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Reference Guide
TMVARegression.C File Reference

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset dataset
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: ␛[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 : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[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 : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.606 sec
: Elapsed time for training with 1000 events: 0.613 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00576 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdataset/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: 0.00134 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00756 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/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: 0.00038 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000664 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33516.4
: --------------------------------------------------------------
: 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 | 34791.6 33102.5 0.0194826 0.0018227 45300.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 34270.1 32472.1 0.019702 0.0018321 44768.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 33595.9 31732.3 0.0199909 0.00186443 44134.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 32869.6 30997.5 0.020065 0.00184667 43911.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 32058.9 30181.3 0.0200369 0.00183748 43957.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 31190.1 29438.8 0.019937 0.00183159 44185.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 30576.5 28989.3 0.0198737 0.00182236 44318.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 30168.9 28638.8 0.0197866 0.00181947 44525.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 29830.7 28313.6 0.0198504 0.00181535 44358 0
: 10 Minimum Test error found - save the configuration
: 10 | 29505.3 28017.6 0.0197896 0.00181137 44498.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 29206.5 27730.7 0.0198084 0.00181458 44459.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 28918.9 27452.5 0.0197816 0.00180296 44497.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 28638 27185.1 0.0198623 0.00180566 44305 0
: 14 Minimum Test error found - save the configuration
: 14 | 28366.7 26924.7 0.0198585 0.00179697 44293 0
: 15 Minimum Test error found - save the configuration
: 15 | 28104.8 26666.7 0.0198779 0.00180284 44260 0
: 16 Minimum Test error found - save the configuration
: 16 | 27842.8 26419.2 0.0198876 0.00180904 44251.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 27591.2 26174.4 0.0199224 0.00182832 44213.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 27344.7 25930.8 0.0199251 0.00182077 44188.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 27097.8 25695.2 0.0199102 0.00181251 44204.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 26857.9 25462.8 0.0198872 0.00181163 44258.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 26619.8 25235.7 0.0199052 0.00181063 44212.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 26389.6 25007.3 0.0198972 0.00180665 44221.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 26158.3 24783.8 0.0199074 0.00180916 44203.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 25931.5 24563.2 0.0198916 0.00180828 44239.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 25708.5 24344.1 0.0199119 0.00180223 44175.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 25485.5 24130.3 0.0199105 0.00180231 44178.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 25266.5 23919.8 0.0199073 0.00180331 44189.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 25051.2 23710.7 0.0199141 0.00180866 44185.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 24837.5 23504.3 0.0200829 0.00184034 43853.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 24626.1 23300.9 0.0199523 0.00180668 44087.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 24420.4 23095.5 0.0199422 0.00181841 44140.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 24212.6 22894.8 0.0199298 0.00180987 44150.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 24008.1 22697.2 0.0199831 0.00183982 44093.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 23806.3 22501.8 0.0199509 0.00182127 44126.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 23606.5 22308.9 0.0199572 0.00181875 44105.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 23410.2 22116.4 0.0199511 0.00181766 44117.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 23216.4 21923.5 0.0199469 0.00181239 44114.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 23020.3 21737 0.0199295 0.00181025 44152 0
: 39 Minimum Test error found - save the configuration
: 39 | 22828.1 21553.7 0.0199131 0.00181144 44195 0
: 40 Minimum Test error found - save the configuration
: 40 | 22641.2 21368.5 0.0199475 0.00181108 44110.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 22453.9 21185.3 0.0201783 0.00182285 43583.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 22266.3 21007.1 0.0199551 0.00181156 44092.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 22084.1 20828.5 0.0199858 0.00181465 44025.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 21901.6 20652.6 0.0199528 0.00181119 44097.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 21723.8 20475.3 0.0199592 0.00181257 44085.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 21542.8 20304 0.0199824 0.00183329 44079.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 21367.5 20132.7 0.0199947 0.00183831 44061.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 21192.7 19963.2 0.0199979 0.0018237 44018.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 21019.4 19795.8 0.0199581 0.00181813 44101.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 20850.5 19626.7 0.0199711 0.00181924 44072.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 20676.7 19465.7 0.0199709 0.00181501 44062.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 20510.4 19303.5 0.0199794 0.0018146 44041.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 20345.4 19140.8 0.0199591 0.00181205 44084.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 20181.2 18978.8 0.0199808 0.00181633 44042 0
: 55 Minimum Test error found - save the configuration
: 55 | 20016.4 18820 0.0199535 0.0018146 44104.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 19854.3 18659 0.0199873 0.00182381 44044.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 19684.2 18478.1 0.0200025 0.00182515 44010.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 19526.3 18330.6 0.0200208 0.00182905 43976 0
: 59 Minimum Test error found - save the configuration
: 59 | 19369.7 18183.7 0.0200127 0.00182438 43984.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 19206 18011.7 0.0200201 0.00182493 43967.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 19053.3 17855.5 0.0200399 0.00182528 43920.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 18894.2 17724.3 0.0200571 0.00182711 43883.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 18741.7 17555.8 0.0200611 0.0018273 43874.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 18579.4 17402.9 0.0200905 0.0018341 43820.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 18425 17254.1 0.0200965 0.00183482 43807.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 18277.8 17104.9 0.0200757 0.00182798 43841 0
: 67 Minimum Test error found - save the configuration
: 67 | 18120 16954.3 0.0201366 0.00183389 43709.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 17966.1 16805.9 0.0201263 0.00183536 43737.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 17813.7 16660.2 0.0201249 0.00183328 43736 0
: 70 Minimum Test error found - save the configuration
: 70 | 17666.4 16512.7 0.020134 0.00183671 43722.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 17515 16369.7 0.0201497 0.00183781 43687.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 17369.2 16226.9 0.0201626 0.00183506 43650.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 17224.8 16083 0.0201485 0.00182956 43670.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 17077.6 15943.8 0.0201692 0.00183612 43636.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16934.7 15803.2 0.0201812 0.00184633 43632.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 16792.6 15664.2 0.0201976 0.00185227 43607.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 16650.3 15528.9 0.0201728 0.00185116 43664.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 16512.9 15391.5 0.0201902 0.00184347 43604.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 16373.7 15256.7 0.0202811 0.00188136 43478.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 16235.8 15125.4 0.0202337 0.00185505 43528.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 16101.5 14993.4 0.0202493 0.00187755 43545.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 15968 14860.1 0.0202086 0.0018511 43579 0
: 83 Minimum Test error found - save the configuration
: 83 | 15833.6 14730.9 0.0202739 0.00186721 43462.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 15701.4 14601.8 0.0202472 0.00186215 43513.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 15570.9 14474.8 0.0202575 0.00186218 43489.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 15439.5 14350.3 0.0202139 0.00184132 43543.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15314.7 14222 0.0202324 0.00184769 43514.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 15183.2 14100.6 0.0202279 0.00184898 43528.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 15061.8 13972.8 0.0202205 0.00184473 43535.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 14932.3 13852.9 0.0202178 0.00183633 43522 0
: 91 Minimum Test error found - save the configuration
: 91 | 14810.1 13731.3 0.0202357 0.00184515 43500.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 14686.2 13612.4 0.0202506 0.00185621 43491.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 14565.4 13492.3 0.0202588 0.00187243 43510.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 14443.9 13374.6 0.0202486 0.00185697 43498.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 14324.7 13257.1 0.0202758 0.00186786 43459.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 14205.6 13140.7 0.0202616 0.0018624 43480.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 14086.9 13027 0.0204069 0.00188374 43189.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13972.2 12911.1 0.0202871 0.00186115 43417 0
: 99 Minimum Test error found - save the configuration
: 99 | 13854.1 12799.8 0.0203026 0.00187648 43416.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 13740.1 12688.2 0.0203047 0.00186486 43384.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 13627.4 12576.3 0.0203169 0.00186717 43361 0
: 102 Minimum Test error found - save the configuration
: 102 | 13514.4 12465 0.0202842 0.00186421 43431.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 13401.9 12356.1 0.0202931 0.00186276 43406.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 13291.5 12247.3 0.0203229 0.00186946 43352.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 13180.3 12141.4 0.0203222 0.00188205 43383.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 13073.2 12033.4 0.0203339 0.00187025 43328.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 12963.9 11928 0.0203449 0.00189259 43355.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 12857.3 11822.6 0.0203095 0.00188453 43419.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 12751.6 11717.5 0.0202709 0.00186097 43454.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 12645.3 11614.5 0.0202718 0.00185747 43444.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 12541.1 11511.8 0.0203026 0.00185216 43359.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 12436.9 11411.3 0.0202697 0.00184763 43426.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 12335.8 11309.1 0.0203036 0.00186374 43384.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 12232.1 11210.6 0.0203137 0.00186667 43367.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 12133.5 11109.3 0.0203074 0.0018669 43382.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 12031.6 11011.7 0.0203246 0.00186345 43334.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 11932.9 10914.2 0.0203196 0.00187612 43375.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 11834.8 10817.3 0.0203257 0.00188715 43387.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 11736.3 10722.8 0.0203144 0.0018702 43374.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 11641.9 10625.4 0.0203073 0.00187467 43401.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 11544.6 10531.1 0.0203122 0.00187245 43384.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11449.3 10438 0.0203038 0.00185815 43370.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 11355.5 10345.1 0.0203061 0.00186327 43377.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 11260.8 10255 0.0203049 0.00186112 43375 0
: 125 Minimum Test error found - save the configuration
: 125 | 11169.2 10164 0.0202968 0.00185428 43378.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 11077.8 10072.8 0.0203074 0.00185447 43353.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 10986.6 9982.49 0.0202867 0.00185119 43394.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 10896.3 9893.02 0.0202962 0.00186154 43396.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 10805.3 9806.51 0.0202888 0.00185508 43398.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 10717.9 9718.44 0.0203401 0.00187778 43331.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 10629.1 9632.07 0.0203063 0.00186453 43379.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 10543.2 9544.09 0.0203774 0.00189924 43294.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 10455.2 9459.13 0.0203383 0.00188397 43350.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 10370.9 9372.49 0.0203393 0.00187605 43329.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 10283.2 9290.53 0.020333 0.00187638 43344.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 10200.3 9206.65 0.0203476 0.00187462 43306.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 10114.7 9126.56 0.0203153 0.00187136 43374.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 10034.2 9043.15 0.0203551 0.00188003 43301.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 9950.73 8961.9 0.0203626 0.00188217 43288.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 9870.67 8879.49 0.0203403 0.00187573 43326.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 9787.66 8800.59 0.0203701 0.00188534 43279 0
: 142 Minimum Test error found - save the configuration
: 142 | 9707.02 8722.71 0.0203439 0.0018932 43358.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 9629.87 8641.7 0.0203244 0.00188629 43388.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9548.97 8564.4 0.0204202 0.00190037 43197 0
: 145 Minimum Test error found - save the configuration
: 145 | 9471.64 8486.33 0.0203503 0.00188362 43321.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 9392.16 8411.66 0.0203594 0.00187805 43286.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 9317.98 8333.19 0.020356 0.001877 43292.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 9240.01 8258.26 0.0203568 0.00188001 43297.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 9165.11 8182.25 0.0203353 0.00187563 43337.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 9088.31 8109.99 0.0203259 0.00186526 43335.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 9015.56 8035.12 0.0204981 0.00189781 43010.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 8940.36 7963.33 0.020342 0.00187813 43328 0
: 153 Minimum Test error found - save the configuration
: 153 | 8867.92 7890.88 0.0203172 0.00187486 43378.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 8795.99 7817.98 0.0203264 0.00188241 43374.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 8723.33 7746.73 0.0203486 0.00188495 43328.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 8651.95 7675.95 0.0203726 0.00188924 43282.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 8581.01 7605.94 0.0203456 0.00187814 43319.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 8511.11 7535.99 0.02036 0.00186461 43253.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 8440.99 7467.42 0.0203429 0.00186878 43303.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 8372.63 7398.2 0.0203732 0.00187427 43245.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8303.65 7330.43 0.0203609 0.00186699 43257.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8235.45 7263.74 0.0203619 0.00188236 43291.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 8168.82 7196.16 0.0203691 0.00188913 43290.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 8101.43 7130.31 0.0203668 0.00188089 43276.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 8035.12 7065 0.020343 0.00188185 43334.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7970.54 6998.57 0.020352 0.00188088 43310.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 7903.64 6935.58 0.020358 0.00187258 43277.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 7840.29 6870.84 0.020337 0.00186667 43312.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 7775.64 6807.65 0.0203576 0.00185815 43244.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 7712.57 6744.23 0.0203242 0.00186361 43335.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 7650.08 6680.81 0.0203129 0.00186341 43361.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 7586.25 6619.93 0.0203311 0.00187368 43343 0
: 173 Minimum Test error found - save the configuration
: 173 | 7526.29 6556.45 0.0203184 0.00185979 43340.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 7463.49 6495.69 0.0203443 0.00188741 43344.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 7402.2 6435.92 0.0203553 0.00187713 43294.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 7342.8 6375.18 0.0203285 0.0018687 43337.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 7281.8 6316.77 0.02033 0.00188295 43367.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 7223.31 6257.23 0.0203383 0.00187779 43335.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 7163.75 6199.35 0.0203789 0.00187657 43237.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 7105.71 6141.07 0.0203419 0.00186144 43289 0
: 181 Minimum Test error found - save the configuration
: 181 | 7048.03 6082.91 0.0203749 0.00188411 43264.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 6990.18 6025.93 0.0203675 0.00187854 43269 0
: 183 Minimum Test error found - save the configuration
: 183 | 6932.78 5970.05 0.020379 0.00187529 43234.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 6877.54 5912.35 0.0203635 0.0018815 43285.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 6819.38 5859.1 0.0203647 0.00188105 43281.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 6765.25 5803.34 0.0203413 0.00189036 43358.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 6710.38 5747.65 0.0203759 0.00188921 43274.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 6654.58 5694.34 0.0203452 0.00187779 43319.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 6600.61 5641.06 0.0203923 0.00189627 43252.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 6548.53 5585.66 0.0204092 0.00188422 43184.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6493.26 5533.75 0.0203818 0.00187709 43232.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 6440.57 5481.79 0.0203422 0.00187354 43316.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 6389.24 5428.55 0.0203793 0.00187644 43236.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 6336.15 5377.59 0.0203835 0.00187653 43226.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 6285.43 5325.8 0.0203844 0.00188749 43250.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 6233.36 5275.73 0.0204208 0.0018928 43177.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 6183.74 5224.82 0.020366 0.00189085 43301.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6132.56 5175.25 0.020359 0.00188796 43311.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 6082.69 5125.91 0.0203823 0.00187943 43236.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 6032.2 5078.7 0.0203467 0.00187544 43310.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 5984.89 5029.07 0.0203588 0.0018779 43288 0
: 202 Minimum Test error found - save the configuration
: 202 | 5934.98 4981.53 0.0203806 0.00187737 43235.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 5887.11 4933.98 0.020376 0.00188157 43256.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 5839.66 4885.88 0.0203738 0.00187824 43253.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 5791.75 4839.03 0.0203789 0.00189146 43272.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 5745.12 4791.87 0.0203786 0.00188464 43257.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 5696.67 4747.61 0.020386 0.00190321 43283.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 5652.72 4700.44 0.0203765 0.00188867 43271.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 5604.31 4657.13 0.0204017 0.00189419 43225.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 5560.97 4610.63 0.0203537 0.00188283 43311.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 5514.82 4565.87 0.0203562 0.00187228 43280.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 5469.69 4522.19 0.0203776 0.00188387 43257.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 5425.04 4478.63 0.0203946 0.00188319 43216.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 5381.01 4435.58 0.0204084 0.00188617 43191.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 5336.91 4392.84 0.0203957 0.00189994 43253.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 5294.58 4349.02 0.0203916 0.0018933 43247.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 5250.9 4306.41 0.0203905 0.00189995 43265.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 5207.7 4264.74 0.0204022 0.00189549 43227.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 5165 4223.67 0.0203861 0.00189197 43257 0
: 220 Minimum Test error found - save the configuration
: 220 | 5123.39 4182.51 0.0203705 0.00188138 43268.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 5081.53 4142.14 0.0203864 0.00188059 43229.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 5038.87 4103.35 0.0203577 0.00187959 43294.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4999.35 4062.36 0.0203569 0.00188178 43301.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 4958.33 4022.14 0.0203903 0.00188088 43221.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 4918.18 3982.21 0.0204089 0.00191634 43260.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 4877.24 3943.4 0.0204928 0.00204927 43375.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 4837.28 3905.29 0.0204135 0.0018966 43203.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 4798.26 3866.68 0.0203649 0.00189356 43310.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 4758.43 3829.48 0.0203652 0.00187925 43276 0
: 230 Minimum Test error found - save the configuration
: 230 | 4720.52 3791.02 0.0203653 0.00187516 43266.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 4681.36 3753.99 0.0203465 0.00187595 43312.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 4643.37 3716.91 0.0203501 0.00187681 43305.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 4605.48 3680.02 0.0203519 0.00187503 43297.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 4567.51 3643.65 0.020381 0.00188053 43242.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4529.77 3608.54 0.0203614 0.00188466 43297.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 4494.27 3571.18 0.0203238 0.00186915 43349.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 4455.96 3536.54 0.0203462 0.00188531 43334.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 4420.09 3501.59 0.0203452 0.00188194 43329.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 4383.73 3466.92 0.0203687 0.0018919 43297.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 4347.51 3432.87 0.0203455 0.00187007 43300.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 4311.47 3399.83 0.0203272 0.00186738 43337.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 4276.97 3366 0.020334 0.00186444 43314.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 4242.32 3331.51 0.020319 0.00186289 43346.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 4206.93 3298.21 0.0203376 0.00186574 43309.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 4172.46 3265.11 0.0203664 0.00186893 43249.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 4138.44 3232.09 0.0203796 0.00189137 43270.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 4104.12 3199.7 0.020478 0.00192787 43126.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 4070.3 3167.68 0.0203511 0.0018706 43288.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 4037.27 3135.5 0.0203166 0.00186045 43346 0
: 250 Minimum Test error found - save the configuration
: 250 | 4004.32 3103.44 0.0203687 0.00188948 43291.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3969.9 3073.8 0.0203444 0.0018731 43310.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3938.84 3041.99 0.0203486 0.00187459 43304 0
: 253 Minimum Test error found - save the configuration
: 253 | 3905.89 3011.63 0.0203457 0.001868 43295.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3873.21 2981.83 0.0203596 0.0018779 43286 0
: 255 Minimum Test error found - save the configuration
: 255 | 3842.25 2951.2 0.0202977 0.00187348 43421.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 3810.59 2921.04 0.0203575 0.00188267 43302.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 3778.69 2891.52 0.0203657 0.00189222 43305.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 3747.72 2862.74 0.0203413 0.00188284 43340.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 3717.27 2832.81 0.0204026 0.00188177 43194.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3685.48 2805.37 0.020356 0.00187472 43287.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 3655.97 2776.59 0.0203525 0.00187279 43290.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 3625.22 2748.9 0.0203411 0.00187075 43312.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 3596.02 2720.1 0.0203517 0.0018755 43299 0
: 264 Minimum Test error found - save the configuration
: 264 | 3565.38 2693.33 0.020357 0.0018768 43289.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 3536.78 2665.31 0.0203474 0.00188663 43335.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 3507.82 2637.07 0.0203529 0.00188665 43322.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 3477.38 2611.38 0.020349 0.00187816 43311.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 3450.15 2583.51 0.0203384 0.00188396 43349.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 3420.37 2557.71 0.0203584 0.00188192 43298.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 3392.78 2530.78 0.0203508 0.00188582 43325.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3363.91 2505.5 0.02035 0.00187169 43294 0
: 272 Minimum Test error found - save the configuration
: 272 | 3336.14 2479.93 0.0203567 0.00187295 43281.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 3307.72 2455.44 0.0203566 0.00188136 43301.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3281.17 2430.23 0.0203582 0.00187521 43283 0
: 275 Minimum Test error found - save the configuration
: 275 | 3253.6 2404.71 0.0203649 0.00187889 43276 0
: 276 Minimum Test error found - save the configuration
: 276 | 3226.41 2379.82 0.0203339 0.0018865 43366.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 3199.92 2354.69 0.0203542 0.00187943 43302.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 3173.45 2329.96 0.0203575 0.00188859 43316 0
: 279 Minimum Test error found - save the configuration
: 279 | 3146.05 2306.33 0.020333 0.00188243 43359.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 3120.1 2282.33 0.0203731 0.00189406 43292.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 3093.88 2258.67 0.0203565 0.00187473 43285.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 3068 2235.13 0.0203398 0.00186754 43308.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 3042.26 2211.69 0.0203082 0.0018562 43355.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 3016.79 2188.34 0.0202882 0.00185042 43389.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2991.68 2165.44 0.020305 0.00184939 43347.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2965.9 2143.12 0.0202715 0.00184702 43420.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2941.6 2121.11 0.0203166 0.00186405 43354.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2917.07 2097.52 0.0203102 0.00186268 43366.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2891.65 2075.96 0.0203008 0.00186042 43383 0
: 290 Minimum Test error found - save the configuration
: 290 | 2867.74 2053.25 0.020295 0.00185721 43389.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2842.73 2032.18 0.0202912 0.00185923 43403 0
: 292 Minimum Test error found - save the configuration
: 292 | 2819.12 2010.51 0.0203028 0.00185332 43361.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2794.99 1989.5 0.0203281 0.00185396 43303.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2770.91 1969.46 0.020333 0.00186005 43306.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2749.12 1947.04 0.0203227 0.00185269 43313.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2724.34 1927.11 0.0203322 0.00186412 43318 0
: 297 Minimum Test error found - save the configuration
: 297 | 2701.9 1906.31 0.0203286 0.00187414 43349.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2678.57 1885.72 0.0203519 0.00187132 43288.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2655.44 1866.19 0.0203721 0.0018805 43262.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 2633.46 1845.54 0.020353 0.00189124 43332.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 2610.59 1826.11 0.0203611 0.00188683 43303.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2588.89 1805.67 0.0203353 0.0018898 43371.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 2566.07 1786.67 0.0203611 0.00188847 43307.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 2544.39 1767.58 0.0203842 0.00187991 43233.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2523.09 1747.67 0.0203439 0.00187414 43314.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 2500.57 1729.79 0.0203926 0.00188439 43224 0
: 307 Minimum Test error found - save the configuration
: 307 | 2479.89 1710.47 0.0203719 0.00187912 43260 0
: 308 Minimum Test error found - save the configuration
: 308 | 2458.75 1691.59 0.0204033 0.00188734 43206 0
: 309 Minimum Test error found - save the configuration
: 309 | 2436.78 1673.66 0.0203728 0.00187615 43251.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 2416.31 1655.39 0.0203922 0.00189037 43238.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 2395.67 1637.29 0.0203383 0.00188629 43355.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 2375.15 1619.1 0.020378 0.00188774 43266 0
: 313 Minimum Test error found - save the configuration
: 313 | 2354.61 1601.24 0.0203486 0.00188694 43333.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 2333.66 1584.52 0.0203795 0.0018944 43278.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 2314.53 1566.35 0.0227245 0.00191555 38445.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 2293.82 1549.65 0.0203901 0.0018945 43253.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 2274.22 1532.85 0.0203838 0.00189346 43265.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 2254.98 1516.61 0.020404 0.00189281 43217.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 2235.47 1499.47 0.0203923 0.00188651 43229.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 2215.76 1482.63 0.0203649 0.0018742 43264.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2196.6 1466.43 0.0203785 0.00188422 43256.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2177.83 1449.18 0.0203748 0.001881 43257.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 2158 1433.69 0.0203826 0.00188151 43240.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 2139.4 1417.85 0.020355 0.00188657 43317.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 2120.78 1402.4 0.0203579 0.00188572 43308.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 2103.07 1385.86 0.0203548 0.00189039 43326.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 2083.86 1370.61 0.0203569 0.00188546 43310.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 2065.48 1355.65 0.020338 0.00186965 43317.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 2047.29 1341.03 0.0203442 0.00187271 43309.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 2030.17 1325.84 0.0203801 0.00187851 43239.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 2011.73 1311.56 0.020392 0.00189343 43246.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1994.54 1296.65 0.0204886 0.00191606 43074.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1976.76 1282.07 0.0203731 0.00186616 43227 0
: 334 Minimum Test error found - save the configuration
: 334 | 1959.57 1267.64 0.0203519 0.00187479 43296.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1942.16 1253.23 0.0203416 0.00187996 43333 0
: 336 Minimum Test error found - save the configuration
: 336 | 1924.35 1239.91 0.0203511 0.001877 43303.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1908.31 1225.39 0.0203463 0.0018761 43312.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1891.24 1211.53 0.0203429 0.00187542 43319.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1874.06 1198.42 0.0203461 0.00187434 43309.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1857.93 1184.85 0.0203368 0.00187048 43322.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1841.41 1171.51 0.0203295 0.00185841 43310.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1824.82 1158.38 0.0203531 0.00186475 43270.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1808.82 1145.57 0.0203533 0.00187393 43291.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1793.18 1132.05 0.0203713 0.00187247 43246.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1776.73 1119.31 0.0203693 0.0018842 43278.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1760.63 1107.05 0.0203405 0.00187419 43322.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1745.32 1094.72 0.0203244 0.00187072 43351.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1729.83 1082.47 0.0203487 0.00187694 43309.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1714.24 1069.95 0.0203303 0.0018743 43346.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1698.6 1057.88 0.0203388 0.00186987 43316.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1683.44 1045.74 0.0203661 0.00188697 43292.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1668.77 1033.2 0.0203558 0.00186802 43271.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1653.21 1021.69 0.0203343 0.00187081 43328.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1638.13 1010.41 0.020339 0.0018688 43313 0
: 355 Minimum Test error found - save the configuration
: 355 | 1623.48 999.073 0.0203602 0.00187315 43273.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1608.65 988.014 0.0203491 0.00187085 43294.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1594.53 976.449 0.0203466 0.0018836 43330 0
: 358 Minimum Test error found - save the configuration
: 358 | 1579.91 966.096 0.0203429 0.0018726 43312.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1565.51 954.799 0.0203183 0.00188277 43394.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1551.6 943.498 0.0203331 0.00188304 43360.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1537.28 932.86 0.0203356 0.00188022 43347.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1522.83 922.637 0.0203245 0.00187114 43352.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1509.36 912.099 0.0203271 0.00186295 43327.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1495.62 901.542 0.0203427 0.00186212 43288.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1481.77 891.278 0.0203194 0.00186836 43358.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1468.16 881.085 0.0203362 0.00186776 43317 0
: 367 Minimum Test error found - save the configuration
: 367 | 1454.65 871.298 0.0203484 0.00186399 43279.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1441.46 861.388 0.0203287 0.0018678 43334.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1428.49 851.361 0.0203533 0.00188581 43319.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1414.75 841.885 0.0203626 0.00189301 43314.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1402.29 832.018 0.0203653 0.00189428 43311.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 1388.88 822.831 0.0203731 0.00188971 43282.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 1376.39 813.918 0.020336 0.00186188 43303.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 1363.96 804.071 0.0203424 0.00186305 43291.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 1350.48 795.323 0.0203887 0.00187558 43212.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 1338.43 786.017 0.0203355 0.00188613 43361.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 1325.95 777.05 0.0203535 0.0018667 43274.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 1313.4 768.027 0.0203522 0.00187149 43288.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 1301.25 759.396 0.0203803 0.0018849 43253.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1289.05 750.958 0.0203314 0.0018677 43328.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 1277.26 742.361 0.0203458 0.00188028 43324 0
: 382 Minimum Test error found - save the configuration
: 382 | 1265.12 734.203 0.0203259 0.00187732 43363.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 1253.63 725.136 0.0203474 0.00187482 43307.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 1241.57 718.399 0.0203277 0.00186779 43337.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 1230.05 708.976 0.0203081 0.00186102 43367.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 1218.2 701.193 0.0203356 0.00186319 43307.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 1207.47 692.731 0.0203112 0.00186419 43367.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 1195.19 685.113 0.0203174 0.00185712 43336.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1184.03 677.394 0.0203271 0.00186022 43320.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 1173.09 669.722 0.0203299 0.00187059 43338.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 1161.87 662.377 0.0203262 0.00187375 43354.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 1150.64 655.26 0.0203592 0.00188029 43292.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 1140.2 647.814 0.0203337 0.00187422 43338.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 1129.4 640.271 0.0203193 0.0018809 43387.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 1118.15 633.348 0.0203362 0.00187876 43342.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 1107.8 626.215 0.0203109 0.00186782 43376.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 1096.87 619.208 0.0203376 0.00186677 43311.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 1086.56 612.71 0.0203292 0.00186612 43329.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 1076.91 605.144 0.0203314 0.00186637 43325.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 1066.03 598.35 0.0203056 0.00186646 43385.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 1055.44 591.669 0.0203406 0.00187371 43320.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1045.75 585.303 0.0203543 0.00187878 43300.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 1035.51 578.798 0.0203288 0.00186791 43334.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 1025.61 572.27 0.020369 0.00188971 43291.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 1015.48 566.345 0.0203384 0.00187617 43331.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 1005.93 560.492 0.0203169 0.001863 43351.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 996.922 553.519 0.02033 0.00185983 43313.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 986.791 547.342 0.0202913 0.00185859 43401.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 977.245 541.47 0.0203176 0.0018545 43329.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 967.736 535.24 0.0203434 0.00186118 43284.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 957.875 529.724 0.020313 0.00186126 43356.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 949.31 523.917 0.0203438 0.00187028 43305.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 939.78 518.598 0.0203082 0.0018614 43368 0
: 414 Minimum Test error found - save the configuration
: 414 | 930.578 512.288 0.0203276 0.00187055 43343.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 921.419 506.719 0.0203162 0.00186162 43349.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 912.64 501.146 0.020343 0.00188897 43351 0
: 417 Minimum Test error found - save the configuration
: 417 | 903.45 495.796 0.0203768 0.00189267 43280.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 894.861 490.727 0.0203494 0.00188819 43334.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 885.991 484.963 0.0203324 0.00187333 43339 0
: 420 Minimum Test error found - save the configuration
: 420 | 877.501 479.746 0.0203343 0.00187076 43328.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 868.736 474.595 0.0203479 0.00187608 43309.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 860.228 469.95 0.0203453 0.00186777 43295.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 852.085 464.565 0.0205119 0.00190188 42987.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 843.212 459.577 0.020352 0.00188521 43320.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 834.849 454.919 0.0203375 0.0018914 43369.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 826.964 449.979 0.0203956 0.0018943 43240.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 818.841 445.4 0.0203594 0.00188811 43310.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 810.795 440.906 0.0203423 0.0018808 43333.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 802.354 435.686 0.02034 0.0018687 43310.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 794.834 430.83 0.0203224 0.00186768 43349.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 786.743 426.412 0.0203423 0.00186082 43286.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 778.916 422.596 0.0203275 0.00186419 43329.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 771.699 417.154 0.0203095 0.0018622 43366.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 763.253 412.971 0.0203173 0.0018616 43347.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 755.992 409.059 0.0203123 0.00185964 43354.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 748.596 404.291 0.0203509 0.00187075 43289.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 740.788 400.398 0.0203235 0.00186873 43349.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 733.792 395.754 0.0203121 0.00186706 43372 0
: 439 Minimum Test error found - save the configuration
: 439 | 725.875 391.716 0.020301 0.0018648 43392.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 719.059 387.628 0.0203201 0.0018628 43343.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 711.761 383.534 0.0203387 0.00186286 43299.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 705.09 379.457 0.0203248 0.00185725 43319.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 697.529 375.577 0.0203399 0.00186332 43298.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 690.61 371.472 0.0203194 0.00186156 43342.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 684.071 368.272 0.0202991 0.00185653 43377.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 677.24 363.806 0.0203259 0.00186098 43325.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 670.168 360.571 0.020317 0.00186763 43361.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 663.563 356.342 0.0203205 0.00187018 43359.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 656.828 352.361 0.0203103 0.00186303 43366.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 649.802 348.918 0.0202891 0.0018635 43417.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 643.735 345.432 0.0203 0.00186275 43390.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 637.371 341.707 0.0203118 0.00186855 43376.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 630.728 339.093 0.0203072 0.00186059 43368.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 624.439 335.166 0.0203223 0.00187097 43357.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 618.352 331.636 0.0203501 0.00185973 43265.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 611.417 327.891 0.0203202 0.00186389 43345.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 605.596 324.6 0.0203248 0.00186539 43338.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 599.457 322.297 0.0203074 0.00185248 43348.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 593.173 318.088 0.0202771 0.00185642 43429.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 587.205 315.318 0.0203375 0.00187215 43324.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 581.504 312.282 0.0203392 0.00189814 43381.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 575.551 309.013 0.0203236 0.00187995 43375.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 569.235 305.792 0.0203372 0.00188711 43360.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 563.728 302.442 0.0205445 0.00194603 43014.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 558.012 299.388 0.0205055 0.00191912 43042.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 551.988 296.592 0.0203707 0.0018782 43260.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 546.809 293.223 0.0203401 0.0018776 43331 0
: 468 Minimum Test error found - save the configuration
: 468 | 540.786 290.698 0.0203473 0.00187704 43312.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 535.259 287.869 0.0203489 0.00187236 43298 0
: 470 Minimum Test error found - save the configuration
: 470 | 529.796 284.686 0.020364 0.00188526 43293 0
: 471 Minimum Test error found - save the configuration
: 471 | 524.293 282.121 0.0203401 0.00186764 43307.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 519.19 279.189 0.0203468 0.00188591 43334.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 513.58 276.191 0.0203644 0.00191024 43350.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 508.204 274.619 0.0203582 0.00188256 43300.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 503.275 270.843 0.0203482 0.00188668 43333.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 497.712 268.275 0.0203517 0.0018836 43317.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 492.385 265.651 0.0203518 0.00188918 43330.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 487.735 262.928 0.0203428 0.0018738 43315.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 482.898 260.627 0.0203483 0.00186648 43285.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 477.525 257.454 0.0203474 0.00187584 43309.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 472.417 254.992 0.0203694 0.00188605 43282.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 467.556 252.412 0.0203535 0.00189937 43350.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 462.623 249.857 0.0204011 0.00191664 43279.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 457.807 247.643 0.0203549 0.0018944 43335.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 453.001 245.39 0.020361 0.0018916 43314.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 448.541 242.605 0.0203352 0.00187543 43337.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 443.728 240.402 0.020317 0.00186421 43353.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 439.355 238.03 0.0203154 0.00186442 43358 0
: 489 Minimum Test error found - save the configuration
: 489 | 434.425 235.507 0.0203197 0.00186324 43345.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 429.738 233.571 0.0203435 0.00185467 43269.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 425.523 230.919 0.0203418 0.00186668 43301.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 421.16 228.796 0.0203447 0.00189335 43357.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 416.492 226.744 0.0203886 0.00192405 43326.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 412.163 224.815 0.0203557 0.00189102 43326.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 407.825 222.643 0.0203353 0.00188777 43366.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 403.642 220.247 0.0203318 0.00186584 43322.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 399.584 218.828 0.0202945 0.00186467 43407.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 395.358 216.093 0.0203189 0.0018638 43348.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 391.163 213.881 0.0203459 0.00188545 43335.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 386.927 211.88 0.0203351 0.00187966 43347.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 382.753 209.731 0.0203457 0.00188947 43345.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 378.823 208.16 0.0203341 0.00187452 43337.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 374.879 206.226 0.0203219 0.00186762 43350.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 371.295 204.116 0.020346 0.00187421 43309.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 367.211 202.408 0.0203313 0.00187844 43353.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 363.253 200.113 0.0203009 0.00188039 43429.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 359.57 198.169 0.0203848 0.00189489 43266.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 355.619 196.457 0.0203595 0.00189643 43329.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 351.703 194.22 0.0203924 0.00189373 43246.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 348.06 192.29 0.0203668 0.00189273 43303.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 344.377 190.662 0.0203306 0.0018741 43345.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 340.758 188.74 0.0203529 0.00187987 43306.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 337.056 186.721 0.020351 0.00189605 43348.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 333.57 185.271 0.0203549 0.00189742 43342.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 330.006 183.579 0.0203125 0.001877 43394.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 326.606 181.617 0.0203297 0.00187838 43357.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 323.237 179.66 0.0203202 0.00187801 43378.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 319.462 178.433 0.0203249 0.00186387 43334.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 316.263 177.493 0.0203241 0.00186714 43344.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 312.925 175.321 0.0203233 0.00186399 43338.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 309.758 173.388 0.0203398 0.00187371 43322.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 306.218 171.906 0.0203465 0.00187148 43301.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 302.968 170.335 0.0203239 0.00186465 43338.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 299.734 168.485 0.0203508 0.00189596 43349.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 296.644 167.154 0.0203538 0.00189342 43336.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 293.57 165.304 0.0203443 0.00188107 43329.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 290.179 164.073 0.0203996 0.00190364 43252.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 287.02 162.107 0.0203866 0.00189901 43272.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 284.353 161.211 0.0203701 0.00189184 43294 0
: 530 Minimum Test error found - save the configuration
: 530 | 281.014 159.618 0.0203696 0.00189053 43292.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 277.813 157.718 0.0204851 0.00189828 43041.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 274.513 156.246 0.0203761 0.00189179 43279.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 271.916 154.701 0.0203734 0.0018923 43287.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 269.033 153.255 0.0203766 0.0019037 43306.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 266.018 152.151 0.0203693 0.00190746 43332.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 263.041 150.692 0.0203589 0.00189814 43335 0
: 537 Minimum Test error found - save the configuration
: 537 | 260.442 148.905 0.0203618 0.00189971 43332.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 257.491 147.735 0.0203415 0.00188682 43349.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 254.456 146.196 0.0203305 0.00186776 43330.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 251.885 144.998 0.0204998 0.00191439 43044.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 249.116 143.451 0.0203204 0.0018812 43386 0
: 542 Minimum Test error found - save the configuration
: 542 | 246.433 142.347 0.0203314 0.00187072 43335.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 243.818 140.613 0.0203203 0.00186168 43340.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 241.188 139.237 0.0203283 0.00186609 43331.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 238.682 138.543 0.0203213 0.00187436 43367.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 236.07 137.732 0.0203204 0.00186995 43359.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 233.428 136.098 0.0203207 0.00187809 43377.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 230.878 134.999 0.020345 0.00188029 43325.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 228.238 132.774 0.0203098 0.001869 43382.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 225.548 131.836 0.0203226 0.00187114 43357 0
: 551 Minimum Test error found - save the configuration
: 551 | 223.147 130.642 0.0203539 0.00188024 43304.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 220.362 129.179 0.0203036 0.00185688 43368.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 217.949 127.809 0.0203541 0.00188169 43307.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 215.631 126.742 0.0204104 0.00191017 43242.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 213.437 126.171 0.0203726 0.00187877 43257.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 211.119 124.513 0.0203786 0.00189318 43277.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 208.658 123.032 0.0203282 0.00187597 43355.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 206.107 121.978 0.0203469 0.00188876 43341.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 203.805 120.819 0.0203336 0.00188324 43359.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 201.506 119.728 0.0203461 0.00187955 43321.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 199.202 119.013 0.0203293 0.0018646 43325.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 197.096 117.257 0.0203221 0.00186699 43348.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 194.42 116.029 0.0202975 0.00185065 43367.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 192.399 114.937 0.0203266 0.00185967 43320.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 190.071 114.057 0.0203152 0.00185456 43335.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 187.987 113.477 0.0202681 0.00183916 43409.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 185.908 111.705 0.0203 0.00185338 43368.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 183.594 110.991 0.0203024 0.00186176 43382.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 181.493 109.522 0.0203212 0.00186749 43351.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 179.333 108.592 0.0203348 0.00187395 43334.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 177.345 107.607 0.0203654 0.00190588 43338.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 175.215 106.461 0.0203067 0.00186653 43383.5 0
: 573 | 173.225 106.95 0.0202967 0.00180163 43254.7 1
: 574 Minimum Test error found - save the configuration
: 574 | 171.578 104.782 0.0203442 0.00187782 43322 0
: 575 Minimum Test error found - save the configuration
: 575 | 168.993 103.931 0.0203421 0.00186656 43300.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 167.112 102.615 0.0203221 0.00186051 43333.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 165.229 101.901 0.0203116 0.00186273 43363.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 163.242 100.364 0.0202938 0.0018456 43364.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 161.204 99.6939 0.0203227 0.00185311 43314.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 159.364 98.4612 0.0202939 0.00186559 43411.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 157.431 97.639 0.0202838 0.00185021 43399.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 155.392 96.8041 0.0202947 0.00185932 43394.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 153.874 95.6977 0.020295 0.00185826 43391.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 151.838 94.8774 0.0202707 0.00185666 43445 0
: 585 | 150.028 94.9416 0.0202352 0.00180141 43398.5 1
: 586 Minimum Test error found - save the configuration
: 586 | 148.658 93.452 0.0202803 0.00184962 43406 0
: 587 Minimum Test error found - save the configuration
: 587 | 146.411 91.9091 0.0202701 0.0018483 43426.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 144.828 91.0108 0.0202845 0.00183997 43373.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 142.74 90.3057 0.0203032 0.00185018 43353.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 141.296 89.2617 0.0202705 0.00184758 43424.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 139.393 88.4232 0.0202833 0.00184775 43394.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 137.728 87.4621 0.0202952 0.00185081 43373.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 136.272 87.1698 0.0203076 0.0018586 43362.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 134.555 85.6676 0.0202838 0.00186446 43432.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 132.733 84.6758 0.0202884 0.00185747 43405.2 0
: 596 | 131.34 85.1793 0.0202369 0.00180068 43392.8 1
: 597 Minimum Test error found - save the configuration
: 597 | 129.591 83.325 0.0202843 0.00187882 43465.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 127.909 82.7884 0.0203391 0.00188014 43339.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 126.408 81.4784 0.0203437 0.00187883 43325.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 124.587 80.6279 0.0203347 0.00186926 43324.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 123.278 79.9522 0.0203121 0.00185896 43353.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 121.617 79.255 0.0203416 0.00187139 43313.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 120.192 78.9919 0.0203365 0.00186812 43317.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 118.679 77.3405 0.0203259 0.00187245 43352.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 117.178 77.2856 0.0203481 0.00188601 43331.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 115.853 76.135 0.0203433 0.00188908 43350.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 114.41 75.8096 0.0203481 0.00188533 43330.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 113.163 74.4597 0.0203706 0.00188986 43288.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 111.478 73.8558 0.020335 0.00188352 43357 0
: 610 Minimum Test error found - save the configuration
: 610 | 109.951 73.164 0.0203348 0.00188088 43351.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 108.734 72.654 0.0203225 0.00186856 43351.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 107.433 71.455 0.0203558 0.00186972 43275.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 106.37 70.8294 0.0203354 0.00187232 43329.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 104.661 69.8906 0.0203411 0.00187308 43318.2 0
: 615 | 103.344 69.9729 0.0202561 0.00179012 43323 1
: 616 Minimum Test error found - save the configuration
: 616 | 102.055 68.8028 0.0205298 0.00192716 43004.8 0
: 617 | 100.822 68.933 0.0202357 0.00180688 43410.3 1
: 618 Minimum Test error found - save the configuration
: 618 | 99.4969 67.2233 0.0203315 0.00188114 43359.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 98.38 66.6275 0.020528 0.00193141 43018.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 96.9857 65.9023 0.0203448 0.00187107 43304.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 95.7054 65.0982 0.0203287 0.0018704 43340.9 0
: 622 | 94.7061 65.6917 0.0202439 0.00179859 43371.6 1
: 623 Minimum Test error found - save the configuration
: 623 | 93.6582 64.722 0.0203157 0.00186514 43359.1 0
: 624 | 92.6677 65.2769 0.0202279 0.00179645 43404 1
: 625 Minimum Test error found - save the configuration
: 625 | 91.1916 63.0529 0.0202695 0.00186142 43459.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 89.7083 62.0454 0.0202858 0.00185263 43400 0
: 627 | 88.9077 62.2997 0.0202054 0.0017859 43432.2 1
: 628 Minimum Test error found - save the configuration
: 628 | 88.0476 61.0577 0.0202743 0.00185459 43431.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 86.4156 59.9905 0.0202851 0.00185951 43417.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 85.2785 59.8491 0.0203004 0.00185355 43367.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 84.117 59.1369 0.0202682 0.00185912 43456.8 0
: 632 | 83.3369 59.1825 0.0202169 0.00180372 43447.2 1
: 633 Minimum Test error found - save the configuration
: 633 | 82.0135 58.9659 0.0202998 0.00186159 43388.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 81.3166 57.4782 0.0202896 0.00185819 43404.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 80.0553 56.6385 0.0202705 0.00185078 43431.7 0
: 636 | 78.8925 56.6496 0.0201966 0.00179074 43464.4 1
: 637 Minimum Test error found - save the configuration
: 637 | 78.018 55.907 0.0202842 0.00185573 43411.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 77.11 54.7725 0.0203287 0.00186993 43339.8 0
: 639 | 76.0295 54.9517 0.0202206 0.00179572 43419.4 1
: 640 Minimum Test error found - save the configuration
: 640 | 74.8014 53.6438 0.0203486 0.00189227 43345.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 73.6856 53.3026 0.0203203 0.00186256 43342.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 72.8381 52.5715 0.0202994 0.00187222 43414.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 71.8449 52.0112 0.0203321 0.00189678 43395 0
: 644 Minimum Test error found - save the configuration
: 644 | 70.7754 51.6912 0.0203314 0.00188657 43372.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 69.8756 51.0997 0.0203493 0.00189179 43342.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 68.9685 50.723 0.0203056 0.00187827 43413.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 68.0517 49.9311 0.0203341 0.00188123 43353.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 67.3304 49.5402 0.0202836 0.00186207 43427.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 66.4274 49.1474 0.0202944 0.00185958 43396.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.45 48.4416 0.0203276 0.00187518 43354.7 0
: 651 | 64.6837 48.4584 0.0202197 0.00179947 43430.6 1
: 652 Minimum Test error found - save the configuration
: 652 | 63.797 47.6964 0.0203435 0.00187745 43322.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 63.0082 47.3949 0.020325 0.00186657 43340.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 62.2841 47.3842 0.0202968 0.0018602 43392 0
: 655 Minimum Test error found - save the configuration
: 655 | 61.8166 46.9824 0.0202936 0.00187187 43427 0
: 656 Minimum Test error found - save the configuration
: 656 | 60.865 46.0461 0.0202962 0.0018663 43407.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 59.9224 45.1886 0.0202983 0.00187888 43432.4 0
: 658 | 59.2004 45.4198 0.0202183 0.0018046 43446 1
: 659 Minimum Test error found - save the configuration
: 659 | 58.4024 44.7976 0.020297 0.00187163 43418.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 57.6299 44.5522 0.0202879 0.00186909 43433.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 56.636 43.6147 0.0202976 0.00187163 43417.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 55.9147 43.3308 0.0205901 0.00188795 42775.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 55.3037 42.9964 0.0202917 0.00185798 43398.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 54.567 42.5184 0.0203036 0.00186009 43375.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 53.6139 42.1023 0.0202995 0.00185219 43366.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 52.8953 41.5541 0.0202826 0.00185646 43416.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 52.408 41.2645 0.0203 0.00187018 43407.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 51.5988 40.5738 0.020294 0.00186633 43413.1 0
: 669 | 50.9868 40.7692 0.0202312 0.00180734 43421.9 1
: 670 | 50.3547 40.6423 0.0202214 0.00180363 43436.3 2
: 671 Minimum Test error found - save the configuration
: 671 | 49.6552 40.06 0.0202837 0.00188205 43474.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 48.9287 39.31 0.0203384 0.00187475 43328.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 48.2824 38.8086 0.0203035 0.00186419 43385.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 47.5753 38.6838 0.0203146 0.00187601 43387.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.9354 38.2864 0.0203068 0.00185893 43365.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 46.4358 38.1387 0.0202922 0.00186178 43406.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 45.7851 37.7367 0.020276 0.00185955 43439.4 0
: 678 | 45.1969 38.0751 0.0202236 0.00178782 43393.9 1
: 679 Minimum Test error found - save the configuration
: 679 | 44.8637 36.7689 0.020303 0.00186087 43379 0
: 680 | 44.085 37.4125 0.020237 0.00181086 43416.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 43.6722 36.7091 0.0202898 0.00187419 43441.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 42.9401 36.29 0.0203118 0.00187897 43400.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 42.2883 35.7622 0.0203408 0.00189776 43376.8 0
: 684 | 41.916 35.8808 0.0202226 0.00180199 43429.6 1
: 685 Minimum Test error found - save the configuration
: 685 | 41.279 35.072 0.0202654 0.0018685 43485.6 0
: 686 | 40.5588 35.1358 0.0202474 0.00179748 43360.7 1
: 687 Minimum Test error found - save the configuration
: 687 | 39.9754 34.5967 0.0203213 0.00187757 43375.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.4606 34.1349 0.0203364 0.00187756 43339.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 39.1013 33.8255 0.0203224 0.00187495 43366.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.6021 33.5827 0.0203253 0.00185928 43322.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 38.1637 33.2892 0.0202809 0.00185918 43426.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 37.6062 33.2787 0.0204546 0.0019009 43118.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 37.0307 32.9158 0.0203166 0.00187334 43376.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 36.5559 32.2315 0.020278 0.00185182 43416.5 0
: 695 | 36.059 32.2587 0.0202303 0.00180209 43411.7 1
: 696 Minimum Test error found - save the configuration
: 696 | 35.5713 31.935 0.0202817 0.00186751 43444.7 0
: 697 | 35.1173 32.0467 0.0202256 0.00180164 43421.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 34.7126 31.5199 0.0203428 0.00188481 43341.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 34.4492 30.9331 0.0202979 0.00185146 43368.7 0
: 700 | 34.2383 31.1083 0.0202162 0.00179167 43420.3 1
: 701 Minimum Test error found - save the configuration
: 701 | 33.6752 30.6888 0.0202634 0.00184208 43427.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 33.2333 30.2229 0.0203146 0.00184941 43324.8 0
: 703 | 32.7606 30.3978 0.0202109 0.00179091 43431 1
: 704 Minimum Test error found - save the configuration
: 704 | 32.1249 29.7377 0.0202618 0.00184788 43445.4 0
: 705 | 31.8852 29.9399 0.0202143 0.00178479 43408.5 1
: 706 Minimum Test error found - save the configuration
: 706 | 31.5244 29.622 0.0202697 0.00185134 43434.9 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.9974 29.349 0.0202991 0.00186525 43398.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 30.7665 29.1572 0.0202723 0.00185638 43440.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 30.0901 29.0004 0.0202693 0.00186273 43462.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.5632 28.3903 0.0203109 0.00186694 43374.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 29.2414 28.1935 0.0202973 0.00186636 43405.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.951 28.019 0.0203045 0.00186497 43385.1 0
: 713 | 28.5357 28.6608 0.0202346 0.00179212 43378 1
: 714 Minimum Test error found - save the configuration
: 714 | 28.2853 27.2727 0.0202859 0.00185911 43415.1 0
: 715 | 27.7629 27.7162 0.0202304 0.00178577 43373.1 1
: 716 Minimum Test error found - save the configuration
: 716 | 27.5761 27.0825 0.0202902 0.00185771 43401.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 27.2186 26.8832 0.0202985 0.00185713 43380.7 0
: 718 | 26.7459 27.0446 0.020225 0.00179482 43407.2 1
: 719 | 27.0442 27.1819 0.0202153 0.00178544 43407.8 2
: 720 Minimum Test error found - save the configuration
: 720 | 26.5496 26.305 0.0203056 0.0018689 43391.7 0
: 721 Minimum Test error found - save the configuration
: 721 | 26.0011 26.0592 0.0203151 0.00187512 43383.9 0
: 722 | 25.4177 26.1228 0.0202561 0.00179947 43344.7 1
: 723 | 25.1369 26.402 0.0202579 0.00181794 43383.9 2
: 724 Minimum Test error found - save the configuration
: 724 | 24.7119 25.6305 0.0203138 0.00187678 43390.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.5712 25.2393 0.0203004 0.00187082 43408.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 24.2558 24.9579 0.0203168 0.0018807 43393.2 0
: 727 | 24.0918 25.4268 0.0202269 0.00180101 43417.3 1
: 728 | 23.7215 25.032 0.0202394 0.00179783 43380.2 2
: 729 Minimum Test error found - save the configuration
: 729 | 23.3264 24.41 0.0203225 0.00187458 43365.3 0
: 730 Minimum Test error found - save the configuration
: 730 | 23.0228 24.1298 0.0203428 0.00187927 43328.7 0
: 731 | 22.8149 24.2064 0.0202576 0.00179788 43337.6 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.522 23.9343 0.0203498 0.00187983 43313.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 22.1453 23.6999 0.0203406 0.00188692 43351.8 0
: 734 Minimum Test error found - save the configuration
: 734 | 21.8908 23.478 0.0203281 0.00188656 43380.3 0
: 735 | 21.6824 23.5733 0.0202563 0.00180893 43366.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 21.4985 23.4384 0.0203294 0.0018875 43379.5 0
: 737 Minimum Test error found - save the configuration
: 737 | 21.1711 23.0315 0.0203607 0.00189269 43318.2 0
: 738 | 20.8912 23.0633 0.0202802 0.00181014 43313.4 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.638 22.9261 0.0203483 0.00188632 43332.2 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.4197 22.5607 0.0203427 0.00187728 43324.1 0
: 741 Minimum Test error found - save the configuration
: 741 | 20.3563 22.4441 0.0203264 0.00187042 43346.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 20.042 22.2226 0.0203246 0.00187023 43350.1 0
: 743 | 19.6417 22.4964 0.0202293 0.00179384 43394.7 1
: 744 | 19.5179 22.225 0.0202537 0.00179587 43342.1 2
: 745 Minimum Test error found - save the configuration
: 745 | 19.2374 21.6253 0.0203419 0.0018848 43343.7 0
: 746 Minimum Test error found - save the configuration
: 746 | 18.8572 21.4179 0.0203276 0.00188557 43379.2 0
: 747 | 18.8296 22.2421 0.0202742 0.00180841 43323.3 1
: 748 | 18.7808 21.4386 0.0202402 0.0018036 43392 2
: 749 Minimum Test error found - save the configuration
: 749 | 18.7379 21.3253 0.0203051 0.0018771 43412.3 0
: 750 Minimum Test error found - save the configuration
: 750 | 18.5889 21.0318 0.0203064 0.00187441 43402.7 0
: 751 | 18.1333 21.0807 0.0202387 0.00179235 43368.9 1
: 752 Minimum Test error found - save the configuration
: 752 | 17.7322 20.8965 0.0202811 0.00186582 43442.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.5909 20.5299 0.0203087 0.00186032 43364.2 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.3135 20.2361 0.020346 0.00188884 43343.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 17.0738 20.1628 0.0203034 0.00186741 43393.3 0
: 756 | 17.1089 20.219 0.0202259 0.00178952 43392.4 1
: 757 | 16.8038 21.107 0.0202346 0.00179292 43380.1 2
: 758 Minimum Test error found - save the configuration
: 758 | 16.7804 19.9537 0.0203172 0.00187702 43383.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.3995 19.6136 0.020317 0.0018855 43403.8 0
: 760 | 16.1633 19.6758 0.0202461 0.00180644 43384.8 1
: 761 | 16.278 19.7492 0.0202579 0.00180763 43359.9 2
: 762 Minimum Test error found - save the configuration
: 762 | 16.1146 19.1185 0.0203425 0.00188732 43348.2 0
: 763 | 15.7842 19.259 0.0202254 0.00179745 43412.3 1
: 764 Minimum Test error found - save the configuration
: 764 | 15.5707 18.6969 0.0203062 0.00186702 43385.9 0
: 765 | 15.4486 18.7574 0.0202265 0.00179544 43404.9 1
: 766 | 15.1698 18.8541 0.02024 0.00179538 43373.1 2
: 767 | 15.4735 19.5371 0.0202589 0.00179298 43323.2 3
: 768 | 15.3358 18.7153 0.0203802 0.00179937 43055 4
: 769 Minimum Test error found - save the configuration
: 769 | 14.8282 18.5008 0.0203519 0.0018872 43325.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.5402 18.2056 0.0203702 0.00188324 43273.6 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.3908 18.1127 0.0204034 0.00189816 43230.9 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.231 17.9083 0.0204197 0.00192135 43247 0
: 773 Minimum Test error found - save the configuration
: 773 | 14.2695 17.6837 0.0203517 0.00189151 43336.5 0
: 774 Minimum Test error found - save the configuration
: 774 | 14.2134 17.6441 0.020342 0.00189164 43359.6 0
: 775 Minimum Test error found - save the configuration
: 775 | 14.2588 17.5182 0.0203693 0.00187768 43262.8 0
: 776 | 13.7088 17.7022 0.0202227 0.00179578 43414.8 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.6325 17.243 0.0202774 0.00186903 43458.4 0
: 778 | 13.4681 17.4386 0.0202514 0.0017961 43347.9 1
: 779 Minimum Test error found - save the configuration
: 779 | 13.4169 16.8821 0.0203592 0.00190329 43346.6 0
: 780 | 13.1843 16.8911 0.0230957 0.00464916 43368.6 1
: 781 | 13.0577 16.9241 0.0202816 0.00179131 43265.9 2
: 782 | 12.9306 16.9147 0.0202667 0.00179811 43316.9 3
: 783 Minimum Test error found - save the configuration
: 783 | 12.9097 16.3531 0.020327 0.00187064 43345.4 0
: 784 | 12.612 16.7272 0.0202418 0.00178765 43350.7 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.4853 16.0882 0.0203067 0.00186556 43381.4 0
: 786 | 12.9318 16.1553 0.0202545 0.00180199 43354.4 1
: 787 Minimum Test error found - save the configuration
: 787 | 12.4659 16.0638 0.0202808 0.00186656 43444.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 12.0811 15.8257 0.0202711 0.00185652 43443.9 0
: 789 | 12.0788 15.991 0.0201831 0.0017989 43515.7 1
: 790 | 12.0762 16.0786 0.0202173 0.0018103 43461.7 2
: 791 | 11.7513 16.0423 0.0202125 0.00179976 43448.1 3
: 792 Minimum Test error found - save the configuration
: 792 | 11.5637 15.3341 0.0203083 0.00187784 43406.3 0
: 793 | 11.2436 15.5954 0.0202167 0.00179477 43426.5 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.4009 15.161 0.0203006 0.00187022 43406.6 0
: 795 | 11.2047 15.4265 0.0202313 0.00178442 43367.8 1
: 796 Minimum Test error found - save the configuration
: 796 | 11.2138 15.0542 0.0203246 0.00187463 43360.5 0
: 797 | 11.2435 15.0567 0.0202641 0.00179682 43319.8 1
: 798 | 11.3578 15.5204 0.0202288 0.00179764 43404.8 2
: 799 Minimum Test error found - save the configuration
: 799 | 11.1195 14.6427 0.0203307 0.00188064 43360.3 0
: 800 | 11.1481 14.791 0.0202609 0.00181252 43364.2 1
: 801 Minimum Test error found - save the configuration
: 801 | 10.7273 14.5104 0.020335 0.0018866 43364.2 0
: 802 Minimum Test error found - save the configuration
: 802 | 10.5079 14.3415 0.020326 0.00189121 43396.2 0
: 803 | 10.4454 14.5105 0.0202236 0.00180488 43434.1 1
: 804 Minimum Test error found - save the configuration
: 804 | 10.47 13.9746 0.0203041 0.00188442 43431.9 0
: 805 | 10.4772 15.0787 0.0202279 0.00179831 43408.4 1
: 806 | 10.4404 14.3055 0.0202293 0.00179534 43398.3 2
: 807 | 9.89942 14.1989 0.0202165 0.00179288 43422.5 3
: 808 | 9.8129 14.051 0.0202224 0.0017954 43414.5 4
: 809 | 9.74282 14.1827 0.0202191 0.00178848 43406 5
: 810 Minimum Test error found - save the configuration
: 810 | 9.63078 13.6536 0.0203195 0.00187629 43376.4 0
: 811 | 9.66369 14.1114 0.0202284 0.0017944 43398.1 1
: 812 Minimum Test error found - save the configuration
: 812 | 9.51778 13.3705 0.0203133 0.00187079 43378 0
: 813 | 9.45384 13.5182 0.0202579 0.00179715 43335.2 1
: 814 | 9.2599 13.4346 0.0202594 0.00180512 43350.5 2
: 815 Minimum Test error found - save the configuration
: 815 | 9.13079 13.0358 0.0203066 0.00188624 43430.3 0
: 816 | 9.40559 13.2481 0.0204245 0.00181249 42983.1 1
: 817 Minimum Test error found - save the configuration
: 817 | 9.2111 12.9563 0.0203229 0.00189564 43414 0
: 818 Minimum Test error found - save the configuration
: 818 | 9.06629 12.9261 0.020326 0.00188083 43371.7 0
: 819 | 9.15735 13.3584 0.0202549 0.00179735 43342.6 1
: 820 Minimum Test error found - save the configuration
: 820 | 8.80923 12.5447 0.0203495 0.00188139 43318 0
: 821 | 8.65865 12.6387 0.0202605 0.00179233 43317.7 1
: 822 | 8.59347 12.6213 0.0202626 0.00179644 43322.5 2
: 823 | 8.82166 13.2095 0.0202569 0.00179654 43336.2 3
: 824 | 8.98672 12.5672 0.0202441 0.00178924 43349.1 4
: 825 | 8.71963 12.6086 0.0202637 0.0017999 43328 5
: 826 Minimum Test error found - save the configuration
: 826 | 8.31401 12.2274 0.0203641 0.00190615 43341.8 0
: 827 Minimum Test error found - save the configuration
: 827 | 8.26091 12.0096 0.0203497 0.00189883 43358.4 0
: 828 | 8.00457 12.3709 0.0202802 0.00180999 43313 1
: 829 | 8.16499 12.1163 0.020263 0.00180928 43351.8 2
: 830 | 7.988 12.4525 0.0202674 0.00180495 43331.2 3
: 831 Minimum Test error found - save the configuration
: 831 | 7.93579 11.6145 0.0203393 0.00189927 43384 0
: 832 | 8.02547 11.9188 0.0202107 0.00179623 43444.1 1
: 833 | 7.86585 11.9796 0.020234 0.00179843 43394.4 2
: 834 | 7.98542 11.903 0.0203693 0.00179998 43081.9 3
: 835 | 8.02784 11.6476 0.0202326 0.00179632 43392.6 4
: 836 Minimum Test error found - save the configuration
: 836 | 7.52291 11.4272 0.0203166 0.00188139 43395.2 0
: 837 | 7.61793 11.5753 0.0202365 0.00179066 43370.3 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.58106 11.0566 0.0203073 0.00187086 43392.2 0
: 839 | 7.31199 11.3166 0.0202359 0.0018047 43404.6 1
: 840 | 7.40862 11.6768 0.0202296 0.00181071 43433.6 2
: 841 Minimum Test error found - save the configuration
: 841 | 7.35782 10.7539 0.0203001 0.00187307 43414.5 0
: 842 | 7.24441 10.9389 0.0202154 0.00180127 43445 1
: 843 | 7.37368 10.8975 0.020214 0.00180072 43447 2
: 844 Minimum Test error found - save the configuration
: 844 | 7.19889 10.6734 0.0203003 0.00187205 43411.7 0
: 845 Minimum Test error found - save the configuration
: 845 | 7.101 10.5519 0.020288 0.00187372 43444.5 0
: 846 Minimum Test error found - save the configuration
: 846 | 7.08863 10.5053 0.020307 0.0018689 43388.3 0
: 847 | 7.02844 10.5776 0.0202159 0.00179545 43430.1 1
: 848 Minimum Test error found - save the configuration
: 848 | 6.83614 10.4063 0.0202778 0.00185356 43421 0
: 849 Minimum Test error found - save the configuration
: 849 | 7.06493 10.3582 0.0202821 0.0018671 43442.9 0
: 850 | 7.04024 10.4382 0.0202466 0.00179118 43347.7 1
: 851 | 6.77595 10.6482 0.0202116 0.00178128 43406.7 2
: 852 Minimum Test error found - save the configuration
: 852 | 6.72832 10.1404 0.0202837 0.00185147 43402.2 0
: 853 | 6.68793 10.3686 0.020204 0.00179647 43460.4 1
: 854 Minimum Test error found - save the configuration
: 854 | 6.60641 10.0286 0.0202671 0.00186063 43462.9 0
: 855 | 6.55456 10.3764 0.0202341 0.00179944 43396.5 1
: 856 Minimum Test error found - save the configuration
: 856 | 6.7306 9.6862 0.0202673 0.00185719 43454.5 0
: 857 | 6.54564 10.276 0.0202215 0.00180015 43427.8 1
: 858 | 6.39263 9.87739 0.0202086 0.00180146 43461.5 2
: 859 Minimum Test error found - save the configuration
: 859 | 6.59019 9.59248 0.0202889 0.00186086 43412 0
: 860 | 6.30462 9.776 0.0202379 0.00179447 43376 1
: 861 | 6.22656 10.0571 0.0202416 0.00179604 43370.9 2
: 862 Minimum Test error found - save the configuration
: 862 | 6.23594 9.56145 0.0203343 0.00188889 43371.3 0
: 863 | 6.37441 9.69987 0.0202476 0.00179461 43353.3 1
: 864 Minimum Test error found - save the configuration
: 864 | 6.38414 9.33453 0.0203203 0.00188007 43383.4 0
: 865 | 6.40321 9.91662 0.0202405 0.00179485 43370.7 1
: 866 Minimum Test error found - save the configuration
: 866 | 6.0566 9.29296 0.0203005 0.00186812 43401.9 0
: 867 Minimum Test error found - save the configuration
: 867 | 6.1877 9.09959 0.0202881 0.00185948 43410.7 0
: 868 | 6.09098 9.57438 0.0202364 0.00180207 43397.4 1
: 869 | 6.22518 9.49255 0.0202323 0.00180176 43406.2 2
: 870 | 6.11027 9.10262 0.0202687 0.00181008 43340.1 3
: 871 | 5.95913 9.86372 0.0202465 0.00180708 43385.2 4
: 872 Minimum Test error found - save the configuration
: 872 | 5.75114 8.6641 0.0203159 0.0018828 43400.2 0
: 873 | 5.78039 8.78677 0.0202798 0.00180586 43304.1 1
: 874 | 5.72936 8.93575 0.020215 0.00179185 43423.6 2
: 875 Minimum Test error found - save the configuration
: 875 | 5.6454 8.56736 0.0203054 0.00187218 43399.8 0
: 876 | 5.71804 8.65406 0.0202101 0.00178441 43417.7 1
: 877 | 5.81857 9.00618 0.0202167 0.00179177 43419.5 2
: 878 | 5.69162 8.67537 0.0202089 0.0017925 43439.5 3
: 879 | 5.93224 8.62725 0.0202064 0.00179343 43447.7 4
: 880 | 6.0882 8.83242 0.0202625 0.00178856 43304.2 5
: 881 | 6.13794 9.34959 0.0202572 0.00179374 43328.9 6
: 882 Minimum Test error found - save the configuration
: 882 | 5.67597 8.137 0.0203194 0.001879 43383.1 0
: 883 | 5.43245 8.5459 0.0202307 0.00180552 43418.8 1
: 884 | 5.45784 8.29207 0.0202363 0.00180581 43406.4 2
: 885 | 5.41974 8.13814 0.0202403 0.00180494 43394.8 3
: 886 | 5.29206 8.3579 0.0202152 0.00180524 43454.7 4
: 887 Minimum Test error found - save the configuration
: 887 | 5.28443 7.89219 0.0203216 0.00187269 43363 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.24219 7.79399 0.0203047 0.00186486 43384.3 0
: 889 | 5.11213 8.68886 0.0202192 0.00179326 43417.2 1
: 890 | 5.38383 8.33615 0.0202314 0.00179394 43390 2
: 891 | 5.30622 7.91902 0.0202158 0.00178711 43410.6 3
: 892 | 5.2421 8.33618 0.0202462 0.00179331 43353.6 4
: 893 | 5.80604 8.26853 0.0202189 0.00179285 43416.7 5
: 894 Minimum Test error found - save the configuration
: 894 | 5.15181 7.74521 0.020306 0.00187402 43402.9 0
: 895 | 5.05283 7.91064 0.0202573 0.00179751 43337.5 1
: 896 | 5.23198 7.83359 0.0202554 0.00180508 43359.7 2
: 897 | 5.1956 7.77692 0.0202489 0.00181423 43396.5 3
: 898 Minimum Test error found - save the configuration
: 898 | 5.09981 7.54966 0.0203169 0.00188256 43397.4 0
: 899 | 5.17882 8.2784 0.0202494 0.00180555 43374.8 1
: 900 Minimum Test error found - save the configuration
: 900 | 5.12682 7.54869 0.0203321 0.00188728 43372.5 0
: 901 | 5.11256 7.56824 0.0202442 0.00180096 43376.2 1
: 902 | 5.37753 7.82145 0.0202643 0.0017961 43317.7 2
: 903 Minimum Test error found - save the configuration
: 903 | 5.21394 7.15035 0.020301 0.00187265 43411.3 0
: 904 | 4.79282 7.41922 0.0202412 0.00178942 43356.3 1
: 905 Minimum Test error found - save the configuration
: 905 | 5.04901 6.99897 0.0203131 0.00187036 43377.5 0
: 906 | 4.86295 7.18512 0.0202282 0.00179519 43400.4 1
: 907 | 4.80509 7.33617 0.0202285 0.00179321 43395 2
: 908 | 4.79441 7.14526 0.0202375 0.00178753 43360.6 3
: 909 Minimum Test error found - save the configuration
: 909 | 4.65377 6.87659 0.0203018 0.00186752 43397.3 0
: 910 | 4.72606 7.2946 0.0202579 0.00180907 43363.1 1
: 911 | 4.85785 7.07935 0.020228 0.00179938 43410.9 2
: 912 Minimum Test error found - save the configuration
: 912 | 4.74697 6.78282 0.02032 0.00188151 43387.5 0
: 913 | 4.5837 7.21146 0.0202367 0.00180659 43407.1 1
: 914 | 4.79316 7.14539 0.020212 0.00180482 43461.3 2
: 915 | 4.67962 6.78311 0.0202434 0.00180133 43379.1 3
: 916 | 4.39974 6.95562 0.0202426 0.00179779 43372.7 4
: 917 Minimum Test error found - save the configuration
: 917 | 4.54873 6.65886 0.0203297 0.00187915 43359.2 0
: 918 Minimum Test error found - save the configuration
: 918 | 4.50818 6.6423 0.020337 0.0018653 43309.5 0
: 919 Minimum Test error found - save the configuration
: 919 | 4.51864 6.45212 0.0203305 0.001869 43333.3 0
: 920 | 4.61749 7.27316 0.0202627 0.00179702 43323.6 1
: 921 Minimum Test error found - save the configuration
: 921 | 4.71773 6.31023 0.0203324 0.00187058 43332.6 0
: 922 | 4.40209 7.17856 0.0202697 0.00179659 43306.3 1
: 923 | 4.43623 6.32633 0.0202604 0.0018067 43351.7 2
: 924 | 4.3523 6.54594 0.0202634 0.00180314 43336.4 3
: 925 | 4.27986 6.64085 0.0202752 0.00180744 43318.7 4
: 926 Minimum Test error found - save the configuration
: 926 | 4.35484 6.09329 0.0203408 0.00188722 43352 0
: 927 Minimum Test error found - save the configuration
: 927 | 4.14091 6.08866 0.0203171 0.00188579 43404.5 0
: 928 | 4.23999 6.36429 0.0202648 0.00181805 43368 1
: 929 | 4.35109 6.16614 0.0202476 0.00179744 43359.9 2
: 930 | 4.12755 6.14784 0.0202629 0.00179659 43322.1 3
: 931 | 4.17638 6.60178 0.0202317 0.00178715 43373.3 4
: 932 Minimum Test error found - save the configuration
: 932 | 4.20919 6.01152 0.0203334 0.00187639 43344 0
: 933 | 4.08593 6.12402 0.0202457 0.0017966 43362.4 1
: 934 Minimum Test error found - save the configuration
: 934 | 4.15123 5.99316 0.0203565 0.00187322 43282.3 0
: 935 | 4.54707 6.35579 0.0202633 0.00179786 43324.2 1
: 936 Minimum Test error found - save the configuration
: 936 | 4.35962 5.88409 0.0203309 0.00188437 43368.6 0
: 937 | 4.29589 6.27052 0.0202336 0.00179634 43390.4 1
: 938 | 4.18936 6.90789 0.0202411 0.00181252 43410.9 2
: 939 Minimum Test error found - save the configuration
: 939 | 4.08269 5.80114 0.0203288 0.00189095 43389 0
: 940 | 4.17031 6.40499 0.020241 0.00180746 43399.2 1
: 941 | 4.09694 6.01692 0.020247 0.00180433 43377.6 2
: 942 Minimum Test error found - save the configuration
: 942 | 3.95353 5.76186 0.0203184 0.00187497 43375.9 0
: 943 | 4.07712 5.77502 0.0202421 0.00179694 43371.8 1
: 944 | 3.88115 6.23008 0.0202475 0.00178935 43341.4 2
: 945 Minimum Test error found - save the configuration
: 945 | 3.98015 5.40854 0.0203627 0.00188089 43285.7 0
: 946 | 3.8546 5.64386 0.0202264 0.00179733 43409.8 1
: 947 | 3.82224 5.91618 0.0202559 0.00179051 43324.2 2
: 948 | 3.94318 5.62465 0.0202755 0.00179801 43296 3
: 949 Minimum Test error found - save the configuration
: 949 | 3.74544 5.25676 0.0203453 0.00190342 43379.5 0
: 950 | 3.78949 5.5229 0.0202504 0.00180048 43360.5 1
: 951 | 4.01288 5.72786 0.0202574 0.00180715 43359.8 2
: 952 | 3.96928 5.67819 0.0202296 0.00180597 43422.6 3
: 953 | 3.88902 5.33394 0.0202517 0.00180962 43379 4
: 954 | 3.97891 5.4344 0.0202574 0.00180102 43345.3 5
: 955 | 4.21863 5.3201 0.0202468 0.0017957 43357.9 6
: 956 | 4.15966 5.49513 0.0202362 0.00179513 43381.5 7
: 957 | 4.01003 5.56612 0.0202267 0.00179408 43401.3 8
: 958 Minimum Test error found - save the configuration
: 958 | 3.85386 5.24113 0.0203179 0.00187595 43379.4 0
: 959 | 3.79337 5.78594 0.0202444 0.00179585 43363.9 1
: 960 Minimum Test error found - save the configuration
: 960 | 3.79552 5.18887 0.0203622 0.00188123 43287.8 0
: 961 | 3.64069 5.20555 0.0202732 0.00179751 43300.2 1
: 962 | 3.62721 5.28286 0.0202755 0.00180894 43321.6 2
: 963 | 3.67183 5.40296 0.0202492 0.0018146 43396.8 3
: 964 | 4.06521 5.78617 0.0202368 0.00179865 43388.3 4
: 965 Minimum Test error found - save the configuration
: 965 | 3.73692 5.0362 0.0203215 0.00188046 43381.5 0
: 966 | 3.55831 5.69595 0.0202261 0.00180645 43431.9 1
: 967 | 3.69758 5.20948 0.0202294 0.00180838 43428.6 2
: 968 Minimum Test error found - save the configuration
: 968 | 3.62528 4.99195 0.0203335 0.00189146 43379.1 0
: 969 Minimum Test error found - save the configuration
: 969 | 3.56741 4.69691 0.0203294 0.00187954 43360.7 0
: 970 | 3.44672 5.27062 0.0202568 0.00179628 43335.6 1
: 971 | 3.60273 4.84886 0.0202416 0.0017953 43369.1 2
: 972 | 3.86163 5.16012 0.0202338 0.00179576 43388.5 3
: 973 | 3.70422 4.79508 0.0202362 0.00179681 43385.3 4
: 974 | 3.54508 4.89416 0.0202378 0.00178918 43363.6 5
: 975 | 3.74919 5.76804 0.0202512 0.00179783 43352.6 6
: 976 Minimum Test error found - save the configuration
: 976 | 3.59549 4.64707 0.0203462 0.00188601 43336.6 0
: 977 | 3.47699 4.98671 0.0202589 0.00180886 43360.4 1
: 978 Minimum Test error found - save the configuration
: 978 | 3.46642 4.47158 0.0203411 0.00188199 43339.1 0
: 979 | 3.41867 4.81092 0.0202348 0.00180622 43410.9 1
: 980 | 3.39667 4.76182 0.0202686 0.00180956 43339.1 2
: 981 | 3.41577 4.59056 0.0202552 0.00180513 43360.3 3
: 982 | 3.37259 4.74825 0.0202461 0.00179977 43369.2 4
: 983 | 3.58597 4.97136 0.0202736 0.00179927 43303.3 5
: 984 | 3.48587 4.7755 0.020283 0.00179161 43263.3 6
: 985 | 3.5025 4.69763 0.0202794 0.00179895 43288.9 7
: 986 | 3.55816 5.14204 0.0202687 0.00179801 43312 8
: 987 | 3.78706 4.56019 0.0202697 0.00179124 43293.7 9
: 988 | 3.414 4.95902 0.0203002 0.00180053 43244 10
: 989 | 3.65318 4.99999 0.0202757 0.00180755 43317.9 11
: 990 Minimum Test error found - save the configuration
: 990 | 3.37851 4.40839 0.0203512 0.00189375 43342.9 0
: 991 | 3.52401 4.55174 0.0203094 0.00181413 43254.3 1
: 992 Minimum Test error found - save the configuration
: 992 | 3.46298 4.38233 0.0203626 0.00189171 43311.4 0
: 993 Minimum Test error found - save the configuration
: 993 | 3.33188 4.23275 0.0203681 0.00188813 43290 0
: 994 | 3.19325 4.45506 0.0202901 0.00180568 43279.7 1
: 995 | 3.24997 4.28136 0.0202887 0.00179846 43266.1 2
: 996 Minimum Test error found - save the configuration
: 996 | 3.29945 4.19244 0.0203578 0.00187762 43289.5 0
: 997 | 3.36598 4.36055 0.0202719 0.0018023 43314.4 1
: 998 | 3.33075 4.3406 0.0202855 0.00179905 43275 2
: 999 Minimum Test error found - save the configuration
: 999 | 3.38342 4.15964 0.0203593 0.00188183 43295.9 0
: 1000 Minimum Test error found - save the configuration
: 1000 | 3.15297 4.05295 0.0203861 0.00189112 43254.9 0
: 1001 | 3.39948 4.692 0.0202742 0.00181413 43336.7 1
: 1002 | 3.58585 4.24341 0.0203047 0.00181587 43269.4 2
: 1003 | 3.63579 4.53229 0.0202849 0.00180902 43299.7 3
: 1004 | 3.23437 4.34585 0.0202915 0.00180941 43285.2 4
: 1005 Minimum Test error found - save the configuration
: 1005 | 3.1188 3.95385 0.0203773 0.00189964 43295.5 0
: 1006 | 3.27054 4.56213 0.0202964 0.00180019 43252.1 1
: 1007 | 3.28147 4.0566 0.0202569 0.00179809 43339.7 2
: 1008 | 3.40739 4.41956 0.0202598 0.00179761 43331.7 3
: 1009 | 3.51908 4.08926 0.02026 0.00179842 43333.2 4
: 1010 | 3.21775 4.53192 0.0202717 0.00179998 43309.4 5
: 1011 | 3.39666 4.05497 0.0202524 0.00179061 43332.8 6
: 1012 | 3.20128 4.1295 0.020284 0.00179794 43275.8 7
: 1013 Minimum Test error found - save the configuration
: 1013 | 3.09484 3.924 0.0205482 0.00191441 42932.8 0
: 1014 | 3.14957 4.73442 0.0202833 0.00181062 43307.3 1
: 1015 | 3.1444 4.01086 0.0202799 0.00180841 43310.1 2
: 1016 | 3.17394 4.45857 0.0202548 0.00180613 43363.5 3
: 1017 | 3.30355 4.06683 0.0202736 0.0018054 43317.6 4
: 1018 | 2.98464 4.2883 0.020249 0.00179938 43361.3 5
: 1019 | 3.31927 4.42557 0.0202573 0.00179814 43338.8 6
: 1020 | 3.22134 3.97005 0.0202729 0.00178822 43279.1 7
: 1021 | 3.0651 3.93961 0.0202648 0.001797 43318.6 8
: 1022 | 3.0864 4.0892 0.0202499 0.00179799 43356 9
: 1023 | 3.414 4.73607 0.0202627 0.00179746 43324.6 10
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.2696 3.83646 0.0203475 0.00187806 43314.8 0
: 1025 | 3.16714 4.16446 0.0203206 0.00181727 43235.4 1
: 1026 Minimum Test error found - save the configuration
: 1026 | 3.15998 3.80838 0.0203377 0.00188683 43358.4 0
: 1027 | 3.07096 4.00529 0.020283 0.00180598 43296.9 1
: 1028 Minimum Test error found - save the configuration
: 1028 | 2.86993 3.5694 0.0203393 0.00189783 43380.6 0
: 1029 | 3.22005 4.57132 0.0202891 0.00180281 43275.3 1
: 1030 Minimum Test error found - save the configuration
: 1030 | 2.94582 3.52998 0.0203652 0.00188729 43295 0
: 1031 | 2.95297 3.59085 0.0202937 0.0018016 43261.8 1
: 1032 | 3.03568 3.68019 0.0202646 0.00178658 43294.8 2
: 1033 | 2.93808 3.7994 0.020274 0.0017979 43299.2 3
: 1034 | 3.11132 3.73349 0.0202948 0.00179812 43251 4
: 1035 | 3.42304 3.94585 0.0202862 0.00179829 43271.6 5
: 1036 | 3.28602 3.57902 0.0203024 0.00179982 43237.1 6
: 1037 | 3.25693 4.13286 0.0202729 0.00180905 43327.8 7
: 1038 Minimum Test error found - save the configuration
: 1038 | 3.32132 3.46315 0.0203302 0.00189078 43385.2 0
: 1039 | 3.10965 3.88329 0.0202962 0.00181071 43277.2 1
: 1040 Minimum Test error found - save the configuration
: 1040 | 2.89426 3.4435 0.0203392 0.00188507 43350.7 0
: 1041 | 2.86081 3.46155 0.0202729 0.00180956 43329.1 1
: 1042 | 2.93758 3.59495 0.0202841 0.00181582 43317.6 2
: 1043 | 2.90411 3.58785 0.02028 0.00180552 43302.9 3
: 1044 Minimum Test error found - save the configuration
: 1044 | 2.92622 3.26473 0.0203579 0.00187847 43291.5 0
: 1045 | 2.91314 3.56406 0.0202703 0.00179732 43306.4 1
: 1046 | 2.96202 3.67873 0.0203002 0.00180091 43244.9 2
: 1047 | 2.99116 3.56907 0.02031 0.00180096 43222.1 3
: 1048 | 3.53244 4.55822 0.0202943 0.00180026 43257.1 4
: 1049 | 3.9687 3.88301 0.0203206 0.00180947 43217.3 5
: 1050 | 3.67526 3.69748 0.020286 0.00180971 43298.7 6
: 1051 | 3.09507 4.10111 0.0202836 0.00180734 43298.9 7
: 1052 | 2.87327 3.86533 0.0202841 0.0018184 43323.6 8
: 1053 | 2.89997 3.36379 0.0202707 0.00180981 43334.8 9
: 1054 Minimum Test error found - save the configuration
: 1054 | 2.92478 3.14776 0.0203712 0.00188618 43278.3 0
: 1055 | 2.95234 3.60664 0.0202673 0.00179835 43316 1
: 1056 | 2.9024 4.99986 0.0202646 0.00179589 43316.6 2
: 1057 | 4.34927 4.79187 0.0202595 0.00179042 43315.6 3
: 1058 | 3.60309 4.7753 0.0202659 0.00179519 43311.8 4
: 1059 | 3.63119 3.24116 0.0202661 0.00179769 43317.3 5
: 1060 | 2.96921 3.32734 0.0202521 0.00178617 43322.9 6
: 1061 | 2.82102 3.73792 0.0202635 0.00179139 43308.4 7
: 1062 | 2.80912 3.67212 0.0202637 0.00180447 43338.8 8
: 1063 | 2.96969 3.41199 0.0202827 0.00180529 43296 9
: 1064 | 2.98657 3.7159 0.0202525 0.00179669 43346.9 10
: 1065 | 2.8632 3.32855 0.0202641 0.00180588 43341.1 11
: 1066 | 3.17109 3.19387 0.0202658 0.00180504 43335.2 12
: 1067 Minimum Test error found - save the configuration
: 1067 | 2.87088 3.06914 0.0203533 0.00188177 43309.8 0
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.77971 3.0011 0.0203451 0.00185783 43273 0
: 1069 | 2.84431 3.10438 0.0202511 0.00179569 43347.7 1
: 1070 Minimum Test error found - save the configuration
: 1070 | 2.84932 2.83387 0.0203283 0.00185407 43303.5 0
: 1071 | 2.87749 3.10603 0.0202548 0.00179552 43338.6 1
: 1072 | 3.10765 3.34816 0.0202608 0.00179598 43325.6 2
: 1073 | 2.73502 3.12123 0.0202512 0.00179605 43348.4 3
: 1074 | 3.03473 4.34012 0.0202641 0.00179459 43314.6 4
: 1075 | 2.89545 3.42639 0.0202789 0.00179505 43281 5
: 1076 | 2.91427 2.89058 0.0202496 0.0018056 43374.6 6
: 1077 | 2.90434 3.11311 0.0202468 0.00179495 43356.1 7
: 1078 Minimum Test error found - save the configuration
: 1078 | 2.67905 2.81036 0.0203228 0.00188145 43380.8 0
: 1079 | 2.93992 3.17985 0.0202514 0.00180679 43373.2 1
: 1080 | 2.7348 2.89697 0.0202616 0.00180313 43340.6 2
: 1081 | 2.71397 2.82735 0.020255 0.00180363 43357.2 3
: 1082 | 2.64768 2.94522 0.0202654 0.00179939 43322.8 4
: 1083 | 2.70303 2.96049 0.0202607 0.00179711 43328.6 5
: 1084 | 2.64847 2.85014 0.0202614 0.00178784 43305.2 6
: 1085 | 2.73131 3.05901 0.0202557 0.00179526 43336 7
: 1086 | 2.75972 3.28291 0.020261 0.00179463 43321.9 8
: 1087 | 2.87145 3.19258 0.020258 0.00179506 43330 9
: 1088 | 2.79257 2.96229 0.0202555 0.00179298 43331 10
: 1089 | 2.71035 3.0782 0.0202532 0.00179944 43351.6 11
: 1090 | 2.76025 3.21479 0.0204134 0.00181898 43023.7 12
: 1091 | 2.73848 2.91649 0.0203221 0.00181195 43219.6 13
: 1092 | 2.89616 2.98144 0.0202856 0.00181466 43311.3 14
: 1093 | 2.98957 3.07587 0.0202909 0.00180549 43277.4 15
: 1094 | 2.62345 3.36033 0.0202884 0.00179749 43264.5 16
: 1095 | 2.88226 2.82941 0.0202619 0.00179738 43326.4 17
: 1096 | 2.76755 2.83481 0.020275 0.00178607 43269.2 18
: 1097 | 2.8758 3.42674 0.0202454 0.00179086 43349.8 19
: 1098 Minimum Test error found - save the configuration
: 1098 | 2.75924 2.72809 0.0203005 0.00186651 43398.1 0
: 1099 | 2.86519 3.09061 0.0202261 0.00179016 43393.6 1
: 1100 | 3.06382 2.82153 0.0202154 0.00178371 43403.5 2
: 1101 | 3.06288 3.66997 0.0202233 0.00179068 43401.2 3
: 1102 Minimum Test error found - save the configuration
: 1102 | 2.87018 2.71531 0.0203398 0.00186769 43308.6 0
: 1103 | 2.86236 2.90121 0.0202326 0.00180111 43404 1
: 1104 | 2.88613 3.83411 0.0202196 0.00179338 43416.4 2
: 1105 | 2.7862 2.76903 0.0202407 0.00180181 43386.6 3
: 1106 | 2.83479 2.98743 0.0202302 0.0018008 43408.9 4
: 1107 | 2.60866 3.72676 0.0202359 0.00180195 43398.3 5
: 1108 Minimum Test error found - save the configuration
: 1108 | 2.69948 2.53352 0.0203097 0.00187553 43397.6 0
: 1109 | 2.49832 2.62141 0.0202309 0.00179248 43387.6 1
: 1110 | 2.44885 2.87639 0.0202403 0.00179149 43363.2 2
: 1111 | 2.5483 2.63113 0.0202339 0.00178252 43357.2 3
: 1112 | 2.51983 2.69012 0.02025 0.0017914 43340.1 4
: 1113 Minimum Test error found - save the configuration
: 1113 | 2.53213 2.5257 0.0203708 0.00188881 43285.4 0
: 1114 | 2.49439 2.79171 0.0202725 0.00179141 43287.5 1
: 1115 | 2.51383 2.70216 0.0202883 0.00179911 43268.4 2
: 1116 | 2.50722 2.82535 0.0202937 0.00181325 43288.9 3
: 1117 | 2.60572 2.55988 0.0203057 0.00180374 43238.7 4
: 1118 | 2.69441 2.97181 0.0202684 0.00180856 43337.3 5
: 1119 | 2.49331 2.87536 0.0202542 0.00180434 43360.6 6
: 1120 | 2.42547 2.63331 0.0202443 0.00180099 43376.2 7
: 1121 | 2.46127 2.59723 0.0202505 0.00180051 43360.5 8
: 1122 | 2.65854 3.00173 0.0202433 0.00179243 43358.3 9
: 1123 Minimum Test error found - save the configuration
: 1123 | 2.59312 2.41815 0.0203054 0.00186385 43380.2 0
: 1124 | 2.55377 3.15791 0.0202411 0.00178363 43342.8 1
: 1125 | 2.83389 2.55119 0.0202474 0.00179229 43348.5 2
: 1126 | 2.84693 4.13748 0.0202257 0.00179042 43395.1 3
: 1127 | 2.58775 2.72437 0.0202247 0.00178943 43395 4
: 1128 | 2.67786 2.86362 0.0202213 0.00178435 43391.1 5
: 1129 | 2.61988 2.58585 0.0202327 0.00179156 43381.2 6
: 1130 | 2.32243 3.09984 0.0202361 0.00180058 43394.4 7
: 1131 Minimum Test error found - save the configuration
: 1131 | 2.59311 2.37135 0.0203304 0.00187132 43339.1 0
: 1132 | 2.56511 2.72388 0.0202431 0.00180076 43378.4 1
: 1133 | 2.36113 2.45636 0.0202271 0.00180252 43420.2 2
: 1134 | 2.36824 2.65157 0.0202302 0.00180325 43414.7 3
: 1135 | 2.32223 3.13602 0.0203544 0.00181544 43152.4 4
: 1136 Minimum Test error found - save the configuration
: 1136 | 2.44464 2.30399 0.020311 0.00186097 43360.4 0
: 1137 | 2.43396 2.8417 0.0202336 0.00179025 43376 1
: 1138 | 2.49623 2.38007 0.0202214 0.00179091 43406.4 2
: 1139 | 2.37505 2.76967 0.0202228 0.00178354 43385.6 3
: 1140 | 2.29501 2.31608 0.0202587 0.00179709 43333.1 4
: 1141 | 2.55839 2.4958 0.0202396 0.00179187 43365.7 5
: 1142 | 2.49369 2.45941 0.0202283 0.00178977 43387.4 6
: 1143 | 2.3208 2.73355 0.0202258 0.00178964 43392.9 7
: 1144 Minimum Test error found - save the configuration
: 1144 | 2.45349 2.24701 0.020278 0.00185672 43428 0
: 1145 | 2.45788 2.33088 0.0202759 0.0018023 43305.1 1
: 1146 | 2.45181 2.84055 0.0202361 0.00179464 43380.4 2
: 1147 | 2.54718 3.18331 0.0202168 0.00180078 43440.6 3
: 1148 | 2.44397 2.31653 0.0202433 0.0018058 43389.9 4
: 1149 Minimum Test error found - save the configuration
: 1149 | 2.2819 2.20768 0.0203466 0.00190156 43372.1 0
: 1150 | 2.4084 2.22418 0.0202561 0.00179813 43341.7 1
: 1151 | 2.37658 2.29247 0.0202472 0.00179249 43349.4 2
: 1152 | 2.35538 2.47154 0.0202314 0.00179523 43392.9 3
: 1153 | 2.54052 2.48259 0.0202575 0.00179498 43330.9 4
: 1154 | 2.63207 2.8091 0.02026 0.00179643 43328.5 5
: 1155 | 3.09662 2.96225 0.0202535 0.00179287 43335.5 6
: 1156 | 2.4 2.5638 0.0202481 0.00179585 43355.1 7
: 1157 | 2.55851 2.4268 0.0202369 0.0017866 43359.8 8
: 1158 Minimum Test error found - save the configuration
: 1158 | 2.76768 2.16273 0.0203116 0.00186415 43366.5 0
: 1159 | 2.44264 2.40085 0.0202348 0.00180109 43398.8 1
: 1160 | 2.24404 3.14352 0.0202258 0.00179952 43416.3 2
: 1161 | 2.58355 2.42789 0.0202364 0.00179692 43385.2 3
: 1162 | 2.43847 2.35662 0.0202812 0.00180314 43294.6 4
: 1163 | 2.63091 2.40067 0.0202365 0.00180308 43399.4 5
: 1164 | 2.40206 2.57995 0.0202302 0.00180613 43421.4 6
: 1165 | 2.34531 2.40632 0.0202435 0.00179928 43374.1 7
: 1166 | 2.25701 2.16427 0.0202479 0.00179582 43355.5 8
: 1167 | 2.20039 2.49062 0.0202585 0.00179327 43324.6 9
: 1168 | 2.28859 2.36499 0.0202446 0.00178596 43340.2 10
: 1169 | 2.21679 2.17315 0.0202431 0.00179338 43361 11
: 1170 | 2.09755 2.29892 0.0202444 0.00179203 43354.8 12
: 1171 | 2.53219 2.77763 0.0202365 0.00178909 43366.6 13
: 1172 | 2.70962 2.46796 0.0202075 0.00178315 43420.9 14
: 1173 | 2.58112 2.97958 0.0202375 0.00178933 43364.8 15
: 1174 | 2.33776 2.24939 0.0202395 0.00179946 43383.8 16
: 1175 | 2.44344 2.35631 0.0202311 0.00180117 43407.6 17
: 1176 | 2.10223 2.78529 0.0202373 0.00181085 43415.8 18
: 1177 | 2.20044 2.90309 0.0202276 0.00180181 43417.5 19
: 1178 | 2.24195 2.60674 0.020214 0.00180586 43458.9 20
: 1179 Minimum Test error found - save the configuration
: 1179 | 2.18182 2.13926 0.0202884 0.0018663 43426 0
: 1180 | 2.10676 2.23035 0.020242 0.00179522 43368.1 1
: 1181 | 2.13225 2.27349 0.0202266 0.00178967 43391.2 2
: 1182 | 2.24 2.3809 0.0202189 0.00179162 43413.9 3
: 1183 Minimum Test error found - save the configuration
: 1183 | 2.41162 2.07902 0.0202831 0.00185416 43410 0
: 1184 | 2.50592 2.48401 0.020234 0.00178394 43360.4 1
: 1185 | 2.19183 2.20503 0.0202255 0.00179094 43396.7 2
: 1186 | 2.40602 2.68168 0.0202389 0.00179335 43370.8 3
: 1187 Minimum Test error found - save the configuration
: 1187 | 2.18221 2.07284 0.0203015 0.0018596 43379.4 0
: 1188 | 2.23767 2.3079 0.0202332 0.00179093 43378.5 1
: 1189 | 2.05579 2.31859 0.0202308 0.00179102 43384.5 2
: 1190 | 2.19933 2.28079 0.0202339 0.00180371 43406.9 3
: 1191 | 2.30177 2.19201 0.0202297 0.00180346 43416.3 4
: 1192 | 2.12444 2.17336 0.0202552 0.00180405 43357.8 5
: 1193 | 2.1011 2.12111 0.020242 0.00180196 43383.9 6
: 1194 Minimum Test error found - save the configuration
: 1194 | 2.26903 2.0507 0.0202951 0.00186709 43412.1 0
: 1195 | 2.1229 3.2567 0.0202261 0.00179454 43403.7 1
: 1196 | 2.23456 2.05463 0.0202697 0.00181072 43339.2 2
: 1197 | 2.09213 2.3477 0.0202483 0.00179357 43349.2 3
: 1198 | 2.44444 2.16092 0.0202322 0.00179336 43386.6 4
: 1199 | 2.02934 2.35126 0.0202302 0.00178897 43381.1 5
: 1200 | 2.1246 2.12593 0.0202607 0.00179628 43326.6 6
: 1201 | 2.03894 2.72849 0.0202345 0.00179342 43381.4 7
: 1202 | 2.77795 2.25865 0.0202235 0.00179377 43408.2 8
: 1203 | 2.58643 2.48351 0.0202325 0.00178492 43366.1 9
: 1204 | 2.2213 2.37146 0.0203269 0.00179514 43169.2 10
: 1205 | 2.17778 2.44191 0.0202539 0.00180424 43361.2 11
: 1206 | 2.11493 2.36027 0.0202444 0.00179668 43365.8 12
: 1207 Minimum Test error found - save the configuration
: 1207 | 2.19884 2.0349 0.0203181 0.00187467 43375.8 0
: 1208 | 2.23014 2.48673 0.0202455 0.00180377 43379.9 1
: 1209 Minimum Test error found - save the configuration
: 1209 | 2.32694 1.95553 0.0203088 0.00186792 43382 0
: 1210 | 2.19858 2.27277 0.0203957 0.00179762 43015.1 1
: 1211 | 2.22396 2.61907 0.0202781 0.00179334 43278.9 2
: 1212 | 2.32091 2.31981 0.0202279 0.00179183 43393.2 3
: 1213 | 2.13119 2.47405 0.0202253 0.00178639 43386.5 4
: 1214 | 2.26276 2.28808 0.0202451 0.00179245 43354.3 5
: 1215 | 2.37761 3.64218 0.020233 0.00179207 43381.7 6
: 1216 | 2.23353 2.09709 0.020266 0.00179837 43319 7
: 1217 | 2.08376 2.12706 0.0202475 0.00179532 43355.4 8
: 1218 | 2.12386 2.19558 0.020237 0.00179683 43383.6 9
: 1219 | 2.3318 2.30152 0.0202534 0.00180363 43361 10
: 1220 | 2.26563 2.03309 0.0202293 0.00179556 43398.6 11
: 1221 Minimum Test error found - save the configuration
: 1221 | 2.25728 1.86218 0.0203351 0.00188204 43353.2 0
: 1222 | 2.10299 2.17878 0.0202643 0.00181554 43363.3 1
: 1223 | 2.13351 2.59087 0.0202452 0.00180267 43377.9 2
: 1224 | 2.19271 2.0175 0.0202967 0.00180479 43262.2 3
: 1225 | 2.26608 2.40808 0.0202495 0.00179312 43345.5 4
: 1226 | 2.24879 2.70474 0.0202425 0.00179402 43364.1 5
: 1227 | 2.41582 1.97051 0.020246 0.00178822 43342.1 6
: 1228 | 2.19325 2.01595 0.020257 0.00179727 43337.5 7
: 1229 | 2.2168 2.33299 0.0202808 0.00179598 43278.9 8
: 1230 | 2.21143 2.42627 0.0202502 0.00179458 43347.3 9
: 1231 | 2.05094 2.07726 0.020258 0.00178706 43311.3 10
: 1232 | 2.29599 2.18495 0.0202627 0.00179587 43320.8 11
: 1233 | 2.09738 1.95956 0.0202623 0.00180567 43344.9 12
: 1234 | 2.01188 1.96235 0.0202512 0.00180249 43363.6 13
: 1235 | 2.15866 2.70542 0.0202346 0.00180397 43406.1 14
: 1236 | 2.47856 3.02129 0.0202404 0.00180383 43391.9 15
: 1237 | 2.35173 2.43918 0.0202391 0.00180231 43391.5 16
: 1238 | 2.19855 2.42629 0.0202287 0.00179441 43397.3 17
: 1239 | 2.20351 2.37184 0.0202409 0.00180003 43382 18
: 1240 | 1.93798 2.30037 0.0202521 0.00179732 43349.1 19
: 1241 | 2.00878 2.57547 0.0202515 0.00179213 43338.5 20
: 1242 | 2.11867 1.9914 0.0202322 0.00178472 43366.5 21
:
: Elapsed time for training with 1000 events: 25.2 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.026 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/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: 1.55 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.359 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.77237e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.35279e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdataset/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;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0684 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0895 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00355 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.225 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.13 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: 0.0431 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0051 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: 0.0894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00999 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: 0.00451 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000564 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.025 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.13 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.237 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.170 0.166 1.51 1.22 | 3.278 3.289
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.154 0.128 1.35 1.05 | 3.323 3.357
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[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"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
unsigned int UInt_t
Definition: CPyCppyy.h:44
double Double_t
Definition: RtypesCore.h:59
#define gROOT
Definition: TROOT.h:404
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
A specialized string object used for TTree selections.
Definition: TCut.h:25
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
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:4011
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:889
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
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:563
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:632
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
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
This is the main MVA steering class.
Definition: Factory.h:80
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
static Tools & Instance()
Definition: Tools.cxx:75
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1211
@ kFDA
Definition: Types.h:94
@ kBDT
Definition: Types.h:88
@ kPDERS
Definition: Types.h:82
@ kPDEFoam
Definition: Types.h:96
@ kSVM
Definition: Types.h:91
@ kKNN
Definition: Types.h:85
@ kMLP
Definition: Types.h:92
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
Basic string class.
Definition: TString.h:136
Bool_t IsNull() const
Definition: TString.h:407
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
A TTree represents a columnar dataset.
Definition: TTree.h:79
int main()
create variable transformations
Tools & gTools()
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.