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:
(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.
==> 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!
This macro provides examples for the training and testing of the TMVA classifiers. 