0.001767 43450.2 3
: 906 Minimum Test error found - save the configuration
: 906 | 5.05969 7.20054 0.0202429 0.0018331 43455 0
: 907 Minimum Test error found - save the configuration
: 907 | 4.70564 7.19178 0.0202471 0.00183742 43455.3 0
: 908 Minimum Test error found - save the configuration
: 908 | 4.69093 7.01431 0.0202343 0.00183115 43470.8 0
: 909 | 4.64644 7.48509 0.0202836 0.00177191 43215.9 1
: 910 | 4.9434 7.40328 0.0203019 0.00177918 43190.3 2
: 911 Minimum Test error found - save the configuration
: 911 | 4.93851 6.86099 0.0202433 0.00183456 43457.5 0
: 912 | 4.95336 7.88122 0.020172 0.00176974 43472.9 1
: 913 | 4.81189 7.0843 0.0201805 0.00176295 43436.9 2
: 914 Minimum Test error found - save the configuration
: 914 | 4.661 6.81501 0.0202352 0.00182654 43457.9 0
: 915 | 4.60252 7.65915 0.0202534 0.00176818 43277.8 1
: 916 Minimum Test error found - save the configuration
: 916 | 4.59627 6.6307 0.0202605 0.0018573 43470.8 0
: 917 | 4.4872 6.96173 0.0201916 0.00176312 43411 1
: 918 | 4.46851 6.75579 0.0204026 0.00177604 42949.5 2
: 919 | 4.43964 6.709 0.0202924 0.00177264 43197 3
: 920 | 4.71006 6.6989 0.0201844 0.00177016 43444.6 4
: 921 | 4.66617 6.71967 0.0201691 0.00177135 43483.6 5
: 922 Minimum Test error found - save the configuration
: 922 | 4.75417 6.28273 0.0202584 0.00184412 43444.5 0
: 923 | 4.58119 6.50032 0.020172 0.00177682 43489.8 1
: 924 | 4.49393 6.68384 0.020192 0.00177689 43442.7 2
: 925 | 4.55793 7.09992 0.0202996 0.00177197 43178.8 3
: 926 | 4.56956 6.94213 0.0202062 0.00178099 43418.8 4
: 927 | 4.36501 6.32406 0.0202726 0.00177286 43243.9 5
: 928 | 4.26603 7.25264 0.0201855 0.0017697 43441 6
: 929 | 4.62535 6.58445 0.0201847 0.00176234 43425.5 7
: 930 | 4.37834 6.61053 0.0201811 0.00176973 43451.4 8
: 931 Minimum Test error found - save the configuration
: 931 | 4.34836 6.08872 0.020254 0.00184138 43448.4 0
: 932 | 4.22078 6.5832 0.0201824 0.00176896 43446.6 1
: 933 | 4.13963 6.48637 0.0202237 0.00176325 43335.9 2
: 934 | 4.30445 6.64697 0.0203491 0.001774 43068.3 3
: 935 | 4.63629 6.93537 0.0201898 0.00177003 43431.6 4
: 936 Minimum Test error found - save the configuration
: 936 | 4.49451 6.0609 0.0203704 0.00186018 43219.3 0
: 937 Minimum Test error found - save the configuration
: 937 | 4.27679 5.95409 0.0202571 0.00183458 43425.1 0
: 938 Minimum Test error found - save the configuration
: 938 | 4.02298 5.8424 0.0202424 0.00183154 43452.5 0
: 939 | 4.01923 5.85925 0.0201786 0.0017746 43468.9 1
: 940 Minimum Test error found - save the configuration
: 940 | 4.05025 5.70593 0.0203719 0.00184892 43189.7 0
: 941 | 3.95736 5.91051 0.0218992 0.00176992 39743.2 1
: 942 Minimum Test error found - save the configuration
: 942 | 4.04928 5.60948 0.020255 0.00182974 43418.6 0
: 943 | 3.89828 6.0787 0.0202063 0.00176739 43386.6 1
: 944 | 3.98892 5.72749 0.0201955 0.00177119 43421 2
: 945 | 3.92798 6.04776 0.0202052 0.00177952 43417.7 3
: 946 Minimum Test error found - save the configuration
: 946 | 3.97089 5.58054 0.0204981 0.00186196 42927.4 0
: 947 | 3.91804 5.66228 0.0202046 0.00177767 43414.7 1
: 948 | 4.03382 6.14997 0.0204733 0.00177229 42778.4 2
: 949 | 4.4084 5.58693 0.0202071 0.00177688 43406.9 3
: 950 | 3.88954 5.76405 0.0202225 0.00177672 43370.3 4
: 951 Minimum Test error found - save the configuration
: 951 | 3.80455 5.46555 0.0204228 0.00186047 43098.1 0
: 952 | 3.88022 5.69463 0.0202136 0.00177225 43380.9 1
: 953 Minimum Test error found - save the configuration
: 953 | 3.73577 5.36233 0.020238 0.00182647 43451 0
: 954 Minimum Test error found - save the configuration
: 954 | 3.68383 5.18499 0.0202423 0.00182326 43433.2 0
: 955 | 3.6062 5.21929 0.0203009 0.00176787 43166.3 1
: 956 | 3.70459 6.15085 0.0203121 0.00177056 43146.3 2
: 957 | 4.10419 5.36257 0.0201996 0.00177062 43410 3
: 958 | 4.14178 5.43459 0.0201985 0.00177093 43413.2 4
: 959 | 4.5084 6.30885 0.0202433 0.00176951 43304.7 5
: 960 | 3.89368 5.20901 0.020198 0.00177589 43426.2 6
: 961 Minimum Test error found - save the configuration
: 961 | 3.81372 5.1304 0.0202513 0.00184503 43463.4 0
: 962 Minimum Test error found - save the configuration
: 962 | 3.72274 5.09053 0.0202506 0.00184034 43454.1 0
: 963 Minimum Test error found - save the configuration
: 963 | 3.70964 4.9157 0.0202374 0.00182565 43450.6 0
: 964 | 3.78997 5.94703 0.0202152 0.00178049 43396.5 1
: 965 | 3.9193 4.99867 0.0203349 0.0017731 43099.2 2
: 966 Minimum Test error found - save the configuration
: 966 | 3.81911 4.87372 0.0203765 0.00183154 43138.5 0
: 967 | 3.70527 5.11904 0.0201902 0.00176961 43429.7 1
: 968 | 3.84989 4.99881 0.0201912 0.00177045 43429.2 2
: 969 | 3.73874 4.99407 0.0201822 0.0017702 43449.9 3
: 970 Minimum Test error found - save the configuration
: 970 | 3.58545 4.77622 0.0202397 0.00182888 43452.6 0
: 971 | 3.57834 5.06132 0.0201828 0.00176269 43430.8 1
: 972 Minimum Test error found - save the configuration
: 972 | 3.5564 4.75501 0.0204992 0.00193786 43100.4 0
: 973 Minimum Test error found - save the configuration
: 973 | 3.47217 4.70312 0.0202906 0.00184094 43361.2 0
: 974 | 3.53378 4.7176 0.0203735 0.00178095 43028 1
: 975 | 3.71497 5.01982 0.0201916 0.00177793 43445.9 2
: 976 | 3.95351 4.97536 0.0203515 0.00177863 43073.6 3
: 977 | 3.75362 4.87994 0.020206 0.00177294 43400.4 4
: 978 Minimum Test error found - save the configuration
: 978 | 3.51842 4.63714 0.0202586 0.00184303 43441.5 0
: 979 Minimum Test error found - save the configuration
: 979 | 3.29952 4.43532 0.0204805 0.00188496 43021.2 0
: 980 | 3.42066 4.8076 0.0202289 0.00176642 43331.2 1
: 981 | 3.49641 5.02802 0.0202084 0.00176915 43385.6 2
: 982 | 3.57626 4.88954 0.0203574 0.00177249 43045.7 3
: 983 | 3.46357 4.6681 0.0202114 0.00176401 43366.5 4
: 984 Minimum Test error found - save the configuration
: 984 | 3.61124 4.40268 0.0203023 0.00184842 43351.3 0
: 985 | 3.68254 5.05318 0.0203419 0.00177356 43084.1 1
: 986 | 3.46117 5.10264 0.020207 0.00178034 43415.4 2
: 987 | 3.37435 4.55243 0.0202974 0.00178062 43204.1 3
: 988 | 3.43657 4.47552 0.020197 0.00177904 43435.9 4
: 989 | 3.34771 4.41343 0.0201919 0.00177089 43428.7 5
: 990 Minimum Test error found - save the configuration
: 990 | 3.3986 4.3711 0.0202801 0.00184217 43388.8 0
: 991 | 3.37261 4.73318 0.0203137 0.00177249 43147.1 1
: 992 | 3.44462 4.53967 0.0204918 0.00177234 42736.2 2
: 993 | 3.55018 4.41278 0.0202281 0.00177207 43346.3 3
: 994 | 3.35822 4.40638 0.0202051 0.00177172 43399.5 4
: 995 Minimum Test error found - save the configuration
: 995 | 3.28818 4.35553 0.0202643 0.00183074 43399 0
: 996 | 3.37049 4.48821 0.0202003 0.00176401 43392.6 1
: 997 | 3.49183 4.60839 0.0203186 0.00177202 43134.6 2
: 998 | 3.54646 4.51839 0.0202527 0.00177173 43287.8 3
: 999 | 3.24259 4.44151 0.0205339 0.00178261 42663.8 4
: 1000 Minimum Test error found - save the configuration
: 1000 | 3.38765 4.03884 0.0202858 0.00184926 43392.2 0
: 1001 | 3.23475 4.07118 0.0201924 0.00177801 43444.4 1
: 1002 | 3.34257 4.55443 0.0202005 0.00177243 43412 2
: 1003 | 3.3159 4.55604 0.0202247 0.0017773 43366.6 3
: 1004 | 3.35849 4.11447 0.0203285 0.0017729 43113.8 4
: 1005 | 3.19353 4.13748 0.0202888 0.00176474 43187 5
: 1006 | 3.31178 5.12967 0.0201974 0.00176963 43412.7 6
: 1007 | 4.01532 4.88381 0.0201898 0.00177015 43431.8 7
: 1008 | 3.57833 4.64111 0.0201994 0.00176996 43408.7 8
: 1009 | 3.37423 4.2916 0.0201898 0.00177242 43437.3 9
: 1010 | 3.37487 4.29644 0.0201921 0.00176418 43412.5 10
: 1011 | 3.32052 4.48464 0.0202031 0.00177017 43400.6 11
: 1012 | 3.60006 4.1168 0.020315 0.00177393 43147.5 12
: 1013 Minimum Test error found - save the configuration
: 1013 | 3.49275 3.81207 0.0203822 0.00185873 43188.6 0
: 1014 | 3.24011 4.61702 0.0202166 0.00177592 43382.4 1
: 1015 | 3.48838 4.0963 0.0202056 0.00177759 43412.2 2
: 1016 | 3.19804 3.94926 0.0202037 0.00177765 43416.8 3
: 1017 Minimum Test error found - save the configuration
: 1017 | 3.17545 3.78303 0.020258 0.00183541 43424.9 0
: 1018 | 3.13687 4.15405 0.0201999 0.00177111 43410.2 1
: 1019 | 3.23918 4.05505 0.0202838 0.00177911 43232.3 2
: 1020 Minimum Test error found - save the configuration
: 1020 | 3.01563 3.57276 0.0202479 0.00183362 43444.5 0
: 1021 | 3.26249 4.19867 0.0202031 0.00177154 43403.9 1
: 1022 | 3.20622 3.79021 0.0202847 0.00185421 43406.3 2
: 1023 | 3.09806 3.74118 0.020197 0.00176966 43413.7 3
: 1024 | 3.17742 3.97117 0.0212987 0.00177307 40971.7 4
: 1025 | 3.03984 4.25043 0.020341 0.00178591 43114.9 5
: 1026 | 3.30548 4.34119 0.0202027 0.00177717 43418.1 6
: 1027 | 3.28044 3.79563 0.0202021 0.00177829 43422.2 7
: 1028 | 3.36164 4.81303 0.020196 0.00177636 43431.8 8
: 1029 | 3.20232 3.77964 0.0201998 0.00177375 43416.8 9
: 1030 | 3.22279 4.15119 0.0204012 0.00178715 42978.3 10
: 1031 | 3.04625 3.80827 0.0202597 0.00177234 43272.9 11
: 1032 Minimum Test error found - save the configuration
: 1032 | 3.05354 3.50081 0.0202777 0.00184154 43393.1 0
: 1033 | 3.19121 3.7645 0.0202577 0.00177184 43276.3 1
: 1034 | 3.05436 3.81631 0.020195 0.00177041 43420.1 2
: 1035 Minimum Test error found - save the configuration
: 1035 | 3.03134 3.38026 0.0202476 0.00182888 43434.1 0
: 1036 | 3.1576 4.33149 0.0201884 0.00176937 43433.3 1
: 1037 | 3.48115 3.68359 0.0204821 0.0017723 42758.3 2
: 1038 | 3.09662 3.73718 0.0202135 0.00177175 43379.9 3
: 1039 | 3.04809 3.6436 0.0203118 0.00189168 43430.7 4
: 1040 Minimum Test error found - save the configuration
: 1040 | 2.99248 3.16864 0.020375 0.00184962 43183.9 0
: 1041 | 2.98108 3.69217 0.0202045 0.00177997 43420.3 1
: 1042 | 3.06021 3.43069 0.0202272 0.00177894 43364.6 2
: 1043 | 2.91553 3.20689 0.0202135 0.00177238 43381.4 3
: 1044 | 3.18132 3.53458 0.0202267 0.00177883 43365.5 4
: 1045 | 3.07589 3.46021 0.0202037 0.00177654 43414.3 5
: 1046 | 3.25699 4.29402 0.0202277 0.00177152 43345.8 6
: 1047 | 3.21841 3.87798 0.0202115 0.00176453 43367.6 7
: 1048 | 3.26522 3.86679 0.0202047 0.00177042 43397.5 8
: 1049 | 3.43766 3.97613 0.020411 0.00177352 42924.2 9
: 1050 | 3.00208 3.61703 0.0202002 0.00177119 43409.9 10
: 1051 | 3.18564 3.37433 0.0202125 0.00176441 43364.9 11
: 1052 | 2.83795 3.31201 0.0202159 0.00177037 43371 12
: 1053 | 2.92644 3.26743 0.0201972 0.00177247 43419.8 13
: 1054 Minimum Test error found - save the configuration
: 1054 | 3.07201 3.03666 0.0202897 0.00184991 43384.6 0
: 1055 | 2.96453 3.27949 0.0204089 0.00179091 42969.1 1
: 1056 | 2.81658 3.08614 0.0202105 0.00178086 43408.2 2
: 1057 | 2.90727 3.17769 0.0202081 0.00177842 43408.1 3
: 1058 | 2.94737 3.26126 0.0202113 0.00178307 43411.6 4
: 1059 | 2.93287 3.67438 0.020205 0.00177349 43403.9 5
: 1060 | 2.90221 3.05514 0.020211 0.0017807 43406.7 6
: 1061 | 3.01455 3.54115 0.0202151 0.00177289 43378.8 7
: 1062 | 3.02081 3.19833 0.0204068 0.00178618 42963.1 8
: 1063 | 3.04042 3.58052 0.0202424 0.00177511 43319.9 9
: 1064 | 2.91829 3.14261 0.0203334 0.00177439 43105.8 10
: 1065 Minimum Test error found - save the configuration
: 1065 | 2.9291 2.82581 0.0202734 0.00184128 43402.4 0
: 1066 | 3.06045 3.00045 0.0202182 0.00177282 43371.3 1
: 1067 | 3.13714 3.47901 0.0202349 0.00177276 43331.9 2
: 1068 | 3.0802 3.0186 0.0202084 0.00176992 43387.6 3
: 1069 Minimum Test error found - save the configuration
: 1069 | 2.8319 2.80121 0.0202908 0.00183954 43357.5 0
: 1070 | 2.79635 3.76914 0.0202163 0.00177833 43388.8 1
: 1071 | 3.04236 2.98308 0.0205994 0.00179393 42540.9 2
: 1072 | 2.8005 2.95423 0.0203748 0.00178581 43036.3 3
: 1073 | 2.6991 2.84747 0.0202191 0.00177934 43384.6 4
: 1074 | 2.65461 3.04263 0.0202048 0.00177424 43406.2 5
: 1075 | 2.77051 2.81558 0.0202158 0.00176644 43361.8 6
: 1076 | 2.80144 2.86938 0.0202234 0.00177275 43358.9 7
: 1077 | 2.62119 3.36248 0.0202205 0.00177163 43363 8
: 1078 | 2.824 2.86092 0.0202125 0.00177162 43381.9 9
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.7351 2.67634 0.0205412 0.00186431 42833.7 0
: 1080 | 2.60074 2.71013 0.0205089 0.00205685 43355.7 1
: 1081 | 2.788 3.00864 0.0202403 0.0017739 43321.8 2
: 1082 | 2.86288 3.65914 0.0205616 0.00206867 43259.7 3
: 1083 | 2.75227 2.70307 0.0202194 0.0017824 43390.9 4
: 1084 Minimum Test error found - save the configuration
: 1084 | 2.6411 2.64077 0.0204642 0.00187288 43030.9 0
: 1085 | 2.62832 2.81736 0.0203502 0.00177362 43065 1
: 1086 Minimum Test error found - save the configuration
: 1086 | 2.69822 2.60917 0.0202795 0.00183023 43362.1 0
: 1087 | 2.72098 2.81116 0.0202332 0.00177375 43338.3 1
: 1088 | 2.64004 2.85349 0.0202209 0.00177256 43364.3 2
: 1089 | 2.65923 2.705 0.0202185 0.0017728 43370.4 3
: 1090 | 2.88368 3.04224 0.0202103 0.0017714 43386.5 4
: 1091 | 2.87408 2.74736 0.0202099 0.00176559 43373.9 5
: 1092 | 2.90684 3.53151 0.0203507 0.0017754 43067.9 6
: 1093 | 2.83044 3.15343 0.0202134 0.00177221 43381.1 7
: 1094 | 2.78563 3.02835 0.0203452 0.00187193 43305.8 8
: 1095 | 2.75498 2.82583 0.020251 0.00178438 43321.3 9
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.57208 2.44772 0.0202877 0.00184968 43388.5 0
: 1097 Minimum Test error found - save the configuration
: 1097 | 2.65466 2.42919 0.020264 0.00183567 43411.4 0
: 1098 | 2.62084 2.67888 0.0202181 0.00177969 43387.7 1
: 1099 | 2.54125 2.60065 0.0203656 0.00178923 43065.4 2
: 1100 | 2.63363 2.88087 0.0202348 0.00177602 43339.8 3
: 1101 | 2.837 2.7768 0.0203813 0.00192633 43348.7 4
: 1102 | 2.86805 2.72697 0.0202584 0.00177375 43279.1 5
: 1103 | 2.68959 2.96816 0.0202212 0.0017747 43368.7 6
: 1104 | 2.63341 2.52169 0.0201992 0.00176607 43400 7
: 1105 | 2.54844 2.73133 0.0202231 0.0017729 43360.1 8
: 1106 | 2.86493 3.91839 0.0203535 0.00177799 43067.4 9
: 1107 | 3.19473 2.83546 0.0213977 0.00177859 40776.6 10
: 1108 | 2.8876 2.75358 0.0202254 0.00178043 43372.1 11
: 1109 | 2.87188 2.77081 0.0202197 0.00177873 43381.7 12
: 1110 | 2.75154 3.59975 0.0203905 0.00178246 42992.1 13
: 1111 | 2.88903 2.7138 0.0202384 0.0017738 43326.2 14
: 1112 | 2.60032 2.47666 0.0202802 0.0017803 43243.4 15
: 1113 | 2.41993 2.47094 0.020379 0.00177891 43010.6 16
: 1114 | 2.4193 2.43244 0.0202209 0.00177566 43371.7 17
: 1115 | 2.51562 2.64491 0.0202047 0.00177186 43400.7 18
: 1116 | 2.59565 2.54494 0.0202242 0.0017734 43358.5 19
: 1117 Minimum Test error found - save the configuration
: 1117 | 2.59295 2.29452 0.0202912 0.00184752 43375.2 0
: 1118 | 2.60475 2.46218 0.0202231 0.00178003 43376.7 1
: 1119 | 2.4382 2.78142 0.0203139 0.00186937 43373.4 2
: 1120 | 2.53377 2.43358 0.020315 0.00178288 43168.3 3
: 1121 Minimum Test error found - save the configuration
: 1121 | 2.53148 2.13424 0.0202787 0.00185193 43415.1 0
: 1122 | 2.57021 2.81066 0.0202227 0.00178015 43378 1
: 1123 | 2.8439 2.58822 0.0202232 0.00177313 43360.3 2
: 1124 | 2.68725 2.91261 0.0205054 0.0017684 42696.2 3
: 1125 | 2.76413 2.88779 0.0207243 0.0019206 42544.9 4
: 1126 | 2.77189 2.86463 0.0202926 0.00177425 43200.3 5
: 1127 | 2.76757 2.60601 0.0205506 0.00178989 42642.4 6
: 1128 | 2.67506 2.98647 0.0203261 0.00179131 43162.2 7
: 1129 | 2.65327 2.38955 0.0203725 0.00178757 43045.6 8
: 1130 | 2.41905 3.13892 0.0202289 0.00178164 43367 9
: 1131 | 2.41211 2.81465 0.0202597 0.00178203 43295.5 10
: 1132 | 2.58214 2.66473 0.0204515 0.00177784 42841.2 11
: 1133 | 2.54991 2.7445 0.0204008 0.00177 42939.5 12
: 1134 | 2.59992 2.55369 0.0202403 0.00177341 43320.7 13
: 1135 | 2.70762 2.26414 0.0202366 0.00177524 43333.7 14
: 1136 | 2.41467 2.95622 0.0203153 0.00177623 43152.2 15
: 1137 | 2.42116 2.15995 0.0202422 0.00177516 43320.5 16
: 1138 Minimum Test error found - save the configuration
: 1138 | 2.3341 2.05206 0.0206066 0.00187676 42712.6 0
: 1139 | 2.31178 2.45895 0.0203178 0.00186803 43360.9 1
: 1140 | 2.48994 2.31011 0.0202392 0.00178102 43341.1 2
: 1141 | 2.31263 3.00912 0.0202245 0.00177863 43370.2 3
: 1142 | 2.39906 2.32313 0.0202269 0.00178215 43372.8 4
: 1143 Minimum Test error found - save the configuration
: 1143 | 2.27557 2.03852 0.0203094 0.00185263 43344.4 0
: 1144 | 2.29568 2.05827 0.020222 0.00178197 43383.8 1
: 1145 | 2.32384 2.28518 0.0204095 0.00177706 42935.9 2
: 1146 | 2.35231 2.2486 0.0202595 0.00177436 43278.1 3
: 1147 | 2.41636 2.27925 0.0203398 0.00178513 43115.8 4
: 1148 | 2.39839 2.57007 0.0202433 0.00177422 43315.7 5
: 1149 | 2.1738 2.08905 0.0202296 0.00176743 43331.9 6
: 1150 | 2.28796 2.5383 0.020235 0.00177487 43336.7 7
: 1151 | 2.62686 2.65251 0.0202199 0.00177205 43365.4 8
: 1152 | 2.68947 2.18358 0.0202341 0.00177368 43335.8 9
: 1153 | 2.54611 2.55062 0.0204147 0.0017877 42948.5 10
: 1154 | 2.40271 2.57249 0.0202504 0.00178076 43314.4 11
: 1155 | 2.59638 3.22165 0.0202315 0.00178112 43359.6 12
: 1156 | 2.7388 2.63355 0.0203408 0.0017792 43099.8 13
: 1157 Minimum Test error found - save the configuration
: 1157 | 2.54665 2.03114 0.0203007 0.00185021 43359.3 0
: 1158 | 2.28182 2.22365 0.0202266 0.00177404 43354.4 1
: 1159 | 2.28021 2.37556 0.0203439 0.00177118 43073.8 2
: 1160 | 2.39102 2.10616 0.0202678 0.00177737 43265.6 3
: 1161 | 2.26717 2.14734 0.0202317 0.00177398 43342.2 4
: 1162 Minimum Test error found - save the configuration
: 1162 | 2.15021 1.86407 0.020425 0.00184755 43063 0
: 1163 | 2.08453 2.0705 0.020243 0.00177402 43315.8 1
: 1164 | 2.17427 1.9482 0.0202458 0.0017743 43310 2
: 1165 | 2.22773 2.04243 0.020217 0.0017729 43374.3 3
: 1166 | 2.19831 2.49938 0.0203929 0.00178658 42996.2 4
: 1167 | 2.33185 2.28049 0.0202379 0.00178097 43344.1 5
: 1168 | 2.39268 2.12533 0.020256 0.00178192 43303.9 6
: 1169 | 2.20204 2.00507 0.0203142 0.00177733 43157.2 7
: 1170 | 2.5864 1.92573 0.0202493 0.00178489 43326.5 8
: 1171 | 2.30644 2.39608 0.0202219 0.0017752 43368.2 9
: 1172 | 2.47806 2.11076 0.0202138 0.00177296 43382 10
: 1173 | 2.28427 2.41009 0.0202258 0.00176678 43339.3 11
: 1174 | 2.21647 2.12471 0.0202487 0.00177456 43303.7 12
: 1175 | 2.08964 2.08734 0.020362 0.00178652 43067.5 13
: 1176 | 2.25433 2.00699 0.020265 0.00176754 43249.1 14
: 1177 | 2.24126 2.10354 0.020331 0.00177647 43116.1 15
: 1178 | 2.14101 2.00224 0.0202423 0.00177412 43317.8 16
: 1179 | 2.15503 2.72826 0.0202513 0.00177906 43308.2 17
: 1180 | 2.22809 2.19743 0.0202421 0.00177919 43330.1 18
: 1181 | 2.36594 2.01363 0.0202579 0.00180079 43343.7 19
: 1182 | 2.10092 1.97965 0.0203545 0.00178326 43077.3 20
: 1183 | 2.20968 2.15477 0.0203378 0.00178639 43123.4 21
:
: Elapsed time for training with 1000 events: 24.1 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: 0.0293 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: 1.58 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.302 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= 3.77829e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.35853e+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: 0.0745 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: 0.0942 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: 0.00577 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: 0.235 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: 1.91 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: 0.0459 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00733 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: 0.0983 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.0059 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000972 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: 0.232 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: 1.93 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.218 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 : -0.0380 -0.0313 1.49 1.20 | 3.279 3.287
: 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 : -0.0361 -0.0316 1.39 1.07 | 3.347 3.358
: 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:405
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 a suite of consecutive data records (TKey instances) with a well defined format.
Definition TFile.h:51
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition TFile.h:323
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:4053
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:914
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:1299
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.