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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: 0.604 sec
: Elapsed time for training with 1000 events: 0.611 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00663 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: 0.00126 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00917 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: 0.000357 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00189 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: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 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: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 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 = 33478.2
: --------------------------------------------------------------
: 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 | 34732.4 33040.8 0.0194045 0.00178166 45395.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 34221.2 32444.7 0.0195429 0.00176864 45008.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 33606.4 31757 0.0197972 0.00178569 44416.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 32953.2 31109.5 0.0198815 0.00179332 44227.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 32224.6 30351.5 0.0198673 0.00178479 44241.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 31350.7 29529.9 0.0198226 0.0017894 44362.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 30611.4 28994 0.0196891 0.0017611 44623 0
: 8 Minimum Test error found - save the configuration
: 8 | 30156.4 28609 0.0196267 0.00175955 44774.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 29788.5 28275.9 0.0196563 0.00176955 44725.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 29460.7 27964.5 0.0196787 0.0017694 44669.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 29148.6 27673.7 0.0196796 0.001764 44653.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 28860.7 27386.6 0.0196932 0.00177086 44637.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28571.8 27116.6 0.0196936 0.00177251 44640.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 28299.1 26851.3 0.0196891 0.00176563 44634.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 28030.8 26593.7 0.0196819 0.00176498 44650.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 27769.6 26342.1 0.0197026 0.00176546 44600.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 27514.3 26095.3 0.0197128 0.00176787 44580.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 27261.9 25855.3 0.0197102 0.00176756 44586.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 27017.4 25617.5 0.019709 0.00176357 44579.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 26774.9 25384 0.0197052 0.00176388 44589.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 26537.2 25153.5 0.0197019 0.00175933 44586.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26303.8 24924.8 0.0197101 0.00176787 44587.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 26074.7 24697.1 0.0197182 0.00177367 44581.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 25842.8 24478.6 0.0197151 0.00177296 44587.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 25619.8 24260.2 0.0197037 0.00177398 44618.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 25398.9 24043.7 0.0201 0.00206212 44351.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 25179.1 23831 0.0197381 0.00177597 44538.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 24962.3 23621.8 0.0197267 0.00177652 44567.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24748.6 23415 0.0197301 0.00177396 44553.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 24537.4 23210.4 0.0197169 0.00176724 44569.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 24329.8 23006.4 0.0197265 0.00176826 44547.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 24121.7 22807.2 0.0197304 0.00176727 44535.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 23916.5 22611.7 0.0197346 0.00176873 44529 0
: 34 Minimum Test error found - save the configuration
: 34 | 23718 22413.2 0.019734 0.00176264 44515.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 23515 22221.5 0.0197331 0.00176852 44532.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 23321.2 22026.3 0.019729 0.00176786 44540.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 23123.2 21836.9 0.0197371 0.00177386 44535.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22928.3 21652 0.0197464 0.00176275 44484.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 22739.6 21464.4 0.0197469 0.00177 44501.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 22550.8 21278.2 0.0197372 0.00177593 44540.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 22361.1 21097.4 0.0197522 0.00177383 44497.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 22175.8 20918.3 0.0197524 0.00177138 44491.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 21991.4 20742.1 0.0197503 0.00177702 44510.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 21811.6 20564.7 0.0197626 0.00177721 44480.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 21632.3 20388.2 0.0197619 0.00177776 44483.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21452.4 20216.3 0.0197536 0.00177083 44487.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 21276.7 20045.3 0.0197574 0.00177166 44479.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 21101.9 19876.7 0.0197574 0.00176974 44474.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 20931.5 19706.2 0.0197877 0.00177366 44409.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20758.5 19540.6 0.0197585 0.00176444 44459.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 20588.6 19377.7 0.0197549 0.00177258 44488.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 20422 19214.9 0.019769 0.00177539 44460.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 20256.6 19052.8 0.0197676 0.00177195 44455.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 20089.8 18896.2 0.0197719 0.00177175 44444.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 19930.9 18735.4 0.0197588 0.00176728 44465.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 19767.6 18579.7 0.0197694 0.0017725 44452.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 19607.3 18426.8 0.0197779 0.00178163 44453.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 19450.5 18273.7 0.019781 0.00178103 44444.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 19295.1 18120.7 0.0197814 0.00178065 44442.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19140.3 17969.2 0.0197739 0.00177479 44446.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 18985.4 17821.7 0.0197823 0.00178083 44440.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 18835 17673.5 0.019786 0.0017827 44436.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18684.4 17527.3 0.0197832 0.00178041 44437.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 18536.3 17381.7 0.0197905 0.0017765 44409.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 18388.1 17238.9 0.0197894 0.00178534 44434.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 18240.5 17100.2 0.019781 0.00177464 44428.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 18098 16959.7 0.0198081 0.00179165 44403.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 17954.5 16820.2 0.0197921 0.00177399 44399.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 17811.2 16678.5 0.0198151 0.0017812 44361 0
: 70 Minimum Test error found - save the configuration
: 70 | 17657 16505.7 0.0198113 0.00177873 44364.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 17546.9 16349.4 0.0198573 0.00178588 44268.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 17383.6 16262.3 0.0198642 0.00178167 44241.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 17246.3 16105.2 0.019855 0.00178334 44268.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 17080 15927.2 0.0199008 0.00179077 44174.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 16922.6 15779.8 0.0199341 0.00179378 44100.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 16777 15637.7 0.0199507 0.00179495 44063.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 16633 15502.4 0.0199551 0.0017914 44043.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 16492.7 15364.7 0.0199463 0.00179227 44067.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 16348.5 15227.8 0.0199656 0.00179385 44024.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 16206.9 15094.8 0.0199637 0.00179643 44035.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 16069.6 14960.5 0.0199731 0.00179429 44007.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 15935.1 14824.6 0.0199626 0.00179406 44032.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 15798 14694.5 0.0199639 0.00179495 44031.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 15661.1 14563.9 0.0199766 0.00179733 44006.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 15531.4 14430.6 0.0199857 0.00179543 43979.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15396.4 14303 0.0199851 0.00179671 43984.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15266.8 14175.6 0.0199893 0.00179892 43979.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 15136.9 14051.7 0.019993 0.00179703 43965.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 15010.8 13925.1 0.0199952 0.00179752 43961.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 14883.2 13803.4 0.0200212 0.00180218 43910.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 14759.1 13680.6 0.0200075 0.00180111 43940.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 14634.1 13561.6 0.0200131 0.00179913 43922.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 14511.3 13444.1 0.0200299 0.00180239 43889.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 14392.3 13323.4 0.0200193 0.00180061 43910.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 14272.3 13203.5 0.0200323 0.00180296 43885.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 14151.2 13087.7 0.02003 0.00180318 43891.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 14033.6 12972.1 0.0200307 0.00180273 43888.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 13917.1 12856.6 0.0200253 0.00180163 43898.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13800.5 12743.4 0.0200471 0.00180543 43855.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 13685.8 12630.4 0.0200469 0.00180322 43850.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 13571.5 12519.4 0.020048 0.00180418 43850.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 13459.1 12408.4 0.0200345 0.00180376 43882 0
: 103 Minimum Test error found - save the configuration
: 103 | 13345.9 12300.1 0.0200454 0.00180457 43857.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 13235.8 12191.5 0.0200522 0.00180376 43839.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 13127.1 12082.2 0.0200621 0.00180336 43814.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 13016.4 11975.8 0.0200476 0.00179798 43836.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 12909.7 11868.7 0.0200586 0.00180045 43815.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12801.1 11764.6 0.0200705 0.00179952 43785.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 12694.8 11661.6 0.0200738 0.00180406 43788.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 12590.4 11557.8 0.0200544 0.00180567 43838.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 12486.1 11454.9 0.0200701 0.00180421 43797.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 12382.6 11353.1 0.0200675 0.00180631 43808.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 12279.1 11253.1 0.0200654 0.00180431 43809.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12178 11153.4 0.0204545 0.00219855 43821.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 12077 11054.5 0.0200929 0.00180697 43749.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 11976.1 10958 0.0200923 0.00181697 43774.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 11878.5 10859.9 0.0200732 0.00181466 43815.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 11779.9 10763.1 0.0200722 0.00181285 43813.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 11682.8 10666.7 0.0200727 0.00181445 43815.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 11585.6 10572.3 0.0200789 0.00181503 43802.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 11489.6 10478.9 0.020082 0.00181535 43795.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 11395.5 10384.9 0.0200883 0.00182028 43792.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 11301 10292.4 0.0200816 0.00181476 43795.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 11208.4 10199.6 0.0200952 0.00182049 43776.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 11115.5 10108.2 0.02008 0.00180853 43784 0
: 126 Minimum Test error found - save the configuration
: 126 | 11022.8 10019.4 0.0200813 0.00180674 43776.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 10932.5 9929.65 0.0200885 0.00181453 43778.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 10841.7 9841.84 0.0201079 0.00183618 43783.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 10752.5 9754.33 0.0201042 0.00181968 43752.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 10665.4 9664.96 0.0200893 0.0018158 43779.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10575.9 9578.86 0.020091 0.00181489 43773.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 10489.8 9491.9 0.0201037 0.00181066 43732.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 10402.8 9406.78 0.0201006 0.0018121 43743.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 10318.4 9320.26 0.0200987 0.00180806 43738.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 10230.6 9238.63 0.0201039 0.00180169 43710.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 10146.6 9157.22 0.020109 0.00181064 43719.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 10065.8 9072.21 0.0200978 0.00180864 43741.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 9980.03 8992.7 0.0200897 0.00180761 43758.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 9900.63 8909.59 0.0201416 0.00182083 43666.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 9817.58 8829.61 0.0201046 0.00180977 43728.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 9737.72 8748.65 0.0201022 0.00180914 43732.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 9657.04 8669.6 0.0201105 0.00181149 43718.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 9576.79 8592.5 0.0201075 0.00180162 43701.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 9498.46 8515.52 0.0201095 0.00180321 43700.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 9421.61 8437.29 0.0201125 0.00180867 43706.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 9344.03 8360.14 0.0201102 0.00181042 43716.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 9265.4 8286.61 0.0201041 0.0018085 43726.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 9191.35 8210.32 0.0203835 0.00190422 43291.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 9115.69 8135.12 0.0201678 0.00182027 43602.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 9040.59 8060.68 0.02012 0.00181852 43712.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 8965.99 7987.72 0.0201144 0.00181828 43725 0
: 152 Minimum Test error found - save the configuration
: 152 | 8892.75 7914.86 0.0201118 0.00181735 43729.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 8819.39 7843.44 0.0203643 0.00188297 43287 0
: 154 Minimum Test error found - save the configuration
: 154 | 8747.61 7770.96 0.0201492 0.00182018 43646.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 8676.26 7698.58 0.0201462 0.00182473 43664.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8604.07 7628.49 0.0201666 0.00185384 43685.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 8533.37 7559.41 0.0201362 0.00182494 43689 0
: 158 Minimum Test error found - save the configuration
: 158 | 8463.39 7490.32 0.0201289 0.00182335 43702.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 8394.47 7421.18 0.0201369 0.00181809 43670.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 8326.23 7351.65 0.0201387 0.00181702 43664.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 8257.35 7283.74 0.0201317 0.00180891 43661.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 8188.29 7218.65 0.020142 0.0018157 43653.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 8123.24 7150.76 0.0201354 0.00181671 43671.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 8055.37 7085.61 0.0201343 0.00181449 43668.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 7990.89 7018.65 0.02014 0.00181635 43659.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 7923.96 6954.46 0.0201342 0.0018159 43672.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 7859.1 6890.92 0.020141 0.00181008 43642.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 7795.88 6826.08 0.0201393 0.00181078 43647.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 7730.4 6764.4 0.0201473 0.00181845 43647 0
: 170 Minimum Test error found - save the configuration
: 170 | 7669.98 6698.84 0.0201685 0.00181946 43599.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7604.14 6638.74 0.0201354 0.00181734 43672.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 7542.8 6577.62 0.0201502 0.00181769 43638.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7482.48 6514.91 0.0201531 0.00181887 43634.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 7421.41 6452.61 0.0201804 0.00183063 43597.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 7359.01 6393.7 0.0201461 0.00182687 43669.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 7299.63 6334.7 0.0201653 0.00182944 43630.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 7240.91 6273.96 0.0201432 0.00182534 43673.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 7180.59 6215.7 0.0201268 0.00182526 43712.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 7122.63 6156.93 0.020156 0.00182201 43634.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 7064.51 6098.5 0.0201515 0.0018192 43638.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 7005.64 6042.73 0.0201433 0.00182675 43676.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 6950 5985.15 0.0201461 0.00182765 43671.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6891.89 5929.77 0.0201404 0.00182523 43679.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 6836.64 5873.53 0.0201494 0.00181928 43644 0
: 185 Minimum Test error found - save the configuration
: 185 | 6779.78 5819.41 0.0201546 0.00181852 43629.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 6725.96 5763.57 0.0201512 0.00181098 43619.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 6670.56 5709.15 0.0201593 0.00181793 43617.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 6616.02 5654.8 0.0201486 0.00181664 43639.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 6561.92 5601.56 0.0201622 0.00181843 43611.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 6509.25 5547.57 0.0201574 0.00182063 43628.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 6455.72 5494.8 0.0201718 0.0018145 43579.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 6402.63 5443.06 0.0201819 0.00182041 43569.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 6350.55 5391.57 0.0201548 0.00181923 43630.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6299.28 5339.73 0.020166 0.00181948 43605 0
: 195 Minimum Test error found - save the configuration
: 195 | 6246.77 5290.09 0.0201594 0.00181975 43621.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 6197.53 5238.29 0.0201809 0.00183004 43594.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 6145.95 5189.02 0.0201532 0.00182292 43643.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 6095.54 5140.1 0.0201883 0.00183168 43581 0
: 199 Minimum Test error found - save the configuration
: 199 | 6046.84 5091 0.0201924 0.0018322 43572.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 5997.04 5042.14 0.0201594 0.00182695 43638.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 5947.53 4994.84 0.0206093 0.00187751 42708.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 5900.43 4946.08 0.0201753 0.00182986 43607.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 5851.95 4898.68 0.02016 0.00182872 43641.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5803.08 4852.91 0.0201694 0.00182117 43600.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 5757.51 4805.04 0.0201626 0.00181352 43598.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 5710.05 4758.62 0.0201921 0.00182249 43550.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 5663.76 4712.21 0.020164 0.0018202 43611.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 5616.47 4668.06 0.020165 0.00181957 43607.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 5571.53 4623.09 0.0201966 0.00184642 43596.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 5526.56 4577.33 0.0201686 0.00182116 43602.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5481.12 4532.67 0.0201695 0.00181344 43582.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 5436.23 4489.37 0.0201766 0.00182078 43582.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 5391.68 4446.7 0.0201553 0.00181906 43629.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 5348.64 4402.42 0.0201686 0.00182057 43601.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 5304.32 4359.84 0.0201593 0.00182164 43626.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 5260.98 4317.96 0.0201736 0.00182184 43592.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 5218.37 4275.6 0.0201734 0.00183141 43615.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 5175.63 4233.93 0.0201627 0.00183172 43641.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 5133.19 4193.16 0.020172 0.00183497 43627.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 5092.16 4151.42 0.0201737 0.00182973 43611.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 5050.21 4110.65 0.0201732 0.00183756 43630.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 5008.75 4070.82 0.0201686 0.00182365 43608.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4967.4 4031.98 0.0201697 0.00183137 43624.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 4927.36 3992.89 0.0201763 0.00183249 43611.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4887.15 3953.51 0.0201636 0.0018282 43631.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 4847.49 3914.43 0.0201699 0.00182007 43597.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 4807.82 3875.49 0.0201583 0.00181357 43609.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 4768.1 3837.81 0.0201714 0.00182697 43609.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 4729.16 3800.28 0.0201887 0.00183468 43587.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 4691.01 3762.52 0.0201693 0.00182019 43598.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 4651.81 3726.45 0.0201961 0.00182116 43537.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 4614.62 3689.38 0.02018 0.00181483 43560.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 4575.97 3653.73 0.020174 0.00182283 43593.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 4538.6 3618.07 0.0201801 0.00182133 43576 0
: 235 Minimum Test error found - save the configuration
: 235 | 4502 3582.03 0.0201673 0.00182104 43605.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 4464.94 3546.4 0.0201716 0.00182104 43595.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 4428.61 3510.21 0.0201789 0.00182953 43598.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 4392.5 3475.23 0.0201712 0.00182311 43601.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 4356.01 3440.52 0.0201856 0.00183096 43585.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4319.69 3406.84 0.0201703 0.00183118 43622.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 4284.73 3373.61 0.0201912 0.0018369 43586.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 4249.79 3340.07 0.020201 0.00183912 43568.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 4215.1 3305.61 0.0201869 0.00182605 43570.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 4180.04 3272.64 0.0201929 0.00183406 43575.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 4145.95 3239.49 0.0201843 0.00183227 43592 0
: 246 Minimum Test error found - save the configuration
: 246 | 4111.43 3207.76 0.0201747 0.00183061 43610.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 4078.06 3174.96 0.0201797 0.00182776 43592.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 4043.96 3143.19 0.0202109 0.00182531 43512.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 4011.82 3110.57 0.0201941 0.00182479 43550.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3977.23 3080.65 0.0201851 0.00181568 43550.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3945.53 3049.2 0.0201747 0.00182241 43591.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3912.97 3018.69 0.0201905 0.00182232 43553.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3880.39 2988.42 0.0201792 0.00182099 43577.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3848.75 2957.93 0.0201686 0.00182049 43601.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3816.93 2927.87 0.0201792 0.00182985 43598.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 3785.37 2898.62 0.0201917 0.00183246 43574.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3753.98 2869.45 0.0201845 0.00183418 43595.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 3723.85 2839.27 0.0201792 0.00183248 43604.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 3691.71 2811.47 0.020184 0.00183269 43593.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 3661.86 2783.02 0.0201731 0.00183166 43617 0
: 261 Minimum Test error found - save the configuration
: 261 | 3632.31 2754 0.0201933 0.00182381 43550.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 3601.29 2726.76 0.020169 0.00182913 43620.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 3571.97 2698.55 0.0201818 0.00183022 43592.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3542.19 2671.11 0.0201806 0.00182431 43581.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 3512.62 2644.22 0.0201759 0.00182136 43585.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 3483.98 2616.81 0.020183 0.00181615 43556.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 3454.77 2590.1 0.0202057 0.00182377 43521 0
: 268 Minimum Test error found - save the configuration
: 268 | 3426.54 2563.31 0.0201769 0.00182116 43583.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 3397.71 2537.54 0.0201707 0.00182168 43599.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 3370.9 2509.77 0.0201795 0.00182267 43580.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 3341.24 2484.7 0.0201808 0.00181615 43561.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 3313.89 2459.03 0.0201864 0.00181999 43557.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 3285.9 2434.26 0.0201741 0.0018211 43589.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 3258.71 2409.44 0.0201822 0.00182244 43573.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 3231.62 2384.42 0.020187 0.00182259 43562.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 3205.14 2359.45 0.0201635 0.00182359 43620.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 3177.58 2335.35 0.0201889 0.00183027 43576.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 3151.77 2310.27 0.0201809 0.00183272 43601 0
: 279 Minimum Test error found - save the configuration
: 279 | 3124.99 2286.38 0.0201804 0.00182907 43593.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 3098.6 2263.23 0.0201743 0.00183114 43613.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 3072.76 2239.82 0.0201841 0.00182523 43575.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 3047.35 2215.92 0.0201986 0.00183149 43556.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 3021.73 2192.38 0.0201854 0.00183152 43587.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2995.95 2169.6 0.0201741 0.00183063 43612.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2970.57 2146.77 0.0201853 0.0018239 43569.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2946.04 2123.91 0.0201911 0.00181484 43534.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2920.77 2102.54 0.0202037 0.00182891 43538 0
: 288 Minimum Test error found - save the configuration
: 288 | 2897.27 2079.1 0.0205693 0.0018503 42737.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2871.78 2057.33 0.0201924 0.00181622 43534.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2847.06 2036.6 0.0202171 0.00185385 43565.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2823.76 2014.53 0.0202086 0.00182316 43512.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2799.57 1992.93 0.0201875 0.00182165 43559.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2776.04 1971.83 0.0202097 0.00183324 43534.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2751.87 1951.83 0.0202203 0.00183538 43514 0
: 295 Minimum Test error found - save the configuration
: 295 | 2729.11 1930.87 0.0201941 0.00183126 43566.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2705.99 1910.17 0.020198 0.00183184 43558.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2683.04 1889.1 0.0201898 0.00183347 43581.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2659.91 1869.1 0.0201775 0.00183184 43607.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 2637.86 1847.97 0.0201883 0.00183152 43580.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 2613.94 1829.11 0.0201924 0.00183215 43572.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 2592.14 1809.96 0.0202107 0.00183259 43530 0
: 302 Minimum Test error found - save the configuration
: 302 | 2570.45 1790.23 0.020199 0.00182347 43536.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 2548.52 1770.67 0.0201876 0.00181474 43542.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 2526.52 1751.47 0.0202306 0.00182555 43466.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 2504.8 1732.41 0.0201846 0.00182063 43563.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 2483.01 1714.09 0.020183 0.00182213 43570.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 2462.38 1695.42 0.0201921 0.00182363 43552.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 2440.65 1677.29 0.020191 0.00181466 43534.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 2420.51 1658.3 0.0202013 0.00182261 43528.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 2399.4 1640.4 0.0201933 0.00182204 43546.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 2378.97 1622.18 0.0201947 0.00182385 43547.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 2357.97 1604.74 0.020188 0.00183314 43585.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2338.05 1586.72 0.0201856 0.00182475 43570.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 2317.34 1569.47 0.0202265 0.00184765 43528.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 2297.77 1552.12 0.0201935 0.00183227 43570 0
: 316 Minimum Test error found - save the configuration
: 316 | 2277.37 1535.19 0.0201894 0.00183173 43578.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 2257.51 1518.71 0.0201805 0.00183221 43600.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 2238.42 1501.88 0.0201862 0.00182575 43572 0
: 319 Minimum Test error found - save the configuration
: 319 | 2219.55 1484.66 0.0201874 0.00183138 43582.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 2199.36 1468.37 0.0201882 0.00183015 43577.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 2180.3 1452.37 0.0201983 0.00182376 43538.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 2161.33 1436.76 0.0201803 0.00182271 43578.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 2142.2 1421.12 0.020204 0.00182431 43526.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 2124.26 1404.51 0.0201933 0.0018222 43546.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 2105.28 1388.91 0.020193 0.00182187 43546.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 2086.81 1373.39 0.0201822 0.00182358 43576.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 2068.44 1358.59 0.020185 0.00182319 43568.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 2050.64 1343.12 0.0201904 0.00182403 43557.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 2032.77 1327.91 0.0201817 0.00182153 43572.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 2014.75 1312.85 0.0201926 0.00182311 43550.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1996.55 1299.1 0.020192 0.00182314 43552 0
: 332 Minimum Test error found - save the configuration
: 332 | 1979.91 1284.1 0.0201989 0.0018253 43540.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1962.21 1270.12 0.0201981 0.00183022 43554.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1944.56 1256.26 0.0201909 0.00183206 43575.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1927.55 1241.1 0.0201902 0.00183078 43574.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1910.41 1227.26 0.0201816 0.00182986 43592.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1893.27 1213.57 0.0202016 0.00182418 43531.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1876.34 1200.25 0.020195 0.00183304 43568.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1860.17 1186.42 0.0201979 0.00183095 43556.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1843.36 1173.22 0.0201852 0.00183034 43585.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1827.18 1159.85 0.0201935 0.00182301 43548 0
: 342 Minimum Test error found - save the configuration
: 342 | 1810.42 1147.58 0.0201917 0.00181646 43536.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1794.48 1134.36 0.0202094 0.00182359 43511.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1778.9 1121.03 0.020217 0.00182555 43498.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1763.08 1107.95 0.0201891 0.00182256 43557.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1747.08 1095.72 0.0201826 0.00182195 43571.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1730.97 1083.53 0.0201906 0.00181634 43539.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1715.92 1071.31 0.0202008 0.00182109 43526.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1700.51 1058.62 0.0201959 0.00182124 43538.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1684.96 1046.86 0.0201972 0.00182222 43537.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1669.55 1035.55 0.0202128 0.00184247 43548.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1654.92 1023.59 0.0205644 0.0019077 42880.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1639.87 1011.98 0.0202594 0.00186647 43494.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1625.29 1000.85 0.0202353 0.00185443 43523.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1610.46 988.697 0.0202392 0.00186757 43545.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1595.99 977.657 0.0202009 0.00183113 43549.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1581.09 967.376 0.0201865 0.00182448 43568.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1567.29 955.725 0.0201838 0.00182373 43572.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1552.37 945.213 0.0202091 0.00183134 43530.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1538.98 933.915 0.0202046 0.00182972 43537.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1524.46 923.092 0.0201996 0.00182212 43531.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1510.17 913.378 0.0201923 0.00182403 43553.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1497.08 901.973 0.0201812 0.00181635 43561.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1482.45 892.31 0.0201983 0.00182788 43548.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1469.71 882.623 0.0201931 0.00182578 43555.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1456.62 872.05 0.0201738 0.00182182 43591.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1442.9 862.011 0.0201827 0.00182144 43570.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1429.14 852.627 0.0201947 0.00182534 43550.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1416 842.498 0.0201922 0.00183142 43571.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1403.21 832.807 0.0201826 0.00183193 43595 0
: 371 Minimum Test error found - save the configuration
: 371 | 1389.63 823.635 0.0202236 0.00185969 43563.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 1377.17 813.947 0.0202241 0.00183474 43503.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 1364 804.884 0.0201947 0.00182452 43548.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 1351.71 795.522 0.020209 0.00183375 43536.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 1339.43 786.144 0.0206001 0.00184484 42654.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 1326.33 777.194 0.0201879 0.0018166 43546.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 1313.82 768.53 0.0201933 0.00182281 43548.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 1301.9 760.196 0.0201828 0.00182127 43569.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 1290.15 751.135 0.0201775 0.00182206 43583.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 1277.52 742.919 0.0201876 0.00182251 43560.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 1266 734.082 0.0201891 0.00181653 43543.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 1253.95 726.328 0.0201978 0.00182237 43536.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 1242.53 717.522 0.0201846 0.00182041 43563 0
: 384 Minimum Test error found - save the configuration
: 384 | 1230.6 709.368 0.0201823 0.00182291 43574.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 1219.2 701.37 0.0201994 0.00183611 43565.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 1207.17 693.439 0.0201796 0.00182209 43578.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 1196.06 685.579 0.0201808 0.00183073 43596.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 1184.29 678.082 0.0201798 0.00183171 43601.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1173.12 670.855 0.0201767 0.00183082 43606.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 1162.68 662.872 0.0201782 0.00182891 43598.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 1151.18 655.586 0.0201775 0.00182331 43586.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 1140.26 648.361 0.020186 0.00183614 43597.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 1129.92 640.41 0.0201905 0.00184505 43607.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 1118.69 633.413 0.0202089 0.00182307 43511.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 1107.9 626.499 0.0201863 0.00182435 43568.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 1097.43 619.418 0.0201933 0.00181821 43537.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 1086.97 612.496 0.020195 0.00182299 43544.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 1076.4 605.713 0.0201762 0.00182188 43586.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 1066.17 598.985 0.0201884 0.00182298 43560.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 1055.7 592.54 0.0201677 0.0018217 43606.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 1046.04 586.124 0.02017 0.00181507 43585.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 1036 579.214 0.0201773 0.00182174 43583.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 1025.87 572.91 0.0201756 0.00182251 43589.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 1016.22 566.285 0.020189 0.00182161 43555.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 1006.61 560.428 0.0201822 0.00182029 43568.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 996.62 553.772 0.0201773 0.0018213 43582.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 987.125 548.002 0.0201752 0.00182871 43605 0
: 408 Minimum Test error found - save the configuration
: 408 | 977.912 541.289 0.0201749 0.0018282 43604.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 967.444 536.022 0.0201791 0.00182873 43595.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 958.472 530.087 0.0201824 0.00183117 43593.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 949.399 523.902 0.0201793 0.00182373 43583.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 939.863 518.374 0.0201935 0.00183038 43565.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 931.071 513.254 0.0201713 0.00183711 43634.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 921.89 507.015 0.0201701 0.00182841 43616.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 912.671 501.279 0.020184 0.00182106 43566 0
: 416 Minimum Test error found - save the configuration
: 416 | 903.896 496.122 0.0201739 0.00181452 43574.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 894.639 490.9 0.0201754 0.00182197 43588.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 886.199 485.496 0.0201947 0.00182978 43561.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 877.462 479.978 0.0201724 0.0018196 43590.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 869.032 474.756 0.0214108 0.00186531 40930.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 860.099 469.988 0.0202434 0.00183811 43465.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 851.853 464.746 0.0201898 0.00183235 43579 0
: 423 Minimum Test error found - save the configuration
: 423 | 843.399 460.025 0.0201911 0.00182873 43567.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 835.189 455.07 0.0201884 0.00183149 43580.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 826.816 450.08 0.0201853 0.00182248 43566.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 818.645 445.163 0.0201828 0.00182602 43580.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 810.994 440.159 0.0201773 0.00183026 43603.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 802.182 435.692 0.0201678 0.00182806 43621.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 794.321 431.218 0.0201878 0.00182017 43555 0
: 430 Minimum Test error found - save the configuration
: 430 | 786.859 426.629 0.0201908 0.00181503 43535.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 779.139 422.324 0.0201955 0.0018209 43538.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 771.038 417.684 0.0201954 0.00184226 43589.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 763.347 413.493 0.020191 0.00182046 43548 0
: 434 Minimum Test error found - save the configuration
: 434 | 755.924 409.279 0.0201843 0.00182071 43564.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 748.685 404.6 0.0201882 0.00181464 43540.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 740.788 400.677 0.0201907 0.0018191 43545.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 733.585 396.524 0.0201945 0.00181987 43538.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 726.337 391.994 0.0201814 0.00181882 43566.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 718.891 387.867 0.0201854 0.0018199 43560 0
: 440 Minimum Test error found - save the configuration
: 440 | 711.908 384.56 0.0201883 0.00182311 43560.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 704.608 380.581 0.0201917 0.00182984 43568.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 697.733 376.467 0.0201884 0.00183091 43579 0
: 443 Minimum Test error found - save the configuration
: 443 | 690.817 372.144 0.0201779 0.00182881 43599 0
: 444 Minimum Test error found - save the configuration
: 444 | 683.406 368.191 0.020184 0.00183108 43589.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 676.868 364.398 0.0201918 0.00182458 43555.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 670.038 360.702 0.0202264 0.00183366 43495.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 663.242 357.187 0.0201775 0.00183158 43606.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 656.849 353.003 0.0201873 0.00182982 43579 0
: 449 Minimum Test error found - save the configuration
: 449 | 649.939 349.797 0.0201862 0.00182234 43563.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 643.523 346.385 0.0201841 0.0018153 43552.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 637.092 342.378 0.0201855 0.0018206 43561.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 630.333 338.836 0.0201839 0.00182076 43565.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 624.236 335.418 0.0201822 0.00182328 43575.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 617.74 332.06 0.0201871 0.00182149 43559.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 611.595 328.68 0.0201784 0.00181398 43562.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 605.068 325.382 0.0201845 0.00181985 43562.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 599.332 322.113 0.0201724 0.00181933 43589.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 593.025 318.784 0.0201794 0.00181959 43573.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 586.918 315.584 0.0201776 0.00182076 43580.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 581.012 312.283 0.0201904 0.00182278 43555 0
: 461 Minimum Test error found - save the configuration
: 461 | 574.902 309.262 0.0205294 0.00185304 42834.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 569.054 305.846 0.0201746 0.00182981 43609.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 563.521 302.97 0.020176 0.0018314 43609.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 557.862 300.234 0.0201841 0.00183 43587.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 551.974 296.754 0.0201975 0.00183336 43563.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 546.192 293.637 0.0201742 0.00182952 43609.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 540.701 290.555 0.0201646 0.00182246 43615.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 534.936 288.185 0.0201734 0.00182078 43590.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 529.529 285.572 0.020199 0.00181676 43520.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 523.894 282.101 0.0201686 0.00182103 43602.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 518.464 279.509 0.0201787 0.00182048 43577.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 513.541 277.472 0.0201795 0.00182275 43580.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 508.539 273.689 0.0201817 0.00182324 43576.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 502.654 271.068 0.020181 0.0018141 43556.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 497.935 268.156 0.0201996 0.00182248 43532.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 492.251 265.598 0.0201812 0.00182141 43573.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 487.426 262.953 0.0201759 0.00182176 43587 0
: 478 Minimum Test error found - save the configuration
: 478 | 482.252 259.961 0.0201835 0.00183079 43590.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 477.152 257.711 0.020191 0.00182271 43553.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 472.247 254.807 0.0201934 0.00183173 43569 0
: 481 Minimum Test error found - save the configuration
: 481 | 467.139 252.814 0.0201734 0.00182985 43612 0
: 482 Minimum Test error found - save the configuration
: 482 | 463.011 249.886 0.0201743 0.00183021 43610.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 457.518 247.479 0.0201912 0.00183282 43576.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 452.597 245.107 0.0201903 0.00182212 43553.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 448.345 242.633 0.0201888 0.00183066 43577.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 443.497 240.48 0.020187 0.00183391 43589.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 438.996 237.878 0.0201893 0.0018314 43578 0
: 488 Minimum Test error found - save the configuration
: 488 | 434.539 235.984 0.0201862 0.00182299 43565.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 429.859 233.606 0.0202053 0.00181512 43501.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 425.381 231.324 0.0201895 0.00182341 43558.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 420.619 229.005 0.0201968 0.00182227 43538.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 416.282 227.146 0.0202022 0.00182451 43531 0
: 493 Minimum Test error found - save the configuration
: 493 | 412.251 224.342 0.0202285 0.00184595 43519.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 408.239 222.275 0.0201923 0.00182189 43548.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 403.394 220.149 0.0201977 0.00182274 43537.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 399.178 217.88 0.0202093 0.00183408 43537 0
: 497 Minimum Test error found - save the configuration
: 497 | 395.018 215.565 0.0201896 0.00182695 43566.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 390.877 213.793 0.0201772 0.00184418 43637.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 386.931 211.583 0.0201715 0.00183174 43621 0
: 500 Minimum Test error found - save the configuration
: 500 | 382.635 209.802 0.020171 0.00182999 43618 0
: 501 Minimum Test error found - save the configuration
: 501 | 378.818 207.472 0.0201828 0.00183181 43594.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 375.227 206.208 0.0201692 0.00182223 43603.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 371.169 204.952 0.0201925 0.00183168 43571 0
: 504 Minimum Test error found - save the configuration
: 504 | 367.047 201.973 0.0201853 0.00183175 43588.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 362.946 200.014 0.0201762 0.00182856 43602.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 359.307 198.266 0.0201754 0.00182239 43589.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 355.481 196.066 0.0201656 0.0018148 43594.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 351.64 193.932 0.0201863 0.00182196 43562.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 347.958 192.602 0.0201909 0.00182237 43552.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 344.088 190.399 0.0201732 0.00182108 43591.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 340.591 188.886 0.0201797 0.00182316 43581.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 336.975 187.23 0.0201845 0.00181542 43551.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 333.587 185.009 0.0202267 0.00186551 43570.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 330.031 183.389 0.0202073 0.00185204 43584.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 326.543 181.354 0.0201891 0.00182184 43555.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 322.759 180.255 0.0201844 0.00182107 43565.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 319.769 178.051 0.0201988 0.00184425 43585.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 315.951 176.37 0.0201959 0.00183504 43571 0
: 519 Minimum Test error found - save the configuration
: 519 | 312.547 174.771 0.0202123 0.00183345 43528.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 309.438 173.004 0.0201681 0.00183092 43627.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 306.12 171.367 0.0201797 0.00183052 43598.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 302.523 169.592 0.0201846 0.00182327 43569.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 299.883 168.521 0.020204 0.00183044 43540.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 296.437 166.746 0.0201778 0.00183137 43605.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 293.285 165.458 0.0201859 0.00182912 43580.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 290.058 163.442 0.0201835 0.00182166 43568.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 286.905 162.092 0.0201881 0.00181623 43544.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 283.529 160.341 0.0201942 0.00182197 43544 0
: 529 Minimum Test error found - save the configuration
: 529 | 280.874 159.266 0.0201746 0.00182287 43592.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 278.041 158.623 0.0201823 0.00182294 43574.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 274.825 156.318 0.0201857 0.00182193 43564 0
: 532 Minimum Test error found - save the configuration
: 532 | 271.604 154.274 0.0202148 0.00181607 43481.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 269.14 153.128 0.0201925 0.00182243 43549.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 265.784 151.363 0.0201761 0.00182348 43590.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 262.686 150.559 0.0201986 0.00182219 43534.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 260.148 148.461 0.0202016 0.00183297 43552.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 257.302 147.382 0.0201982 0.00183076 43555.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 254.252 145.968 0.0201885 0.00183136 43579.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 251.709 144.322 0.0201938 0.00183121 43566.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 248.716 143.464 0.0201916 0.00183316 43576.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 246.389 142.55 0.0201896 0.00182364 43558.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 243.624 140.575 0.0201941 0.00183205 43568.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 240.717 139.215 0.0201762 0.00183001 43605.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 238.112 137.81 0.0201796 0.00182886 43594.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 235.671 136.582 0.0201835 0.00182283 43571.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 233.116 135.175 0.020187 0.00182265 43562.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 230.558 134.021 0.0202026 0.00182455 43530.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 228.046 132.434 0.0206137 0.00185387 42644.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 225.414 131.189 0.0202002 0.00181652 43516.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 222.863 130.118 0.020203 0.00182249 43524.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 220.351 129.215 0.0201852 0.00182338 43568.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 218.049 127.689 0.020187 0.00182046 43557.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 215.798 126.921 0.0201936 0.00182306 43548.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 212.798 124.846 0.0201978 0.00182565 43544.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 210.409 124.257 0.0201962 0.00183204 43563.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 208.29 122.779 0.0201914 0.0018332 43577.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 206.074 122.023 0.0201968 0.00183206 43561.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 203.694 121.041 0.0201899 0.00183129 43576.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 201.304 120.151 0.0201947 0.00182287 43544.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 198.925 117.893 0.0201922 0.00183199 43572.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 196.592 117.151 0.020195 0.00183123 43564.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 194.47 116.005 0.0201822 0.00182954 43590.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 192.654 114.479 0.0201847 0.00182252 43567.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 190.192 113.891 0.020189 0.00181455 43538.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 187.985 112.554 0.0202011 0.00182263 43529.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 185.583 111.624 0.0201921 0.00182129 43547.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 183.368 110.846 0.0201835 0.00182102 43567.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 181.237 109.687 0.0201957 0.00182388 43544.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 179.231 108.168 0.0201839 0.00181679 43556.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 177.145 107.044 0.0202261 0.00182304 43471 0
: 571 Minimum Test error found - save the configuration
: 571 | 174.797 106.246 0.0201951 0.001822 43541.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 172.927 105.055 0.0202124 0.00182765 43514.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 170.875 104.308 0.0202013 0.00182505 43534.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 168.917 103.69 0.0202128 0.00184664 43558.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 166.877 101.944 0.0201865 0.00183217 43586.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 164.97 101.114 0.0201924 0.00183076 43569 0
: 577 Minimum Test error found - save the configuration
: 577 | 162.926 100.505 0.0201953 0.0018337 43569.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 160.993 99.0617 0.0201928 0.00182633 43557.7 0
: 579 | 159.325 99.0741 0.0201344 0.00177176 43566.8 1
: 580 Minimum Test error found - save the configuration
: 580 | 157.466 97.6559 0.0201962 0.00183392 43567.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 155.451 96.296 0.0202076 0.00183175 43535.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 153.376 95.1567 0.0202071 0.00182444 43519.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 152.004 94.6946 0.0201928 0.00181564 43532.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 149.905 93.2481 0.0202002 0.00182243 43530.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 148.149 93.0248 0.0202238 0.0018232 43476.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 146.402 91.6521 0.0201806 0.00182167 43575.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 144.505 90.6161 0.0201885 0.00182422 43562.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 143.126 90.0671 0.0201885 0.00181814 43548.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 141.086 89.1827 0.0201917 0.00182089 43547.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 139.346 87.9458 0.020187 0.00182093 43558.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 137.87 87.1951 0.020184 0.00182368 43572.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 135.982 86.1406 0.0202304 0.00183571 43490.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 134.283 85.8543 0.0202041 0.00184311 43570.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 132.769 84.6981 0.0201852 0.00183155 43588.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 130.93 83.9451 0.0202153 0.00183615 43527.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 129.596 83.6267 0.0201841 0.00183166 43591 0
: 597 Minimum Test error found - save the configuration
: 597 | 127.896 81.9459 0.0202101 0.00182829 43521.3 0
: 598 | 126.148 82.4711 0.0201595 0.00177359 43511.5 1
: 599 Minimum Test error found - save the configuration
: 599 | 124.947 80.2499 0.020187 0.00183357 43588.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 123.325 79.2058 0.0201897 0.00183109 43576.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 121.749 78.9223 0.0202004 0.00182669 43540.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 120.239 78.3623 0.0201899 0.00181745 43543.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 118.978 76.995 0.0202022 0.00182227 43525.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 117.1 76.2126 0.0201892 0.00182147 43554.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 115.627 75.6398 0.0201912 0.00182162 43550.3 0
: 606 | 114.445 75.6551 0.0201501 0.00176795 43520.4 1
: 607 Minimum Test error found - save the configuration
: 607 | 113.113 74.4817 0.0202308 0.00183857 43496.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 111.684 73.9895 0.0202139 0.00183253 43522.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 110.135 72.2497 0.0201964 0.00182508 43546 0
: 610 Minimum Test error found - save the configuration
: 610 | 108.682 71.5732 0.020189 0.00182446 43562.2 0
: 611 | 107.354 71.6083 0.0201248 0.00176499 43573.5 1
: 612 Minimum Test error found - save the configuration
: 612 | 106.06 69.9812 0.0201929 0.00182909 43563.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 104.498 69.4662 0.0201975 0.00183132 43558.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 103.269 68.7826 0.0201996 0.0018344 43560.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 102.103 68.442 0.0201935 0.00183192 43569.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 100.653 67.219 0.0202162 0.00186045 43583.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 99.3047 66.9841 0.0201904 0.00182591 43562.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 98.2179 66.5686 0.020194 0.00183071 43565.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 96.9157 65.5193 0.020184 0.00183002 43587.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 95.5518 64.9915 0.0201879 0.00182416 43564.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 94.3994 64.7244 0.0201947 0.0018232 43545.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 93.3983 63.7245 0.0201838 0.00181681 43556.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 92.0285 62.7125 0.0202002 0.00182459 43535.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 90.8068 62.2528 0.0201997 0.00182388 43535.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 89.9524 61.5527 0.0201881 0.0018222 43558.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 88.8206 61.5209 0.0201878 0.00182359 43563.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 87.5752 61.0041 0.0202088 0.00182402 43514.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 86.3982 59.6645 0.0201843 0.00182232 43568.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 85.2831 59.5233 0.0201895 0.00182248 43556.4 0
: 630 | 84.1206 59.5596 0.0201307 0.00176364 43556.2 1
: 631 Minimum Test error found - save the configuration
: 631 | 83.051 57.8238 0.0201971 0.0018323 43561.7 0
: 632 | 81.8204 57.8686 0.0201286 0.00176806 43571.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 80.8097 56.6823 0.0202025 0.0018331 43550.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 79.6476 55.8993 0.0202006 0.00183341 43556 0
: 635 Minimum Test error found - save the configuration
: 635 | 78.762 55.6843 0.0205824 0.00185826 42725.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 77.774 55.2624 0.0202038 0.00183528 43552.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 76.7407 54.3695 0.0201909 0.00183427 43580.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 75.6114 53.9699 0.0201969 0.00182492 43544.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 75.027 53.4839 0.0201886 0.00182311 43559.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 73.9395 53.3181 0.0201898 0.00182595 43563.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 72.8897 52.6827 0.0201793 0.00182306 43581.8 0
: 642 | 72.2145 53.8874 0.0201455 0.00176511 43524.6 1
: 643 Minimum Test error found - save the configuration
: 643 | 71.4163 51.5253 0.0201951 0.00182617 43551.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 70.0529 50.8152 0.020218 0.00182473 43494.3 0
: 645 | 69.1059 51.0117 0.0201268 0.00175601 43547.3 1
: 646 Minimum Test error found - save the configuration
: 646 | 68.358 50.1576 0.0201817 0.00182188 43573.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 67.3208 49.2058 0.0202015 0.00182706 43538.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 66.4448 49.0958 0.0202027 0.00182509 43531.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 65.5138 48.2096 0.0201969 0.00183594 43570.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 64.513 47.6648 0.0201921 0.00182585 43558.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.7847 47.6397 0.0201849 0.00183197 43589.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.839 46.6552 0.0201805 0.00183487 43607 0
: 653 Minimum Test error found - save the configuration
: 653 | 62.2035 46.2308 0.0201799 0.00183132 43600.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 61.1011 45.9162 0.0201848 0.00183327 43593 0
: 655 Minimum Test error found - save the configuration
: 655 | 60.5433 45.8319 0.0201782 0.00182602 43591.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 59.7369 45.4669 0.0201843 0.00183317 43594.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 58.9473 44.4347 0.0201791 0.00183392 43608.3 0
: 658 | 58.1466 45.4329 0.0201283 0.00177926 43599 1
: 659 Minimum Test error found - save the configuration
: 659 | 57.7933 43.83 0.0202004 0.00184429 43582.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 56.8005 43.3638 0.0201864 0.00181757 43552.1 0
: 661 | 56.5147 43.956 0.0201318 0.00176387 43554.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 55.3392 42.2833 0.0201877 0.00182258 43560.8 0
: 663 | 54.3973 42.4916 0.0201518 0.00176512 43509.7 1
: 664 Minimum Test error found - save the configuration
: 664 | 53.5249 41.7093 0.0201955 0.00182533 43548.9 0
: 665 | 52.8313 41.7135 0.0201621 0.00175804 43468.6 1
: 666 Minimum Test error found - save the configuration
: 666 | 52.2691 40.9604 0.0201872 0.00182176 43560 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.9584 40.7445 0.0201939 0.00182499 43551.8 0
: 668 | 50.927 41.0005 0.0201285 0.0017646 43563.7 1
: 669 Minimum Test error found - save the configuration
: 669 | 50.5193 39.9789 0.0201823 0.00182273 43573.9 0
: 670 | 50.1212 40.1236 0.0201312 0.00176297 43553.4 1
: 671 Minimum Test error found - save the configuration
: 671 | 49.0443 39.1084 0.020197 0.00182574 43546.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 48.2164 38.9811 0.0201918 0.00183129 43571.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 47.9491 38.8159 0.0202078 0.0018428 43561.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 47.095 38.0684 0.0201915 0.00183202 43574.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.3661 37.7995 0.0201983 0.00183274 43559.9 0
: 676 | 46.3195 38.157 0.0203711 0.00179384 43063.4 1
: 677 Minimum Test error found - save the configuration
: 677 | 45.659 36.8961 0.020274 0.00187017 43469.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 44.6726 36.5405 0.0202263 0.00183752 43504.8 0
: 679 | 44.1455 37.6588 0.0201598 0.00176172 43482.9 1
: 680 Minimum Test error found - save the configuration
: 680 | 43.5049 36.1046 0.0201828 0.00182359 43574.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.8378 36.0744 0.0201874 0.00181902 43553.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 42.2491 35.7235 0.0201881 0.00182343 43561.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.9227 35.0499 0.0202317 0.00184803 43516.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 41.1246 34.9616 0.0202723 0.00185642 43440.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.4719 34.4315 0.0203003 0.00185096 43362.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 40.0678 34.381 0.0202588 0.00185436 43467.9 0
: 687 | 39.8187 34.7955 0.0202098 0.00176957 43383.5 1
: 688 Minimum Test error found - save the configuration
: 688 | 39.1708 33.4636 0.0202352 0.0018501 43513.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.6271 33.1583 0.0204372 0.001921 43205.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.0105 33.0617 0.0202276 0.00183023 43484.4 0
: 691 | 37.6377 33.8382 0.0201567 0.00177305 43516.9 1
: 692 Minimum Test error found - save the configuration
: 692 | 37.0487 32.7672 0.0202071 0.00183773 43550.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.6008 32.4417 0.0202071 0.00183163 43536.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 36.0816 32.1114 0.0201967 0.00182399 43542.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 35.5585 31.6733 0.0202288 0.00182018 43457.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 35.0952 31.6211 0.0202184 0.0018255 43495.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.5413 31.4415 0.0202087 0.00182499 43516.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 34.2038 31.0253 0.0202096 0.00183033 43527.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.8891 30.6469 0.0202331 0.0018203 43448.1 0
: 700 | 33.7344 30.7174 0.0201514 0.00176452 43509.3 1
: 701 | 32.8694 30.7208 0.0201394 0.00176432 43537.1 2
: 702 Minimum Test error found - save the configuration
: 702 | 32.5711 30.0582 0.0202061 0.00182356 43519.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 32.1102 29.5168 0.020196 0.00182418 43545 0
: 704 | 31.5896 29.8352 0.0201606 0.00176868 43497.4 1
: 705 Minimum Test error found - save the configuration
: 705 | 31.1761 29.0935 0.0202407 0.0018601 43524.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.6398 28.9861 0.0202114 0.00183507 43534.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.521 28.7615 0.0202082 0.00183435 43540 0
: 708 Minimum Test error found - save the configuration
: 708 | 30.0085 28.532 0.0202096 0.00183501 43538.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 29.6393 28.3586 0.020215 0.00182884 43510.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.2489 28.2228 0.0202339 0.00183499 43480.8 0
: 711 Minimum Test error found - save the configuration
: 711 | 28.8194 28.0388 0.0201938 0.00183476 43575.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.5482 27.7199 0.0202007 0.00182462 43534.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.3488 27.4342 0.0201955 0.00182419 43546.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 28.097 27.1729 0.0202028 0.00182666 43534.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.6587 27.1542 0.0202024 0.0018234 43528 0
: 716 Minimum Test error found - save the configuration
: 716 | 27.3713 27.0696 0.0202082 0.00182317 43513.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.9044 26.8169 0.0201884 0.00182383 43562.2 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.5166 26.7145 0.0202008 0.00181716 43517.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.3713 26.0442 0.0202101 0.00182438 43512 0
: 720 | 26.1192 26.5653 0.0201454 0.00176673 43528.8 1
: 721 Minimum Test error found - save the configuration
: 721 | 25.8675 25.5291 0.0206552 0.00187938 42608 0
: 722 | 25.3831 26.2454 0.0201616 0.00177417 43508 1
: 723 | 25.5962 25.8734 0.0201407 0.00177436 43557.8 2
: 724 Minimum Test error found - save the configuration
: 724 | 24.9088 25.2691 0.0202029 0.00183355 43550.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.1538 24.9082 0.0202046 0.00183371 43547.3 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.9406 24.795 0.0202494 0.00185696 43496 0
: 727 Minimum Test error found - save the configuration
: 727 | 23.8766 24.6658 0.0202023 0.00183306 43551.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.2923 24.4758 0.020194 0.00183161 43567.3 0
: 729 | 23.0087 24.5468 0.0201407 0.00176449 43534.6 1
: 730 Minimum Test error found - save the configuration
: 730 | 22.8251 24.0004 0.0201997 0.00182557 43539.4 0
: 731 | 22.6948 24.5721 0.0201492 0.00175814 43499.3 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.5905 23.6822 0.0202008 0.00182554 43536.8 0
: 733 | 22.0203 23.7034 0.0201511 0.00176432 43509.5 1
: 734 Minimum Test error found - save the configuration
: 734 | 21.6773 23.4132 0.0202037 0.00182431 43527 0
: 735 | 21.6971 23.5473 0.0201406 0.00176528 43536.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 21.2832 23.0104 0.0202063 0.00181603 43501.2 0
: 737 Minimum Test error found - save the configuration
: 737 | 21.0181 22.5892 0.0202063 0.00182422 43520.7 0
: 738 | 20.6385 22.6084 0.0201448 0.00176566 43527.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.6633 22.5055 0.0202061 0.00182728 43528.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.1526 22.4618 0.020233 0.00184236 43500.3 0
: 741 | 20.0911 22.6268 0.0201648 0.00176892 43488 1
: 742 | 20.3573 23.1671 0.0201586 0.00177661 43520.8 2
: 743 Minimum Test error found - save the configuration
: 743 | 20.1489 21.801 0.0202305 0.00184037 43501.7 0
: 744 | 19.4966 22.1843 0.0201388 0.00177379 43561 1
: 745 Minimum Test error found - save the configuration
: 745 | 19.2104 21.4454 0.0202306 0.0018571 43540.9 0
: 746 Minimum Test error found - save the configuration
: 746 | 18.8587 21.1841 0.0202102 0.00183384 43534.2 0
: 747 | 18.6498 21.2048 0.0201447 0.00177232 43543.7 1
: 748 Minimum Test error found - save the configuration
: 748 | 18.3897 21.0117 0.0202091 0.00183352 43536 0
: 749 Minimum Test error found - save the configuration
: 749 | 18.1694 20.6376 0.0202169 0.00184127 43535.8 0
: 750 | 17.9902 20.9436 0.0201502 0.00175881 43498.5 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.8348 20.4298 0.0202313 0.00185221 43527.7 0
: 752 | 17.5639 20.8449 0.0201482 0.00176535 43518.7 1
: 753 Minimum Test error found - save the configuration
: 753 | 17.4226 20.3273 0.0201986 0.00182376 43537.8 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.2858 19.852 0.020192 0.00182358 43553.1 0
: 755 | 16.9955 20.1179 0.0201494 0.00175984 43502.9 1
: 756 | 16.9487 20.1978 0.0201397 0.00175833 43522.4 2
: 757 Minimum Test error found - save the configuration
: 757 | 16.7669 19.7362 0.0202326 0.00182317 43456 0
: 758 | 16.5242 19.8691 0.0201369 0.00176377 43541.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 16.1885 19.2899 0.0202063 0.00182506 43522.7 0
: 760 Minimum Test error found - save the configuration
: 760 | 16.0671 19.1338 0.0202306 0.00182615 43467.7 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.8244 19.1313 0.0202133 0.0018352 43530.1 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.7931 18.9501 0.0201891 0.00183147 43578.7 0
: 763 | 15.758 18.9974 0.0201248 0.00177312 43592.8 1
: 764 Minimum Test error found - save the configuration
: 764 | 15.7116 18.6431 0.0201951 0.0018338 43569.8 0
: 765 Minimum Test error found - save the configuration
: 765 | 15.3623 18.4683 0.0202105 0.00183443 43535 0
: 766 | 15.1693 18.5714 0.0201369 0.00176693 43549.4 1
: 767 Minimum Test error found - save the configuration
: 767 | 14.9897 18.1021 0.020193 0.00183478 43577.1 0
: 768 | 14.8029 18.1934 0.0201813 0.00177575 43465.1 1
: 769 Minimum Test error found - save the configuration
: 769 | 14.7557 18.0283 0.0202226 0.00183253 43501.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.5512 17.7488 0.0202422 0.00183996 43472.9 0
: 771 | 14.2342 17.9833 0.0201738 0.00176588 43459.6 1
: 772 | 14.3724 17.8276 0.020161 0.0017674 43493.3 2
: 773 | 14.1483 17.8432 0.0201552 0.00176488 43501.1 3
: 774 Minimum Test error found - save the configuration
: 774 | 14.1995 17.4457 0.0202182 0.00183494 43517.8 0
: 775 | 14.0198 18.0799 0.0201491 0.00175795 43499.2 1
: 776 Minimum Test error found - save the configuration
: 776 | 13.6821 17.4139 0.0202059 0.00182647 43526.9 0
: 777 Minimum Test error found - save the configuration
: 777 | 13.7398 17.1469 0.0202014 0.00182527 43534.7 0
: 778 Minimum Test error found - save the configuration
: 778 | 13.57 17.0787 0.0202044 0.00182512 43527.4 0
: 779 | 13.3327 17.0805 0.0201487 0.00176665 43520.6 1
: 780 Minimum Test error found - save the configuration
: 780 | 13.0351 16.4063 0.0202095 0.00182682 43519.1 0
: 781 | 12.9998 16.7195 0.0201467 0.00177364 43542 1
: 782 | 13.0726 16.8496 0.0201487 0.00177582 43542.5 2
: 783 Minimum Test error found - save the configuration
: 783 | 12.8507 15.9134 0.0202149 0.00184073 43539.4 0
: 784 | 12.6643 16.4386 0.0201421 0.00177362 43552.9 1
: 785 | 12.3328 15.9275 0.0201416 0.00177126 43548.5 2
: 786 Minimum Test error found - save the configuration
: 786 | 12.2771 15.8886 0.020205 0.00183584 43551.4 0
: 787 | 12.3025 16.4456 0.0201406 0.00177514 43560.1 1
: 788 | 12.7154 16.7107 0.0201394 0.0017735 43558.9 2
: 789 | 12.119 16.3936 0.0201383 0.00177292 43560.2 3
: 790 Minimum Test error found - save the configuration
: 790 | 11.995 15.3431 0.0202152 0.00182859 43509.9 0
: 791 Minimum Test error found - save the configuration
: 791 | 11.6622 15.1686 0.0202255 0.00182453 43475.9 0
: 792 | 11.5998 16.1311 0.0201499 0.00176685 43518.3 1
: 793 Minimum Test error found - save the configuration
: 793 | 11.7946 15.1057 0.0202483 0.00182929 43433.5 0
: 794 Minimum Test error found - save the configuration
: 794 | 11.2412 15.0599 0.0202044 0.00182478 43526.4 0
: 795 | 11.2266 15.4541 0.0201574 0.00175869 43481.3 1
: 796 | 11.1805 15.3146 0.0201341 0.00175892 43537 2
: 797 Minimum Test error found - save the configuration
: 797 | 11.0779 14.5942 0.0202042 0.00182286 43522.5 0
: 798 | 10.8508 14.8176 0.0201402 0.0017646 43536 1
: 799 Minimum Test error found - save the configuration
: 799 | 10.5808 14.449 0.0202292 0.001828 43475.3 0
: 800 | 10.4877 14.5501 0.0201604 0.00176862 43497.8 1
: 801 | 10.7285 15.0946 0.0201579 0.00176797 43502.1 2
: 802 Minimum Test error found - save the configuration
: 802 | 10.7989 14.0522 0.0202196 0.00183614 43517.3 0
: 803 | 10.4217 14.7725 0.0201627 0.00177597 43509.7 1
: 804 | 10.2317 14.4752 0.0201531 0.00177399 43527.7 2
: 805 Minimum Test error found - save the configuration
: 805 | 10.2642 13.7997 0.0202212 0.00183536 43511.7 0
: 806 Minimum Test error found - save the configuration
: 806 | 9.8892 13.763 0.0202011 0.00182658 43538.6 0
: 807 | 9.77354 14.4563 0.0201626 0.0017757 43509.2 1
: 808 Minimum Test error found - save the configuration
: 808 | 9.98374 13.677 0.020551 0.00185783 42796.4 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.58265 13.6115 0.0202157 0.00181809 43484 0
: 810 Minimum Test error found - save the configuration
: 810 | 9.52934 13.4743 0.0202295 0.00182831 43475.4 0
: 811 | 9.53285 13.6773 0.0201676 0.00176909 43481.7 1
: 812 Minimum Test error found - save the configuration
: 812 | 9.62475 13.3845 0.0202267 0.00183258 43492.1 0
: 813 Minimum Test error found - save the configuration
: 813 | 9.62006 13.3745 0.0202084 0.00181902 43503.4 0
: 814 | 9.51529 13.3773 0.0201488 0.00175892 43502.2 1
: 815 | 9.20212 13.4667 0.0201579 0.00176592 43497.1 2
: 816 Minimum Test error found - save the configuration
: 816 | 8.94042 12.9044 0.0202246 0.00182892 43488.5 0
: 817 | 8.86628 13.7933 0.0201482 0.00176573 43519.8 1
: 818 Minimum Test error found - save the configuration
: 818 | 9.24849 12.696 0.0202847 0.00185133 43399.5 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.76221 12.6079 0.0202242 0.00183445 43502.6 0
: 820 | 8.74531 12.8706 0.0201521 0.0017779 43539.4 1
: 821 Minimum Test error found - save the configuration
: 821 | 8.51536 12.5961 0.0202088 0.00183271 43534.7 0
: 822 Minimum Test error found - save the configuration
: 822 | 8.68806 12.3549 0.0202136 0.00183748 43534.8 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.42106 12.1582 0.0202224 0.00182878 43493.3 0
: 824 | 8.26254 12.2841 0.0201603 0.00177626 43516.1 1
: 825 | 8.30609 12.3925 0.020148 0.00177517 43542.6 2
: 826 | 8.36484 12.7423 0.0201537 0.00177552 43529.8 3
: 827 | 8.36356 12.2046 0.020142 0.00176796 43539.7 4
: 828 | 8.45839 12.5187 0.0201569 0.00176021 43486 5
: 829 Minimum Test error found - save the configuration
: 829 | 8.29713 12.0813 0.0202212 0.00183182 43503.4 0
: 830 Minimum Test error found - save the configuration
: 830 | 7.97339 11.6687 0.0202054 0.00182989 43536.2 0
: 831 | 7.72645 11.6711 0.0201562 0.00176561 43500.6 1
: 832 Minimum Test error found - save the configuration
: 832 | 7.81169 11.4236 0.0202153 0.00183044 43514.1 0
: 833 | 7.8598 12.7424 0.0201509 0.0017596 43498.9 1
: 834 | 7.84742 11.8562 0.0201547 0.00176402 43500.3 2
: 835 | 7.81857 11.592 0.0201441 0.00176566 43529.2 3
: 836 Minimum Test error found - save the configuration
: 836 | 7.66497 11.0761 0.0202182 0.00182486 43494.1 0
: 837 | 7.68072 11.1595 0.0201593 0.00176554 43492.9 1
: 838 | 7.40107 11.0845 0.0201624 0.00176901 43494 2
: 839 | 7.33752 11.1131 0.020168 0.00177196 43487.6 3
: 840 Minimum Test error found - save the configuration
: 840 | 7.24199 11.0099 0.0202253 0.00184416 43523 0
: 841 Minimum Test error found - save the configuration
: 841 | 7.11746 10.7571 0.0202141 0.00183665 43531.5 0
: 842 Minimum Test error found - save the configuration
: 842 | 7.0435 10.7027 0.0202913 0.00187758 43445.8 0
: 843 | 7.17789 11.1105 0.0201718 0.00176746 43468.1 1
: 844 | 7.19708 10.964 0.0201663 0.00178258 43516.7 2
: 845 | 7.03205 11.0013 0.0201617 0.00177515 43510.1 3
: 846 Minimum Test error found - save the configuration
: 846 | 7.01256 10.4017 0.0202091 0.00183474 43539 0
: 847 | 6.99424 10.5591 0.0201492 0.00176556 43517 1
: 848 | 6.77325 10.7455 0.0201485 0.00176052 43506.6 2
: 849 | 6.84334 10.4232 0.0201542 0.00176626 43506.7 3
: 850 | 6.64182 10.5194 0.0201591 0.00176851 43500.6 4
: 851 Minimum Test error found - save the configuration
: 851 | 6.64025 10.1778 0.0202606 0.00184999 43453.2 0
: 852 | 6.92486 10.3932 0.020165 0.00177079 43491.9 1
: 853 | 6.48166 10.4168 0.0201512 0.00176104 43501.6 2
: 854 | 6.65525 10.2891 0.0201668 0.00176606 43476.4 3
: 855 | 6.7829 10.3624 0.0201566 0.00176596 43500.4 4
: 856 Minimum Test error found - save the configuration
: 856 | 6.40548 9.73028 0.0202195 0.00183333 43511 0
: 857 Minimum Test error found - save the configuration
: 857 | 6.47992 9.70941 0.0202533 0.00186781 43512.5 0
: 858 | 6.45295 9.73916 0.0201774 0.00176887 43458.2 1
: 859 | 6.40024 9.81748 0.020164 0.0017763 43507.3 2
: 860 | 6.48727 10.1282 0.0201634 0.00177517 43506 3
: 861 Minimum Test error found - save the configuration
: 861 | 6.34664 9.69521 0.0202243 0.00183896 43513 0
: 862 Minimum Test error found - save the configuration
: 862 | 6.38465 9.57546 0.0202265 0.00183696 43503 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.28922 9.51856 0.0202738 0.00185362 43430.7 0
: 864 Minimum Test error found - save the configuration
: 864 | 6.07504 9.35077 0.0202538 0.0018428 43452.3 0
: 865 Minimum Test error found - save the configuration
: 865 | 6.11092 9.24096 0.0202443 0.00184754 43486 0
: 866 | 6.09786 9.52836 0.020195 0.00177104 43421.8 1
: 867 | 6.52755 9.36732 0.0201647 0.00175943 43465.8 2
: 868 | 6.23873 9.35042 0.0201654 0.00176654 43480.9 3
: 869 | 6.12091 9.25422 0.0201456 0.00176663 43528.1 4
: 870 | 5.96297 9.34645 0.020147 0.00176581 43522.8 5
: 871 Minimum Test error found - save the configuration
: 871 | 5.97284 8.87748 0.0202127 0.00183449 43529.8 0
: 872 | 5.86521 8.98342 0.0201423 0.00175959 43519.2 1
: 873 Minimum Test error found - save the configuration
: 873 | 5.82025 8.65982 0.0202155 0.00182977 43512 0
: 874 | 5.78397 9.47817 0.0201445 0.00176695 43531.5 1
: 875 | 6.22536 9.04773 0.0201487 0.00176739 43522.4 2
: 876 | 6.27478 9.51523 0.020164 0.00176549 43481.7 3
: 877 | 5.83383 9.53162 0.0201468 0.00176733 43526.8 4
: 878 Minimum Test error found - save the configuration
: 878 | 5.75904 8.30762 0.0202197 0.00183262 43508.7 0
: 879 | 5.5463 8.76307 0.0201721 0.00177615 43487.8 1
: 880 | 5.8175 8.37579 0.0201464 0.00177417 43544 2
: 881 | 5.56373 9.00866 0.0201541 0.00177472 43526.9 3
: 882 | 5.53302 8.36549 0.0201557 0.00177812 43531.4 4
: 883 | 5.39783 8.84666 0.0201547 0.00177046 43515.4 5
: 884 Minimum Test error found - save the configuration
: 884 | 5.72779 8.14882 0.020229 0.00184461 43515.1 0
: 885 Minimum Test error found - save the configuration
: 885 | 5.29752 7.92442 0.0202576 0.00186951 43506.4 0
: 886 | 5.39309 8.23513 0.0201739 0.00177137 43472.3 1
: 887 Minimum Test error found - save the configuration
: 887 | 5.20828 7.83457 0.0202161 0.0018276 43505.6 0
: 888 | 5.21249 8.08005 0.0201547 0.00176166 43494.6 1
: 889 | 5.36062 8.47388 0.020167 0.00176688 43478.1 2
: 890 Minimum Test error found - save the configuration
: 890 | 5.42811 7.7966 0.0202235 0.00182691 43486.4 0
: 891 Minimum Test error found - save the configuration
: 891 | 5.12657 7.71296 0.0202202 0.00182613 43492.3 0
: 892 Minimum Test error found - save the configuration
: 892 | 5.11 7.70244 0.0202206 0.00182045 43477.9 0
: 893 Minimum Test error found - save the configuration
: 893 | 5.13547 7.53779 0.0206057 0.00184615 42645 0
: 894 | 4.99855 8.49605 0.0201887 0.00176868 43431.1 1
: 895 | 5.3619 8.06383 0.0201693 0.00177059 43481.3 2
: 896 | 5.37889 7.63258 0.0201606 0.00177474 43511.8 3
: 897 | 5.05058 8.11971 0.0201723 0.00177658 43488.4 4
: 898 Minimum Test error found - save the configuration
: 898 | 5.18608 7.2081 0.0202296 0.00183535 43491.9 0
: 899 | 5.15411 7.72344 0.0201645 0.00177732 43508.5 1
: 900 | 5.06725 7.79015 0.0201568 0.00176948 43508.3 2
: 901 Minimum Test error found - save the configuration
: 901 | 5.37144 7.14899 0.0202504 0.00184703 43470.2 0
: 902 | 5.09795 7.32685 0.0201645 0.00177919 43512.9 1
: 903 | 5.05946 7.91441 0.0201585 0.00177483 43517 2
: 904 | 5.10285 7.47989 0.0201876 0.00176752 43430.9 3
: 905 | 4.86716 7.37695 0.0201605 0.00175989 43476.8 4
: 906 | 4.89991 7.19021 0.0201532 0.0017608 43496.1 5
: 907 Minimum Test error found - save the configuration
: 907 | 4.72485 6.87173 0.0202289 0.00182938 43479.5 0
: 908 | 4.68204 7.01251 0.0201841 0.00176634 43436.3 1
: 909 Minimum Test error found - save the configuration
: 909 | 4.52148 6.71266 0.0202135 0.00182634 43508.7 0
: 910 | 4.62277 7.02572 0.020173 0.00176198 43452.2 1
: 911 | 4.52632 6.83239 0.0201872 0.00176615 43428.7 2
: 912 Minimum Test error found - save the configuration
: 912 | 4.85121 6.70235 0.0202161 0.00182698 43503.9 0
: 913 Minimum Test error found - save the configuration
: 913 | 4.68308 6.61917 0.020252 0.00185204 43478.3 0
: 914 Minimum Test error found - save the configuration
: 914 | 4.63516 6.60246 0.0202424 0.0018585 43516.3 0
: 915 | 4.6299 6.68523 0.0202264 0.00178047 43370 1
: 916 | 4.63155 6.82702 0.0201787 0.00177689 43473.9 2
: 917 Minimum Test error found - save the configuration
: 917 | 4.51089 6.52236 0.0202301 0.00184638 43516.9 0
: 918 | 4.61604 6.66454 0.0201948 0.00177578 43433.3 1
: 919 | 4.53166 6.67751 0.0201577 0.00176844 43503.6 2
: 920 Minimum Test error found - save the configuration
: 920 | 4.39267 6.36143 0.0202131 0.00183712 43535.1 0
: 921 | 4.26322 6.45046 0.0201602 0.00177417 43511.3 1
: 922 | 4.53749 6.52624 0.0201711 0.00177513 43487.7 2
: 923 Minimum Test error found - save the configuration
: 923 | 4.52084 6.31885 0.0202182 0.00182758 43500.5 0
: 924 Minimum Test error found - save the configuration
: 924 | 4.2887 6.09679 0.0202236 0.0018197 43469 0
: 925 | 4.22932 6.21788 0.0201706 0.00176984 43476.4 1
: 926 | 4.23617 6.27614 0.0201712 0.0017673 43468.9 2
: 927 | 4.31325 7.19863 0.0201586 0.00176782 43500 3
: 928 Minimum Test error found - save the configuration
: 928 | 4.257 6.08318 0.0202318 0.00183284 43480.8 0
: 929 | 4.35124 6.29796 0.0201604 0.001761 43479.7 1
: 930 Minimum Test error found - save the configuration
: 930 | 4.20663 6.00874 0.0202145 0.00182811 43510.4 0
: 931 | 4.32445 6.22705 0.0201531 0.00176724 43511.7 1
: 932 | 4.29768 6.08935 0.0201441 0.00176648 43531.2 2
: 933 Minimum Test error found - save the configuration
: 933 | 4.14724 5.80122 0.0202172 0.00182679 43500.9 0
: 934 | 4.03168 6.16949 0.0201582 0.00176957 43505.1 1
: 935 | 4.09667 5.96066 0.0201693 0.00177549 43492.9 2
: 936 | 4.19101 5.94496 0.0201733 0.00177816 43489.7 3
: 937 Minimum Test error found - save the configuration
: 937 | 4.12747 5.65651 0.0202302 0.00184272 43507.9 0
: 938 | 4.00152 5.83452 0.0201739 0.00177656 43484.6 1
: 939 Minimum Test error found - save the configuration
: 939 | 3.95522 5.58089 0.020228 0.00183052 43484.1 0
: 940 | 3.97346 5.70236 0.0201879 0.00177857 43456.2 1
: 941 | 4.13792 6.3204 0.0201597 0.00177751 43520.3 2
: 942 | 4.04763 5.7939 0.0201723 0.00177635 43487.8 3
: 943 | 4.22948 6.14804 0.020185 0.00176965 43442.1 4
: 944 | 4.14699 5.69104 0.0201624 0.00176321 43480.2 5
: 945 | 4.33495 6.37372 0.0201662 0.00176732 43480.9 6
: 946 Minimum Test error found - save the configuration
: 946 | 4.22969 5.45587 0.0202344 0.00183495 43479.5 0
: 947 Minimum Test error found - save the configuration
: 947 | 3.91626 5.32635 0.0202433 0.00183273 43453.4 0
: 948 Minimum Test error found - save the configuration
: 948 | 3.87384 5.27158 0.0202444 0.00183159 43448 0
: 949 | 3.78198 5.3371 0.0201746 0.00176815 43463.1 1
: 950 | 3.85782 5.45123 0.0201626 0.00176679 43488.2 2
: 951 Minimum Test error found - save the configuration
: 951 | 3.76286 5.09377 0.0202724 0.00186225 43454.2 0
: 952 | 3.89728 5.28232 0.0202033 0.00176804 43395 1
: 953 | 3.70688 5.13889 0.020187 0.00177652 43453.5 2
: 954 | 3.68032 5.12669 0.0201758 0.00177804 43483.6 3
: 955 | 3.71595 5.09559 0.020173 0.00177646 43486.4 4
: 956 Minimum Test error found - save the configuration
: 956 | 3.71668 5.01089 0.0202482 0.00184943 43481.1 0
: 957 | 3.67656 5.11618 0.020173 0.00177159 43474.9 1
: 958 | 3.69955 5.0841 0.0201734 0.00176984 43469.9 2
: 959 | 3.60822 5.50955 0.0201669 0.0017764 43500.6 3
: 960 | 3.78981 5.04872 0.0201735 0.00177777 43488.5 4
: 961 | 3.95445 5.33672 0.0201623 0.00177111 43499.1 5
: 962 | 3.7088 5.03077 0.0201738 0.00176899 43466.8 6
: 963 | 3.7662 5.10708 0.0201694 0.00176153 43459.8 7
: 964 Minimum Test error found - save the configuration
: 964 | 3.61562 4.85154 0.0202468 0.00183785 43457.2 0
: 965 Minimum Test error found - save the configuration
: 965 | 3.50017 4.71208 0.0202456 0.00183099 43443.7 0
: 966 | 3.60012 5.43463 0.0201847 0.00177255 43449.5 1
: 967 | 3.85221 4.81473 0.0201923 0.00176388 43411.2 2
: 968 | 3.58216 4.79129 0.0201916 0.00176722 43420.8 3
: 969 | 3.63475 4.74717 0.0201707 0.00176714 43469.8 4
: 970 Minimum Test error found - save the configuration
: 970 | 3.51222 4.66102 0.0202376 0.00183585 43474.1 0
: 971 | 3.43494 5.40313 0.0201596 0.00176673 43495.1 1
: 972 Minimum Test error found - save the configuration
: 972 | 3.55742 4.58482 0.0202403 0.00182881 43451.1 0
: 973 | 3.54516 4.64232 0.0201729 0.00177681 43487.4 1
: 974 | 3.65437 4.79166 0.0201704 0.00177685 43493.6 2
: 975 | 3.54229 5.04492 0.0201689 0.0017768 43497 3
: 976 | 3.73009 4.6658 0.0201741 0.00177747 43486.2 4
: 977 | 3.40428 4.68927 0.0201765 0.00177024 43463.4 5
: 978 | 3.81552 5.16213 0.0204827 0.00178742 42791.6 6
: 979 Minimum Test error found - save the configuration
: 979 | 3.61915 4.51619 0.0202366 0.00183369 43471.3 0
: 980 | 3.68232 4.62116 0.020179 0.00176224 43438.7 1
: 981 | 4.10572 5.96839 0.0201738 0.00176846 43465.5 2
: 982 | 4.33325 4.84829 0.0201704 0.00176777 43472 3
: 983 | 3.70434 4.54226 0.0201623 0.00176621 43487.5 4
: 984 Minimum Test error found - save the configuration
: 984 | 3.61181 4.50767 0.0202337 0.00182962 43468.5 0
: 985 | 3.59636 5.66329 0.0201757 0.00176245 43447.1 1
: 986 Minimum Test error found - save the configuration
: 986 | 3.46991 4.43468 0.0202382 0.00182744 43452.8 0
: 987 Minimum Test error found - save the configuration
: 987 | 3.51587 4.29492 0.0202406 0.00183004 43453.2 0
: 988 | 3.39529 4.55919 0.0201804 0.001769 43451.2 1
: 989 Minimum Test error found - save the configuration
: 989 | 3.51954 4.1905 0.0202487 0.00183485 43445.7 0
: 990 | 3.35112 4.56923 0.0201955 0.0017772 43435.1 1
: 991 | 3.33736 4.34844 0.0202195 0.00177878 43382.2 2
: 992 | 3.41186 4.28784 0.0201952 0.00178743 43459.8 3
: 993 | 3.5928 5.15807 0.0201889 0.0017783 43453.3 4
: 994 Minimum Test error found - save the configuration
: 994 | 3.42042 4.10365 0.0202361 0.00183556 43477 0
: 995 | 3.23306 4.21443 0.0201946 0.00177802 43439.1 1
: 996 | 3.34996 4.20943 0.0201772 0.00177756 43479.2 2
: 997 | 3.24167 4.10656 0.0201842 0.00176988 43444.4 3
: 998 | 3.47823 4.87481 0.0201812 0.00176974 43451.3 4
: 999 | 3.41563 4.17961 0.020198 0.00176224 43394 5
: 1000 | 3.26113 4.16719 0.0201896 0.00176927 43430.2 6
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.19348 4.05654 0.020261 0.00185073 43454 0
: 1002 | 3.33618 4.24994 0.0202014 0.00177107 43406.8 1
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.40322 3.83852 0.0202674 0.0018253 43378.9 0
: 1004 | 3.18162 4.08402 0.0201798 0.00176987 43454.7 1
: 1005 Minimum Test error found - save the configuration
: 1005 | 3.41199 3.7843 0.0202394 0.00182824 43451.9 0
: 1006 | 3.33486 4.15978 0.0201829 0.0017694 43446.3 1
: 1007 | 3.25263 3.90034 0.0201864 0.00177113 43442.1 2
: 1008 | 3.14772 3.81601 0.0201776 0.00177153 43463.9 3
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.08556 3.68619 0.0202357 0.00183711 43481.5 0
: 1010 | 3.11479 3.87286 0.0201877 0.00177807 43455.5 1
: 1011 | 3.25016 4.54011 0.0201838 0.00178004 43469.4 2
: 1012 | 3.21707 3.87747 0.0201804 0.00177157 43457.3 3
: 1013 | 3.26946 3.7942 0.0201808 0.0017778 43471.2 4
: 1014 | 3.70747 3.72874 0.0201984 0.0017802 43435.2 5
: 1015 | 3.48463 3.75735 0.02022 0.001777 43376.9 6
: 1016 | 3.33248 3.80505 0.0201818 0.00176867 43447.2 7
: 1017 | 3.05753 3.92612 0.0201806 0.00176415 43439.3 8
: 1018 | 3.14678 3.85457 0.0201892 0.0017708 43434.8 9
: 1019 | 3.27532 3.85111 0.0201813 0.00177018 43452.1 10
: 1020 Minimum Test error found - save the configuration
: 1020 | 3.17685 3.59464 0.0202436 0.00183511 43458.1 0
: 1021 | 3.0722 3.65592 0.0201789 0.00176992 43457 1
: 1022 | 3.25472 3.91363 0.0201814 0.00176493 43439.3 2
: 1023 | 3.59695 4.3105 0.0201948 0.00176979 43419.2 3
: 1024 | 3.54116 3.96229 0.0201861 0.00176816 43436 4
: 1025 Minimum Test error found - save the configuration
: 1025 | 3.09409 3.5406 0.0203337 0.00190564 43412.1 0
: 1026 Minimum Test error found - save the configuration
: 1026 | 3.00569 3.27734 0.0202829 0.00184264 43383.4 0
: 1027 | 2.98127 3.67699 0.0201871 0.00178107 43464.1 1
: 1028 | 2.96586 3.45817 0.0201882 0.00177924 43457.2 2
: 1029 Minimum Test error found - save the configuration
: 1029 | 3.23628 3.25666 0.0202592 0.00184132 43436 0
: 1030 | 3.07202 3.80455 0.0201834 0.00177189 43451 1
: 1031 | 2.9218 3.5414 0.0201906 0.00177746 43447.2 2
: 1032 | 2.93199 3.2944 0.0201898 0.00177828 43451.1 3
: 1033 | 2.90899 3.27138 0.0201762 0.00177884 43484.5 4
: 1034 | 2.83542 3.73055 0.020172 0.00176926 43471.7 5
: 1035 | 2.9459 3.31936 0.0201797 0.00176385 43440.8 6
: 1036 | 3.09881 3.38118 0.0201882 0.00176944 43433.9 7
: 1037 | 3.03696 3.96834 0.0201754 0.00177017 43465.9 8
: 1038 | 3.08496 3.43277 0.020173 0.00177001 43471.2 9
: 1039 Minimum Test error found - save the configuration
: 1039 | 2.91879 3.13934 0.0202466 0.00182927 43437.2 0
: 1040 | 2.98415 3.66422 0.020199 0.00176359 43394.7 1
: 1041 | 2.96685 3.30179 0.0201813 0.00176867 43448.3 2
: 1042 Minimum Test error found - save the configuration
: 1042 | 2.79188 2.94638 0.0202566 0.0018299 43415.2 0
: 1043 | 2.86121 3.35926 0.0202072 0.00177089 43392.7 1
: 1044 | 2.99121 3.31062 0.0202078 0.00177233 43394.5 2
: 1045 | 3.05137 3.62061 0.0201983 0.00177958 43434 3
: 1046 | 3.12924 3.62137 0.0201847 0.00178043 43468.3 4
: 1047 | 3.02557 2.97226 0.020197 0.0017792 43436.3 5
: 1048 | 3.00875 3.08912 0.020197 0.00178177 43442.3 6
: 1049 | 3.18018 3.15724 0.020195 0.00177242 43425 7
: 1050 | 2.9596 3.42043 0.020199 0.00177907 43431.2 8
: 1051 | 3.06681 3.42346 0.020191 0.00178013 43452.6 9
: 1052 | 3.15762 3.39631 0.020191 0.00177075 43430.6 10
: 1053 | 2.96653 3.16962 0.0202075 0.00177785 43408.4 11
: 1054 | 2.8124 3.16137 0.020203 0.00177115 43403.1 12
: 1055 | 3.00884 3.50807 0.0202062 0.00176956 43391.8 13
: 1056 | 3.22837 4.0734 0.0201873 0.00177144 43440.9 14
: 1057 | 3.84546 4.61458 0.0202011 0.00177222 43410.1 15
: 1058 | 3.68486 4.32632 0.0201983 0.00176387 43397.1 16
: 1059 | 2.99865 3.01113 0.0202053 0.00177285 43401.8 17
: 1060 | 2.79117 3.11506 0.020188 0.00177095 43438 18
: 1061 | 3.08267 3.4969 0.0202083 0.00177072 43389.7 19
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.89372 2.86379 0.0202536 0.00184103 43448.6 0
: 1063 | 2.7178 2.93111 0.0208318 0.00178929 42011.4 1
: 1064 | 2.73675 3.01487 0.020193 0.001773 43431.1 2
: 1065 Minimum Test error found - save the configuration
: 1065 | 2.81694 2.86127 0.020292 0.00186512 43414.8 0
: 1066 | 3.0974 3.21889 0.020208 0.0017799 43411.9 1
: 1067 | 2.91638 2.86936 0.0201945 0.00177094 43422.6 2
: 1068 | 2.92284 2.90609 0.0201959 0.00176543 43406.3 3
: 1069 | 2.74488 2.95524 0.0201912 0.0017707 43429.9 4
: 1070 | 2.65236 2.97803 0.0201939 0.00177002 43422 5
: 1071 Minimum Test error found - save the configuration
: 1071 | 2.81345 2.62695 0.0202544 0.00183016 43421.2 0
: 1072 | 2.86565 2.88997 0.0202002 0.00177028 43407.6 1
: 1073 | 2.76984 3.09164 0.0201832 0.00176292 43430.4 2
: 1074 | 2.91537 2.9517 0.0201888 0.00176836 43430 3
: 1075 Minimum Test error found - save the configuration
: 1075 | 2.85757 2.53921 0.0202381 0.00182819 43454.9 0
: 1076 | 2.8691 2.62947 0.0201896 0.00177048 43433.1 1
: 1077 | 2.59255 2.79263 0.0201878 0.00177197 43441 2
: 1078 | 2.87317 3.00932 0.0201797 0.00177902 43476.7 3
: 1079 | 2.74213 2.65836 0.0201781 0.00177832 43478.8 4
: 1080 | 2.8152 3.46544 0.0201827 0.00177884 43469.2 5
: 1081 | 3.03959 2.63055 0.0201811 0.0017804 43476.5 6
: 1082 | 2.88879 2.74268 0.0201868 0.00177237 43444.1 7
: 1083 | 2.72317 2.93822 0.0201945 0.00178083 43445.9 8
: 1084 | 2.84922 2.90202 0.0202023 0.00178344 43433.8 9
: 1085 | 2.87436 2.84155 0.0201899 0.00177787 43449.9 10
: 1086 | 2.76629 2.66503 0.0201864 0.00177265 43445.8 11
: 1087 | 2.63812 3.03671 0.0201881 0.00176365 43420.7 12
: 1088 | 2.84267 2.88127 0.0202024 0.0017702 43402.2 13
: 1089 | 2.59197 2.73379 0.0202045 0.00177104 43399.2 14
: 1090 Minimum Test error found - save the configuration
: 1090 | 2.70226 2.41475 0.0202462 0.00183177 43444.1 0
: 1091 | 2.5216 2.42039 0.0201921 0.00176467 43413.6 1
: 1092 | 2.52102 2.6317 0.0202276 0.00177282 43349.2 2
: 1093 | 2.71908 3.49013 0.0201939 0.00177022 43422.5 3
: 1094 | 2.58343 2.58723 0.0201988 0.00176915 43408.4 4
: 1095 | 2.4407 2.62501 0.0201898 0.00177199 43436.3 5
: 1096 | 2.59253 2.44819 0.0202144 0.00177444 43384.1 6
: 1097 Minimum Test error found - save the configuration
: 1097 | 2.57039 2.3123 0.0202735 0.00184147 43402.7 0
: 1098 | 2.50314 2.58014 0.0202073 0.00178189 43418.2 1
: 1099 | 2.6007 2.63842 0.0201981 0.00178035 43436.4 2
: 1100 | 2.85146 2.77485 0.0201991 0.00177602 43423.9 3
: 1101 | 2.59681 2.31881 0.0202175 0.00178184 43394.1 4
: 1102 | 2.89462 2.45112 0.0202094 0.00178038 43409.7 5
: 1103 | 2.54211 2.72786 0.0202148 0.00178226 43401.6 6
: 1104 Minimum Test error found - save the configuration
: 1104 | 2.55608 2.23738 0.0202889 0.00182957 43338.4 0
: 1105 | 2.55504 2.48677 0.0202152 0.00177104 43374.2 1
: 1106 | 2.56947 2.26815 0.0202199 0.00177238 43366.3 2
: 1107 | 2.63137 2.68834 0.0202141 0.00177319 43381.8 3
: 1108 | 2.56955 2.24215 0.0202039 0.00177329 43406.1 4
: 1109 | 2.53542 2.40101 0.0202125 0.00176389 43363.6 5
: 1110 | 2.54136 2.35042 0.0202052 0.00177262 43401.3 6
: 1111 | 2.49124 2.36146 0.0202065 0.00177072 43393.8 7
: 1112 Minimum Test error found - save the configuration
: 1112 | 2.47425 2.17308 0.0202657 0.00183361 43402.5 0
: 1113 | 2.74392 2.7677 0.0202139 0.00177422 43384.8 1
: 1114 | 2.8484 2.5829 0.0202114 0.00178125 43407 2
: 1115 | 2.52437 2.28762 0.020197 0.00178168 43442.2 3
: 1116 | 2.44604 2.59412 0.0202082 0.00178003 43411.9 4
: 1117 | 2.49692 2.48805 0.0202094 0.00177452 43396.1 5
: 1118 | 2.57943 2.52409 0.0202128 0.00177989 43400.6 6
: 1119 | 2.61509 2.42786 0.020216 0.0017814 43396.7 7
: 1120 | 2.35772 2.30825 0.0202118 0.00177453 43390.4 8
: 1121 | 2.42208 2.59184 0.0202066 0.00177311 43399.3 9
: 1122 | 2.32536 2.22733 0.020206 0.0017663 43384.7 10
: 1123 | 2.58902 2.95017 0.0202122 0.00177216 43383.9 11
: 1124 | 2.48814 2.17404 0.0202146 0.00177188 43377.5 12
: 1125 Minimum Test error found - save the configuration
: 1125 | 2.33589 1.99867 0.0202759 0.00183932 43392.1 0
: 1126 | 2.36629 2.09272 0.0202098 0.00176549 43373.8 1
: 1127 | 2.43148 2.35856 0.0202184 0.00177209 43369.1 2
: 1128 | 2.62149 2.79002 0.0202069 0.00177086 43393.2 3
: 1129 | 2.61368 3.00209 0.0202094 0.00177187 43389.8 4
: 1130 | 2.71555 2.41298 0.0202135 0.00177308 43383 5
: 1131 | 2.55218 2.31586 0.0202155 0.00178273 43401 6
: 1132 Minimum Test error found - save the configuration
: 1132 | 2.46139 1.94123 0.0202901 0.00184817 43379.4 0
: 1133 | 2.49942 2.38045 0.0202007 0.00178228 43434.8 1
: 1134 | 2.59698 2.42946 0.0202141 0.00177421 43384.2 2
: 1135 | 2.5741 2.73584 0.0202109 0.00178064 43406.8 3
: 1136 | 2.58664 2.26773 0.0202021 0.00178203 43431 4
: 1137 | 2.47823 2.04951 0.0202172 0.00177369 43375.6 5
: 1138 | 2.38085 2.04049 0.0202229 0.0017665 43345.4 6
: 1139 | 2.22793 2.06618 0.0202298 0.00177139 43340.7 7
: 1140 | 2.3923 2.44597 0.0202073 0.00177249 43396 8
: 1141 | 2.39858 2.31702 0.0202261 0.00177351 43354.3 9
: 1142 | 2.38151 2.25783 0.0202097 0.00177269 43390.9 10
: 1143 | 2.33501 2.05804 0.0202129 0.00176611 43368 11
: 1144 | 2.32612 2.1493 0.0202197 0.00177272 43367.4 12
: 1145 | 2.43198 2.29688 0.0202069 0.00177273 43397.6 13
: 1146 | 2.36125 2.19792 0.0202093 0.00177277 43392 14
: 1147 | 2.3557 2.11119 0.0202207 0.0017745 43369.3 15
: 1148 | 2.44345 1.9719 0.02023 0.00178093 43362.6 16
: 1149 | 2.22039 2.3069 0.0206206 0.00178874 42481.1 17
: 1150 | 2.49663 2.26921 0.020217 0.0017811 43393.7 18
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.52562 1.8641 0.020294 0.00185971 43397.3 0
: 1152 | 2.29536 2.07923 0.020217 0.00177407 43377.1 1
: 1153 Minimum Test error found - save the configuration
: 1153 | 2.20092 1.81041 0.0202787 0.00182688 43356.1 0
: 1154 | 2.14659 2.04261 0.02022 0.00177424 43370.3 1
: 1155 | 2.51228 1.98434 0.0202326 0.0017722 43335.9 2
: 1156 | 2.37974 2.11459 0.0202206 0.00177301 43366.1 3
: 1157 | 2.25749 1.99434 0.020221 0.00176707 43351.1 4
: 1158 | 2.36674 1.90216 0.0202209 0.00177274 43364.9 5
: 1159 | 2.50269 2.11597 0.0202133 0.00177153 43379.8 6
: 1160 | 2.57391 2.02417 0.0202205 0.00177422 43369.2 7
: 1161 | 2.18482 1.98991 0.0202284 0.00177516 43352.7 8
: 1162 | 2.30151 3.10493 0.020225 0.00178214 43377.2 9
: 1163 | 2.26679 2.68871 0.0202295 0.00178346 43369.7 10
: 1164 | 2.26398 1.87083 0.020208 0.0017819 43416.6 11
: 1165 Minimum Test error found - save the configuration
: 1165 | 2.20714 1.80264 0.0202954 0.00186649 43410 0
: 1166 Minimum Test error found - save the configuration
: 1166 | 2.11417 1.78115 0.0203048 0.00184307 43332.9 0
: 1167 | 2.22518 2.03672 0.0202248 0.00178351 43380.9 1
: 1168 | 2.18794 1.86171 0.0202119 0.00177267 43385.8 2
: 1169 | 2.14075 2.01244 0.0202349 0.00176926 43323.8 3
: 1170 | 2.31203 1.91305 0.0202309 0.00177549 43347.7 4
: 1171 | 2.29504 2.0244 0.0202135 0.00177161 43379.5 5
: 1172 | 2.20358 1.9862 0.0202072 0.00177186 43394.8 6
: 1173 | 2.20914 2.00623 0.0202213 0.00176698 43350.3 7
: 1174 | 2.14343 2.13377 0.0202205 0.00177066 43360.8 8
: 1175 | 2.16805 2.10842 0.0202103 0.0017713 43386.3 9
: 1176 | 2.19398 2.24335 0.0202155 0.00177453 43381.6 10
: 1177 | 2.25924 2.22666 0.0202211 0.00177117 43360.6 11
: 1178 | 2.14631 2.22425 0.0202296 0.00178279 43368 12
: 1179 | 2.19101 1.80544 0.0202098 0.00178323 43415.5 13
: 1180 | 2.14475 1.79559 0.020213 0.00177945 43399.2 14
: 1181 | 2.24057 2.89659 0.0202173 0.00178087 43392.4 15
: 1182 | 2.33498 2.5595 0.0202031 0.00177405 43409.8 16
: 1183 | 2.42563 1.99363 0.020216 0.00177961 43392.5 17
: 1184 | 2.35331 2.09137 0.0202616 0.00178188 43290.7 18
: 1185 Minimum Test error found - save the configuration
: 1185 | 2.19918 1.66628 0.0202898 0.00184352 43369.2 0
: 1186 | 2.11333 1.93486 0.0202291 0.00176775 43333.8 1
: 1187 | 2.17682 1.80011 0.0202092 0.00177362 43394.4 2
: 1188 | 2.23655 1.93582 0.0202111 0.00177182 43385.6 3
: 1189 | 2.18083 1.82509 0.020237 0.0017723 43325.9 4
: 1190 | 2.25537 1.7436 0.0202338 0.00176616 43318.9 5
: 1191 | 2.00978 1.77331 0.0202105 0.0017722 43387.9 6
: 1192 | 2.2032 2.65643 0.0202159 0.00177287 43376.7 7
: 1193 | 2.21016 2.12026 0.0202111 0.00177288 43388 8
: 1194 Minimum Test error found - save the configuration
: 1194 | 2.26444 1.6106 0.0202791 0.00183567 43375.8 0
: 1195 | 2.22136 1.87668 0.0202225 0.0017811 43380.7 1
: 1196 | 2.23168 1.87814 0.0202283 0.00179825 43407.3 2
: 1197 | 2.16097 2.39038 0.0202185 0.0017834 43395.5 3
: 1198 | 2.45542 2.10478 0.0202227 0.00177464 43365 4
: 1199 | 2.39689 2.39134 0.0202387 0.00178175 43344.2 5
: 1200 | 2.59704 2.19489 0.0202344 0.00178363 43358.7 6
: 1201 | 2.21011 2.21496 0.0202106 0.00177204 43387.2 7
: 1202 | 2.13134 1.67922 0.0202119 0.0017669 43372.2 8
: 1203 | 2.17926 2.26086 0.0202168 0.00177346 43376.1 9
: 1204 | 2.26288 1.86925 0.0202166 0.00177152 43371.9 10
: 1205 | 2.18614 1.99461 0.0202395 0.00177173 43318.8 11
: 1206 | 2.28901 1.86615 0.0202196 0.00176596 43351.8 12
: 1207 | 2.36558 2.01209 0.0202257 0.00177186 43351.5 13
: 1208 | 2.49943 2.49623 0.0202207 0.00177353 43367 14
: 1209 | 2.22642 1.91637 0.020234 0.00177275 43333.9 15
: 1210 Minimum Test error found - save the configuration
: 1210 | 2.10258 1.58002 0.0202773 0.00183616 43381.2 0
: 1211 | 2.14255 2.47161 0.0202242 0.00178174 43378.2 1
: 1212 | 2.03645 1.63615 0.0202223 0.00178232 43384 2
: 1213 | 2.04513 1.83818 0.0202319 0.00178356 43364.3 3
: 1214 | 2.07238 1.95091 0.0202298 0.00177651 43352.8 4
: 1215 | 2.07243 1.89496 0.0202214 0.00178121 43383.4 5
: 1216 | 2.07771 1.7883 0.0202288 0.00178334 43371.2 6
: 1217 | 1.97115 2.13947 0.020224 0.00177568 43364.5 7
: 1218 | 2.04704 1.98134 0.0202265 0.00177138 43348.4 8
: 1219 Minimum Test error found - save the configuration
: 1219 | 1.95272 1.55975 0.0203185 0.0018513 43320.1 0
: 1220 | 2.22793 1.85175 0.0202307 0.00177398 43344.7 1
: 1221 | 2.14643 1.62012 0.0202232 0.00177332 43360.7 2
: 1222 | 2.13579 1.70942 0.0202414 0.00176607 43300.9 3
: 1223 | 2.01211 1.9172 0.0202301 0.00177411 43346.2 4
: 1224 | 2.06711 1.79793 0.0202148 0.00177323 43380.3 5
: 1225 | 1.97678 1.7164 0.0202316 0.00177436 43343.5 6
: 1226 | 1.96851 1.80075 0.0202435 0.00177504 43317.1 7
: 1227 | 2.05189 1.66636 0.0202415 0.00178225 43338.7 8
: 1228 | 2.08386 2.05579 0.0202287 0.00178162 43367.4 9
: 1229 | 1.85687 1.82134 0.0202153 0.00178229 43400.5 10
: 1230 | 1.94203 1.64273 0.0202174 0.0017754 43379.1 11
: 1231 | 1.95121 1.76163 0.0202275 0.00178751 43383.9 12
: 1232 | 1.97706 1.75671 0.020233 0.00178475 43364.6 13
: 1233 | 2.04307 1.85271 0.0202129 0.00177471 43388.3 14
: 1234 | 2.00011 1.70168 0.0202141 0.00176644 43366 15
: 1235 | 1.90893 1.64152 0.0202163 0.00177253 43375 16
: 1236 | 2.06076 1.66102 0.0205692 0.0017779 42572.8 17
: 1237 | 2.09955 1.77082 0.020225 0.00176623 43339.9 18
: 1238 | 2.04909 1.91659 0.020246 0.00177353 43307.7 19
: 1239 | 2.23667 2.13195 0.0202152 0.00177301 43378.8 20
: 1240 | 2.19609 2.23447 0.0202277 0.00177298 43349.2 21
:
: Elapsed time for training with 1000 events: 25 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: 0.0291 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: 1.59 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.325 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= 3.75715e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.33862e+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: 0.0684 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: 0.0935 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: 0.00541 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: 0.232 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: 1.99 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: 0.0474 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00793 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.014 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: 0.00768 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00287 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: 0.0285 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.225 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 : -0.0306 -0.0871 1.44 1.16 | 3.285 3.298
: 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 : -0.0435 -0.0866 1.34 1.05 | 3.289 3.295
: 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/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/old_site/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:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:561
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
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:4089
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
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:414
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:1296
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.