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TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.605 sec
: Elapsed time for training with 1000 events: 0.612 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00685 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00146 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00972 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000381 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00216 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33530.1
: --------------------------------------------------------------
: 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 | 34820 33157.4 0.0193662 0.00178627 45506.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 34335.2 32578.9 0.0194405 0.00178168 45303.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 33648.6 31791.9 0.0197307 0.00180809 44636.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 32890.4 30998.6 0.0198923 0.00182247 44272.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 32065.4 30189 0.019882 0.00181412 44277.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 31194.3 29389.9 0.0198387 0.00181717 44391.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 30480 28866.1 0.0197198 0.00179226 44624.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 30035.1 28492.4 0.0196875 0.00178166 44678.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 29677 28163.6 0.0196663 0.00176738 44695.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 29352 27858.5 0.0196633 0.00176588 44699.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 29046.7 27568.8 0.0196751 0.00176231 44660.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 28751.8 27294.3 0.0196862 0.00176961 44651.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 28475.2 27021.6 0.0196947 0.00177792 44650.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 28198.5 26761.7 0.019715 0.00178104 44608.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 27935.6 26503.6 0.0201684 0.00180078 43554.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 27675.2 26252.3 0.0197113 0.00177574 44604 0
: 17 Minimum Test error found - save the configuration
: 17 | 27420.9 26006.1 0.0197456 0.00180132 44582.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 27172.3 25763.3 0.019751 0.00179706 44558.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 26924.9 25528.4 0.0197183 0.00177724 44590.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 26687.1 25293.1 0.0197151 0.00178579 44619.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 26447.9 25064.4 0.0197188 0.00178645 44612 0
: 22 Minimum Test error found - save the configuration
: 22 | 26216.5 24836.2 0.0197301 0.00179046 44594 0
: 23 Minimum Test error found - save the configuration
: 23 | 25984.6 24613.8 0.0197446 0.00179497 44569.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 25755.2 24397.8 0.0197314 0.0017773 44558.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 25537 24176 0.0197099 0.00176454 44579.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 25310.8 23964.7 0.0197281 0.00177646 44564.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 25094.5 23752.6 0.0197721 0.00179427 44499.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 24878.3 23543.7 0.0197547 0.0017852 44519.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24667.7 23333.5 0.0197213 0.00176413 44550.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 24453.6 23131.2 0.0197057 0.00175919 44577 0
: 31 Minimum Test error found - save the configuration
: 31 | 24247 22929 0.0197194 0.00177253 44576 0
: 32 Minimum Test error found - save the configuration
: 32 | 24042.4 22727.3 0.0197289 0.00178571 44585.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 23836.6 22531.2 0.0197678 0.00179304 44506.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 23638.2 22333.2 0.019741 0.00178495 44553.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 23435.1 22143.4 0.0197723 0.00179418 44498.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 23239.8 21953 0.0197439 0.00178339 44542.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 23045.4 21763.8 0.0197928 0.00179576 44451.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 22854.2 21574.4 0.0197694 0.00178052 44471.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 22661.9 21389.3 0.0197794 0.00179738 44488.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 22473.2 21205.9 0.019759 0.00178454 44507.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22284.7 21026.9 0.0197414 0.00177168 44519.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 22101.5 20846.8 0.019791 0.00179859 44463.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 21918.9 20667.7 0.0197721 0.00176753 44433 0
: 44 Minimum Test error found - save the configuration
: 44 | 21735.6 20493.6 0.0197866 0.0017902 44453.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 21558.6 20317.2 0.0197871 0.00178631 44442.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21380.5 20142.5 0.0197774 0.00177476 44437.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 21202.2 19971.4 0.0197743 0.00178654 44474.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 21027.1 19795.8 0.0198425 0.00180214 44344.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 20848.6 19614.8 0.0198701 0.00180266 44278.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 20676.5 19451 0.0198699 0.00180809 44292.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20509.2 19289 0.0198649 0.00180163 44288.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 20335.7 19117.7 0.0198522 0.0017986 44312.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 20166.5 18957.8 0.0198566 0.00179824 44300.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 20003.5 18788.8 0.0198655 0.00180943 44306.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 19837.7 18629.4 0.0198823 0.00181777 44285.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 19670.9 18470 0.0198974 0.00181453 44240.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 19509.2 18312.9 0.019909 0.00181811 44221.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 19350 18151.2 0.0199327 0.00182161 44171.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 19187.2 17999.6 0.0198961 0.00180776 44227.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 19028.7 17843.1 0.0199146 0.00181481 44199.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 18872.4 17692.5 0.0198949 0.00179583 44201.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18714.7 17532.3 0.0199008 0.00180177 44201.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18553.2 17384.8 0.019933 0.00181508 44155.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 18403.1 17230.4 0.0199576 0.00181054 44084.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 18248.6 17078.8 0.0199514 0.0018165 44113.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 18097.6 16928.3 0.0199445 0.00181231 44120.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 17941.9 16782.6 0.0199738 0.00183598 44106.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 17792.8 16640.9 0.0200157 0.00183462 44001.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 17645.9 16491.1 0.0200018 0.00183072 44026 0
: 70 Minimum Test error found - save the configuration
: 70 | 17496.4 16345.2 0.019987 0.00181292 44018.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 17347.6 16203.3 0.0199688 0.00181308 44063.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 17201.3 16062.7 0.0199832 0.00182329 44053.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 17056.6 15923.7 0.0200213 0.00183199 43982 0
: 74 Minimum Test error found - save the configuration
: 74 | 16915 15782.4 0.0200015 0.00181968 44000 0
: 75 Minimum Test error found - save the configuration
: 75 | 16771.6 15645.3 0.0199857 0.00181385 44024.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 16632.3 15506.8 0.0199768 0.001815 44048.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 16490.9 15372.8 0.0200242 0.00183022 43970.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 16356.2 15235.5 0.0200337 0.00183343 43955.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 16213.8 15106.9 0.020025 0.00183556 43981.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 16081.9 14973.4 0.0200154 0.00183214 43996.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 15945.8 14842.9 0.0200494 0.00183093 43911.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 15815 14710.1 0.0200378 0.00182927 43935.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 15681.3 14581.4 0.0200466 0.00184184 43944.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 15549.5 14454.9 0.0200371 0.00183169 43943 0
: 85 Minimum Test error found - save the configuration
: 85 | 15420.7 14328.2 0.0200808 0.00184758 43876 0
: 86 Minimum Test error found - save the configuration
: 86 | 15293.3 14201.2 0.0200974 0.00184781 43836.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 15163.6 14078.3 0.0200646 0.00183628 43887.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 15038.4 13955.3 0.02006 0.00182768 43878 0
: 89 Minimum Test error found - save the configuration
: 89 | 14913.7 13832.1 0.0200691 0.00183962 43884.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 14790.5 13709.2 0.0200793 0.00183606 43851.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 14664.1 13592.3 0.0201066 0.00183356 43780.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 14545.2 13471.9 0.0200941 0.00183413 43811.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 14421.6 13356.6 0.0200704 0.0018271 43851.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 14305.1 13237.1 0.0200944 0.00182813 43796.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 14185.3 13119.9 0.0200557 0.00181476 43857.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 14068 13003.3 0.0200511 0.0018165 43872.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 13948.8 12891.5 0.0200737 0.00181526 43815.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 13833.3 12780 0.0201091 0.00183512 43778.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 13719.4 12668.2 0.0201085 0.00182921 43765.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 13607 12555.2 0.0201079 0.00182817 43764.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 13492.7 12445.1 0.0200783 0.00182917 43837.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 13380.9 12336.3 0.0204799 0.0018327 42901.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 13271.7 12225.5 0.0201625 0.0018467 43678.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 13160.5 12117.7 0.0201416 0.00184238 43717.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 13051.3 12011.1 0.0201259 0.00184652 43765.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 12942.9 11906 0.0201219 0.00184842 43779.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 12836.7 11800.4 0.0201159 0.00183766 43767.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12729.9 11696.7 0.0201213 0.00184193 43765.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 12624.1 11594.6 0.0201156 0.0018326 43756.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 12520.8 11491.8 0.0201231 0.0018386 43752.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 12418.1 11388.6 0.0201003 0.0018396 43810 0
: 112 Minimum Test error found - save the configuration
: 112 | 12314.1 11288.2 0.0201328 0.00184327 43740.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 12213.2 11187.7 0.0201214 0.00184222 43765.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 12111 11089.9 0.0201307 0.00185372 43770.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 12012.2 10991.5 0.0201356 0.0018398 43725.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 11913.4 10893.1 0.0200948 0.00181794 43771.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 11814.7 10796.3 0.0201233 0.00184673 43772 0
: 118 Minimum Test error found - save the configuration
: 118 | 11717.6 10700.1 0.0201347 0.00184097 43730.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 11619.7 10606.5 0.0201372 0.00183765 43716.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 11524.2 10513.3 0.0201279 0.00183148 43724.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 11431.2 10417.6 0.0201208 0.00182623 43728.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 11334.2 10327.3 0.020103 0.00183187 43785 0
: 123 Minimum Test error found - save the configuration
: 123 | 11242.8 10234.6 0.0201338 0.00183206 43711.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 11150.2 10142.8 0.0201221 0.0018247 43722.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 11057.7 10052.9 0.0200982 0.00182365 43776.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 10966.5 9963.97 0.0201035 0.00182289 43762.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 10877.9 9873.25 0.0201236 0.00183767 43749.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 10786 9787.08 0.0201665 0.00185844 43696.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 10699 9698.74 0.020159 0.00184347 43678.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 10609.9 9612.98 0.0201308 0.00182595 43704.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10523.1 9527.16 0.0201437 0.0018357 43696.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 10436.5 9441.86 0.0201402 0.00183139 43694.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 10351.5 9356.44 0.0201505 0.00184186 43695.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 10267.1 9270.65 0.0201187 0.00183298 43750 0
: 135 Minimum Test error found - save the configuration
: 135 | 10180.5 9188.47 0.0201242 0.0018287 43726.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 10097.6 9106.03 0.0201416 0.00182786 43683.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 10015 9023.75 0.0201175 0.00183106 43748.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 9932.06 8943.36 0.0201462 0.00183525 43689.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9850.33 8863.55 0.0201153 0.00182843 43747.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 9770.63 8782.59 0.0200909 0.00181986 43785.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 9689.66 8703.26 0.0201177 0.00182894 43742.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 9610.17 8624.6 0.0201378 0.00183819 43716.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 9531.29 8546.55 0.0201444 0.00183816 43701 0
: 144 Minimum Test error found - save the configuration
: 144 | 9452.87 8469.45 0.0201647 0.00184388 43666.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 9376.33 8391.44 0.0201648 0.00184998 43680.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 9298.33 8316.05 0.0201785 0.00183921 43622.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 9222.05 8241 0.0201779 0.00184229 43631 0
: 148 Minimum Test error found - save the configuration
: 148 | 9146.97 8165.77 0.0202037 0.00187158 43639.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 9071.9 8091.28 0.0202 0.00184662 43588.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 8997.31 8017.72 0.0202028 0.00184519 43578.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 8925.05 7942.73 0.0201959 0.0018452 43595 0
: 152 Minimum Test error found - save the configuration
: 152 | 8850.2 7871.05 0.0201788 0.00184432 43633.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 8777.29 7800.55 0.0201942 0.00183772 43581.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 8704.49 7732.2 0.0201827 0.00184562 43627.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8636.34 7659.26 0.0202005 0.00184491 43583.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 8564.65 7588.24 0.0201998 0.00185108 43599.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 8493.44 7519.63 0.0202017 0.00185171 43596.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 8424.24 7451.02 0.0201913 0.00183703 43586.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 8355 7383.3 0.0201933 0.00184666 43604.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 8287.62 7314.65 0.02018 0.0018481 43639.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8218.64 7248.29 0.0201942 0.00185377 43619.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8152.63 7180.5 0.0201983 0.00185203 43605.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 8085.6 7113.85 0.0202248 0.00184924 43536.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 8018.53 7049.16 0.0201909 0.00185268 43624.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 7953.89 6983.59 0.0201911 0.00184358 43602.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 7888.69 6919.19 0.0201976 0.00184305 43586 0
: 167 Minimum Test error found - save the configuration
: 167 | 7824.68 6854.07 0.0201622 0.00182663 43631.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 7759.44 6791.67 0.0201585 0.00182413 43633.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 7697.58 6727.5 0.0201611 0.00183268 43648 0
: 170 Minimum Test error found - save the configuration
: 170 | 7634.41 6664.41 0.0201421 0.00182334 43671.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7571.54 6602.85 0.0201606 0.00182401 43628.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7508.36 6543.91 0.0201728 0.00183885 43635 0
: 173 Minimum Test error found - save the configuration
: 173 | 7449.43 6481.68 0.0201764 0.00183118 43608.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 7387.74 6421.28 0.0201827 0.00182415 43576.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 7327.28 6361.53 0.0201857 0.00183788 43601.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 7268.76 6300.64 0.0201549 0.00183599 43670.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 7206.98 6243.94 0.0201773 0.00184557 43640.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 7149.69 6185.18 0.0201924 0.001846 43605.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7090.38 6128.62 0.0201304 0.00181336 43675.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 7034.58 6069.22 0.0201461 0.00182279 43660.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 6975.81 6012.43 0.020145 0.00183264 43686.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 6918.55 5956.53 0.0202038 0.00185462 43598.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6862.81 5900.25 0.020176 0.00183308 43613.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 6807.01 5844.45 0.0201441 0.00181753 43652.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 6750.73 5789.78 0.0201645 0.0018263 43624.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 6696.78 5734.02 0.0201696 0.00184451 43656.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 6641.65 5680.1 0.0214679 0.00190524 40894.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 6586.74 5627.41 0.0202187 0.00183909 43526.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 6533.62 5574.01 0.0201944 0.00182389 43548 0
: 190 Minimum Test error found - save the configuration
: 190 | 6480.22 5521.47 0.020143 0.00181853 43657.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 6428.09 5468.16 0.0201838 0.00185804 43654.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 6375.29 5416.3 0.0202367 0.00185848 43529.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 6322.99 5364.98 0.0201998 0.00184135 43576.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 6271.47 5314.18 0.0201938 0.00184615 43602.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 6221.35 5263.07 0.0202026 0.00184032 43567.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 6170.4 5212.23 0.0201766 0.00184248 43634.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6119.37 5162.67 0.0202075 0.00185177 43583.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 6069.1 5114.22 0.0201913 0.0018443 43603.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 6020.9 5064.35 0.0201922 0.00183633 43582.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 5970.84 5016.4 0.0202308 0.00184817 43519.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 5922.93 4968.27 0.0202198 0.00184617 43540.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 5873.61 4922.01 0.0202431 0.00184298 43478.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 5826.31 4875.02 0.0202015 0.00183798 43564.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 5779.48 4827.56 0.0202015 0.00183715 43562.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 5732.83 4779.69 0.0201685 0.00182489 43611.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 5684.72 4734.97 0.0201673 0.00182964 43626.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 5639.53 4688.29 0.0202118 0.00184216 43550.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 5592.6 4643.7 0.0201723 0.00182171 43595.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 5547.61 4598.92 0.0201932 0.00185139 43616.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 5502.61 4554.16 0.0201413 0.00182251 43671 0
: 211 Minimum Test error found - save the configuration
: 211 | 5457.06 4510.42 0.0201615 0.00183392 43650.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 5411.55 4469.15 0.0201897 0.00183452 43584.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 5370.6 4423.16 0.0202001 0.00184644 43588 0
: 214 Minimum Test error found - save the configuration
: 214 | 5325.3 4379.82 0.0201686 0.00182741 43617.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 5281.78 4336.86 0.0201498 0.00182408 43654.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 5238.09 4295.11 0.0201558 0.00182853 43650.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 5195.74 4253.84 0.0201719 0.00182836 43612.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 5153.21 4212.13 0.0201876 0.00183356 43587.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 5111.1 4172.06 0.020193 0.0018396 43588.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 5069.68 4131.41 0.0201859 0.001825 43570.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 5029.66 4088.78 0.0201607 0.00182526 43631.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4985.93 4050.61 0.0201752 0.00181782 43579.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 4947.55 4009.16 0.0201969 0.00183983 43579.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 4904.7 3971.52 0.0201996 0.00183385 43559.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 4865.36 3933.05 0.0201758 0.00182383 43592 0
: 226 Minimum Test error found - save the configuration
: 226 | 4826.38 3893.87 0.0201523 0.00182477 43650.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 4785.82 3856.73 0.0201937 0.00184193 43592.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 4748.02 3818.07 0.0202032 0.00183122 43544.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 4708.93 3780.14 0.0201497 0.00181517 43633.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 4669.5 3743.72 0.0201584 0.00182218 43629.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 4632.48 3705.82 0.0201594 0.00183606 43660 0
: 232 Minimum Test error found - save the configuration
: 232 | 4593.47 3669.92 0.0202019 0.00184532 43581.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 4556.45 3633.76 0.0201895 0.00182124 43553.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 4519.5 3597.07 0.0201767 0.00182932 43603 0
: 235 Minimum Test error found - save the configuration
: 235 | 4481.99 3562 0.0201678 0.00184468 43660.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 4445.47 3526.38 0.0201663 0.0018285 43625.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 4408.42 3492.16 0.0203316 0.00185459 43297.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 4372.82 3457.53 0.020202 0.0018354 43557.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4337.64 3422.34 0.0201571 0.0018177 43621.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 4301.19 3388.17 0.0201432 0.00181538 43649.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 4266.33 3353.6 0.0201603 0.00182226 43625.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 4231.29 3319.55 0.0201866 0.00183866 43601.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 4196.03 3286.84 0.0201922 0.00182551 43557.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 4161.38 3254.51 0.0201848 0.00183037 43586.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 4127.27 3222.07 0.0201577 0.00181825 43621.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 4093.67 3189.63 0.0201668 0.00182817 43623.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 4059.08 3158.78 0.0201899 0.001839 43594.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 4026.95 3127.18 0.0201981 0.00184079 43579.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3993.22 3095.16 0.0201807 0.0018202 43571.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3960.87 3063.17 0.0202013 0.00184357 43578.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3927.93 3032.2 0.020198 0.00184767 43595.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3895.44 3001.67 0.0201974 0.0018446 43590 0
: 253 Minimum Test error found - save the configuration
: 253 | 3863.45 2971.55 0.0201919 0.00183384 43577.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3831.47 2941.71 0.0201573 0.00182971 43650 0
: 255 Minimum Test error found - save the configuration
: 255 | 3800.06 2911.84 0.0201697 0.00183311 43628.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 3769.44 2882.28 0.0202079 0.00184402 43563.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 3737.25 2852.9 0.0201856 0.00184909 43628.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 3706.7 2823.99 0.0201911 0.00183402 43580 0
: 259 Minimum Test error found - save the configuration
: 259 | 3676.31 2795.42 0.0201663 0.00182198 43610.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 3645.53 2767.05 0.0201345 0.00181586 43671.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 3615.55 2738.71 0.0201907 0.00184287 43601.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 3585.56 2711.04 0.0202056 0.00184841 43579.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 3555.55 2683.66 0.0202049 0.00182758 43532 0
: 264 Minimum Test error found - save the configuration
: 264 | 3526.47 2656.46 0.0202116 0.0018424 43551.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 3497.91 2628.94 0.0201698 0.00182487 43608.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3467.9 2602.24 0.0202047 0.00184567 43575.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 3439.7 2575.63 0.0202209 0.00184213 43528.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 3411.15 2548.99 0.0202257 0.00184221 43517.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 3382.62 2522.48 0.0201825 0.00182256 43573 0
: 270 Minimum Test error found - save the configuration
: 270 | 3354.45 2496.49 0.0201806 0.00184239 43624.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 3326.68 2470.93 0.0201879 0.00184027 43602.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 3298.69 2445.41 0.0219093 0.00188199 39945.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 3270.99 2420.68 0.0202296 0.00184991 43526.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 3244.23 2395.24 0.0202141 0.00183682 43532 0
: 275 Minimum Test error found - save the configuration
: 275 | 3216.8 2371.08 0.0202042 0.00183924 43561.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 3189.97 2346.29 0.0201904 0.00183373 43580.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 3163.46 2321.58 0.0202102 0.00184094 43551.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 3137.27 2297.37 0.0202098 0.00183849 43546.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 3110.96 2273.1 0.0202047 0.00182863 43535 0
: 280 Minimum Test error found - save the configuration
: 280 | 3083.91 2250.37 0.0201812 0.00182455 43580.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 3059.21 2226.2 0.0201909 0.00184616 43609.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 3032.73 2203.15 0.0201993 0.00183725 43568.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 3007.35 2179.98 0.0202045 0.00184083 43564.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2981.89 2157.91 0.0202243 0.0018687 43583.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2956.96 2134.6 0.0202014 0.00185191 43598 0
: 286 Minimum Test error found - save the configuration
: 286 | 2932.13 2111.95 0.0202269 0.00185532 43545.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2906.77 2090.43 0.020213 0.0018388 43539.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2883.32 2067.6 0.0201824 0.00183315 43598.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2857.92 2046.3 0.020161 0.00181699 43611 0
: 290 Minimum Test error found - save the configuration
: 290 | 2834.95 2023.96 0.0201911 0.00184911 43615.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2809.78 2003.07 0.0202062 0.00183868 43555.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2786.55 1981.34 0.0201743 0.00182068 43588.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2762.77 1960.45 0.0202016 0.00183468 43556.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2738.58 1940.58 0.0201858 0.00182601 43573.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2716.71 1918.69 0.0201936 0.00184221 43593.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2692.71 1898.04 0.0202122 0.00184248 43550 0
: 297 Minimum Test error found - save the configuration
: 297 | 2669.23 1878.48 0.0201801 0.0018246 43583.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2647.59 1857.44 0.020185 0.0018186 43557.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2623.77 1838.34 0.0201578 0.00181758 43620 0
: 300 Minimum Test error found - save the configuration
: 300 | 2602.12 1818.45 0.0201769 0.00183011 43604.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 2580.13 1798.48 0.0202244 0.00184786 43533.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 2558.04 1778.48 0.0202055 0.00182774 43531 0
: 303 Minimum Test error found - save the configuration
: 303 | 2535.26 1760.13 0.0201715 0.00183238 43622.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2514.38 1740.42 0.0201924 0.00183644 43582.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 2492.1 1722.15 0.0202187 0.00185688 43568.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 2471.33 1702.82 0.0202384 0.00185511 43517.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 2449.8 1684.38 0.0201969 0.00183098 43558.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 2429.06 1665.65 0.0201432 0.00182104 43662.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 2407.27 1648.28 0.0201621 0.00181729 43609.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 2387.46 1629.95 0.0201811 0.00182269 43576.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 2366.43 1612.25 0.0201948 0.00183686 43577.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 2345.92 1594.74 0.0201961 0.00182164 43538.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 2325.92 1577.33 0.0201562 0.0018126 43612 0
: 314 Minimum Test error found - save the configuration
: 314 | 2305.89 1560.25 0.0201695 0.00182202 43602.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 2286.47 1542.01 0.0201637 0.00182468 43622.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 2265.71 1525.35 0.0202012 0.00183972 43569.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 2245.77 1509.12 0.0202041 0.00182439 43526.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 2227.29 1491.81 0.0202238 0.00184879 43537.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 2207.61 1474.92 0.0202051 0.00183053 43538.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 2188.45 1458.64 0.0201738 0.00182985 43611.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 2168.68 1442.81 0.0201724 0.00182722 43608.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 2150.13 1427.37 0.0201816 0.00182844 43589.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 2131.84 1411.14 0.0201659 0.00183374 43639.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 2112.28 1396.02 0.0223979 0.00189934 39027.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 2094.75 1379.83 0.0202227 0.00183913 43517.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 2075.56 1364.66 0.0202202 0.00183755 43519.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2057.81 1349.04 0.0201945 0.00183501 43574.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 2039.37 1334.41 0.0212069 0.00191245 41462.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 2021.47 1319.66 0.0205344 0.00183726 42787.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 2004.68 1303.75 0.0205159 0.00183023 42813.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1985.92 1289.92 0.0207157 0.0018323 42365.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1968.34 1275.78 0.0211464 0.00193972 41652.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1951.65 1260.98 0.0207782 0.00185822 42283.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1933.78 1247.05 0.0204984 0.00187172 42949.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1917.12 1232.63 0.0205837 0.00191327 42848.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1900.24 1219.46 0.0206199 0.00184814 42617.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1883.17 1205.76 0.0202783 0.00184432 43398.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1866.67 1191.41 0.0203297 0.00185674 43306.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1849.75 1178.07 0.0202441 0.00181827 43417.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1833.47 1164.82 0.0202883 0.00182795 43336 0
: 341 Minimum Test error found - save the configuration
: 341 | 1817.18 1151.57 0.0202918 0.00183252 43338.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1800.99 1138.56 0.0202702 0.00183419 43393.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1784.81 1125.68 0.020283 0.00183292 43360.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1768.68 1113.74 0.020311 0.00186761 43375.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1753.23 1100.8 0.0202884 0.00184331 43372 0
: 346 Minimum Test error found - save the configuration
: 346 | 1737.2 1088.59 0.0205483 0.00186492 42818.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1721.83 1076.14 0.0205676 0.00195327 42977.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1706.58 1063.76 0.0203611 0.0018464 43208.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1691.13 1051.65 0.0203104 0.00182976 43288.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1675.63 1039.77 0.0202777 0.00181609 43333.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1660.57 1028.1 0.0202923 0.00184525 43367.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1645.93 1015.69 0.0205655 0.00183464 42710.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1630.22 1004.54 0.0206655 0.00184119 42498.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1615.94 993.237 0.0208391 0.00186129 42154.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1601.29 981.657 0.0203396 0.00183239 43226.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1586.2 971.063 0.0203549 0.00183488 43196.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1572.58 959.687 0.020272 0.00182319 43363.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1558.14 949.053 0.0202755 0.00183085 43373.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1543.96 937.881 0.0202814 0.00181564 43323.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1530.15 927.871 0.0202932 0.00182274 43312.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1516.41 916.526 0.0202977 0.00184287 43349 0
: 362 Minimum Test error found - save the configuration
: 362 | 1502.2 905.962 0.0202569 0.00182724 43408.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1487.75 896.163 0.0202529 0.00182545 43413.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1474.93 885.72 0.0205955 0.00185625 42691.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1461 875.439 0.02053 0.00203487 43254.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1447.17 865.778 0.0206031 0.00185175 42663.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1434.12 856.341 0.0205752 0.00184704 42716.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1420.79 846.144 0.0208175 0.00183355 42140.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1407.78 836.224 0.0214898 0.00194561 40932.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1394.69 826.955 0.0205611 0.00184798 42750.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 1382.25 816.764 0.0204847 0.0018456 42920.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 1369.03 807.798 0.0202642 0.0018228 43380.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 1356.48 799.001 0.0202436 0.00181967 43421.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 1343.4 789.993 0.0202381 0.00181877 43432.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 1331.32 780.871 0.0202574 0.0018174 43383.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 1318.92 773.036 0.0203136 0.00183703 43298 0
: 377 Minimum Test error found - save the configuration
: 377 | 1306.92 762.829 0.0202995 0.00183145 43318 0
: 378 Minimum Test error found - save the configuration
: 378 | 1294.22 754.28 0.020303 0.0018346 43317.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 1281.83 746.134 0.0203413 0.00183087 43219 0
: 380 Minimum Test error found - save the configuration
: 380 | 1270.67 736.876 0.020409 0.0018325 43065.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 1258.03 729.038 0.0204082 0.00183791 43079.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 1246.38 720.912 0.0202661 0.00182258 43375.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 1234.8 712.356 0.0202914 0.00182422 43320.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 1223.01 704.659 0.0202738 0.001815 43339.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 1211.92 696.745 0.0218656 0.00191192 40092.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 1200.43 688.33 0.0202767 0.00185344 43423.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 1188.55 681.143 0.0202749 0.00185135 43422.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 1177.8 672.875 0.0204149 0.0018777 43156.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1166.01 665.674 0.0205432 0.00187626 42856.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1155.61 658.381 0.0204112 0.00184645 43092.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 1144.75 650.544 0.0202919 0.00182865 43329.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 1132.97 643.563 0.0202542 0.00182546 43410.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 1122.45 636.517 0.0205275 0.00209132 43393 0
: 394 Minimum Test error found - save the configuration
: 394 | 1112.32 628.634 0.0245445 0.00211583 35668.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 1101.21 621.725 0.0204417 0.00184613 43020.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 1090.8 614.814 0.0202492 0.00185021 43480.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 1080.31 608.2 0.0202976 0.0018605 43390.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 1070.17 601.273 0.0210764 0.00188975 41695.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 1059.68 594.261 0.0205814 0.00183578 42676.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 1049.28 587.656 0.0202667 0.00182125 43371.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 1039.59 580.963 0.0202567 0.00181999 43391.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 1029.55 574.195 0.0202544 0.00181644 43388.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 1019.67 567.788 0.0230304 0.00214545 38305.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 1009.04 562.253 0.022162 0.00183901 39364.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 999.967 555.593 0.0202993 0.00187017 43409.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 989.946 549.818 0.0202674 0.00183019 43390.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 980.649 543.568 0.0203632 0.00191037 43353.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 970.999 537.372 0.0204425 0.00184376 43013.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 961.722 531.373 0.0202747 0.00181682 43342 0
: 410 Minimum Test error found - save the configuration
: 410 | 951.999 525.63 0.0202374 0.00182004 43437.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 942.936 520.697 0.0202432 0.00182477 43434.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 933.657 514.779 0.0202557 0.00182348 43402.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 924.77 509.017 0.0202625 0.00183875 43422.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 915.687 503.348 0.0202652 0.00182225 43377.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 907.114 497.689 0.0202475 0.00182743 43430.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 897.573 492.399 0.0202443 0.00182757 43438.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 889.031 487.449 0.0202545 0.0018274 43414.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 880.859 481.407 0.0204252 0.00192185 43235.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 871.331 476.468 0.0207732 0.00183888 42251.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 862.973 471.593 0.0202504 0.00181917 43404.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 854.487 466.495 0.0202612 0.00181371 43366.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 846.516 461.153 0.0202929 0.00183531 43342.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 837.602 457.289 0.0207681 0.00182005 42220.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 829.749 452.032 0.0203713 0.00182106 43126.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 821.758 446.365 0.0203533 0.00183109 43191.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 813.066 441.93 0.0205755 0.00185331 42730.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 805.504 437.294 0.0222884 0.00207945 39586.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 797.458 432.843 0.0210449 0.00183271 41640.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 789.458 428.025 0.0203782 0.00191445 43328.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 781.723 423.384 0.0202803 0.00182897 43357.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 773.79 419.025 0.0202675 0.00182791 43384.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 765.757 414.591 0.0202866 0.00184326 43376.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 758.431 410.112 0.020506 0.0019935 43214 0
: 434 Minimum Test error found - save the configuration
: 434 | 750.568 406.071 0.0206672 0.00182459 42456.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 743.698 402.535 0.0208777 0.00182778 41995 0
: 436 Minimum Test error found - save the configuration
: 436 | 735.985 397.558 0.0208355 0.00204466 42573.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 728.793 393.352 0.0220387 0.00232051 40571.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 721.182 389.166 0.0220355 0.00198001 39889.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 714.293 385.602 0.0205849 0.00185313 42708.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 707.382 381.276 0.0203709 0.00182533 43136.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 700.184 377.071 0.0203853 0.00191924 43322.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 692.887 372.892 0.0229127 0.00212026 38475.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 685.943 369.051 0.0213451 0.00183058 40995.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 678.877 365.278 0.0205613 0.00184325 42739.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 672.593 361.689 0.0206673 0.00181936 42445 0
: 446 Minimum Test error found - save the configuration
: 446 | 665.427 357.571 0.0212133 0.00191229 41448.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 658.866 353.861 0.0251001 0.00200776 34643.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 652.238 350.032 0.0205102 0.00183224 42831.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 645.198 346.731 0.0206509 0.00184976 42550.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 638.98 342.988 0.0202615 0.00184165 43431.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 632.248 339.829 0.0238587 0.00189968 36431.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 626.136 335.932 0.0207863 0.00183265 42208.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 619.801 332.579 0.0202534 0.00183201 43427.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 613.162 329.275 0.0202553 0.00182284 43401.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 607.006 326.007 0.0202835 0.00185933 43421.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 601.118 322.654 0.0203557 0.00184012 43206.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 595.154 319.246 0.0202741 0.00182346 43358.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 589.027 316.05 0.0202559 0.0018319 43421.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 582.87 312.938 0.0202804 0.00182548 43349 0
: 460 Minimum Test error found - save the configuration
: 460 | 577.017 309.71 0.0202729 0.00183828 43396.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 571.003 306.693 0.0203112 0.00183606 43301.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 565.068 303.496 0.0204994 0.00185064 42898.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 559.213 300.255 0.0202544 0.00184112 43447 0
: 464 Minimum Test error found - save the configuration
: 464 | 553.328 297.682 0.0202627 0.00183964 43423.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 547.826 294.194 0.0203481 0.00189872 43361.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 542.071 291.501 0.0203808 0.00184593 43162 0
: 467 Minimum Test error found - save the configuration
: 467 | 536.319 288.515 0.0202774 0.00185914 43435.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 531.157 285.614 0.0202518 0.0018441 43460.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 525.536 282.526 0.0202503 0.00185484 43488.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 519.942 279.914 0.0202743 0.00184285 43404 0
: 471 Minimum Test error found - save the configuration
: 471 | 514.97 276.797 0.0203295 0.00188841 43381.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 509.319 274.054 0.0204647 0.00184439 42963.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 504.328 271.683 0.0203018 0.00184321 43340.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 499.098 268.856 0.0202524 0.00184596 43462.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 493.756 266.113 0.020258 0.00184263 43442.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 489.192 263.845 0.0205544 0.00194719 42994.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 483.982 261.064 0.0204707 0.001852 42967.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 478.678 257.953 0.0202412 0.00184278 43481.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 473.391 255.656 0.0202502 0.00185095 43480 0
: 480 Minimum Test error found - save the configuration
: 480 | 468.71 253.054 0.0206773 0.00194534 42707.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 463.534 250.75 0.0211095 0.00223434 42383.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 458.939 248.049 0.0208024 0.001917 42360.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 453.882 245.889 0.0203458 0.00184227 43234.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 449.429 243.157 0.0203055 0.00184804 43342.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 444.69 240.783 0.0203167 0.00184397 43307.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 439.924 238.451 0.0206051 0.00191902 42812.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 435.641 236.477 0.0218944 0.00190256 40016.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 430.928 234.465 0.0203353 0.00186035 43301.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 426.242 231.779 0.0203556 0.00187846 43296.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 422.287 229.373 0.0215249 0.00200981 40993.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 417.674 227.044 0.0210493 0.00193168 41846.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 413.004 224.908 0.0213355 0.00186067 41078.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 408.798 222.778 0.0204254 0.00186115 43093.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 404.679 220.852 0.0203173 0.00184841 43316.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 400.284 218.46 0.0205707 0.00189934 42846.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 395.893 216.476 0.0205699 0.00189085 42828.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 391.916 214.891 0.0204756 0.00188125 43023.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 387.83 212.62 0.0208146 0.00185815 42201.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 383.932 210.475 0.0205306 0.00199172 43152.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 379.661 208.739 0.0220663 0.00196685 39802.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 375.691 206.245 0.0213169 0.0020723 41570.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 371.814 204.215 0.020538 0.00183573 42775.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 368.057 202.426 0.0207956 0.00186075 42250.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 363.993 200.437 0.0208896 0.00193866 42214.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 359.952 198.216 0.0205452 0.00188465 42871.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 356.116 196.509 0.0204033 0.00186143 43145.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 352.461 194.481 0.020323 0.00185377 43315.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 348.479 192.584 0.02026 0.00184588 43445 0
: 509 Minimum Test error found - save the configuration
: 509 | 344.994 191.023 0.0215719 0.00185407 40572.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 341.27 189.042 0.0202655 0.00183126 43397.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 337.654 186.92 0.0203805 0.00183636 43140.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 333.953 185.581 0.0202614 0.00182089 43382.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 330.716 183.557 0.0204741 0.00189066 43049.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 327.039 181.88 0.0211569 0.00216536 42124 0
: 515 Minimum Test error found - save the configuration
: 515 | 323.699 180.531 0.0209982 0.00184995 41779.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 320.315 178.725 0.0206132 0.00186317 42666.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 317.023 177.093 0.0202631 0.00184871 43444.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 313.575 175.277 0.0202571 0.00185197 43466.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 310.195 173.737 0.0202765 0.00184237 43397.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 307.21 172.042 0.0202627 0.00184252 43430.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 303.271 170.116 0.0203517 0.00184003 43215.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 300.197 168.628 0.0202705 0.00184472 43417.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 297.114 166.975 0.0202425 0.00184092 43474.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 293.813 165.965 0.0202526 0.00184174 43452.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 290.692 163.835 0.0203601 0.00193592 43421.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 287.479 162.193 0.0209435 0.00187121 41945.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 284.63 161.156 0.020948 0.00183675 41860.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 281.417 159.567 0.0212049 0.00196993 41591 0
: 529 Minimum Test error found - save the configuration
: 529 | 278.408 158.127 0.0209319 0.00187261 41974.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 275.37 156.328 0.0203862 0.0018523 43164.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 272.256 154.557 0.0202808 0.00183144 43361.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 269.387 153.413 0.0202696 0.00183003 43385 0
: 533 Minimum Test error found - save the configuration
: 533 | 266.358 152.087 0.0206255 0.00200296 42958.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 263.581 150.262 0.0221538 0.00192626 39550.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 260.796 148.868 0.0210254 0.00187351 41771.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 258.165 147.474 0.0207645 0.00184361 42281.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 255.107 146.457 0.020909 0.00187062 42020.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 252.334 144.428 0.0205841 0.00183734 42674 0
: 539 Minimum Test error found - save the configuration
: 539 | 249.539 143.223 0.0204739 0.00184703 42948.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 247.041 142.866 0.0213929 0.00192352 41090.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 244.249 140.482 0.0207232 0.00187591 42446.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 241.552 139.159 0.0208456 0.00187334 42166.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 238.912 138.345 0.0208087 0.00193971 42397.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 236.407 137.578 0.0246465 0.00208261 35454.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 233.847 135.808 0.021514 0.0018399 40662.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 230.918 134.343 0.0206402 0.00182619 42521.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 228.394 133.128 0.0204535 0.00193133 43191.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 225.856 132.199 0.0206917 0.00189297 42556 0
: 549 Minimum Test error found - save the configuration
: 549 | 223.399 130.501 0.0203298 0.0018365 43258.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 220.858 129.681 0.0203216 0.00182781 43257.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 218.666 128.166 0.0202571 0.0018267 43406.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 216.222 126.52 0.0208431 0.0020235 42508.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 213.498 126.142 0.0207932 0.00182337 42172.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 211.302 124.811 0.0202575 0.00182123 43392.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 208.856 122.839 0.0202553 0.00181357 43379.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 206.546 122.13 0.0202816 0.00182698 43349.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 204.134 120.647 0.0202688 0.00182131 43366.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 201.964 119.684 0.0203768 0.00181846 43107.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 199.534 119.004 0.0202792 0.00183661 43377.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 197.119 117.055 0.0203634 0.0018378 43183.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 194.839 116.311 0.0202628 0.00182046 43378.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 192.85 115.448 0.0204346 0.00187578 43106.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 190.578 113.853 0.0205621 0.00189039 42845.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 188.207 112.683 0.020275 0.00185461 43430.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 186.134 111.518 0.0202467 0.00184322 43470 0
: 566 Minimum Test error found - save the configuration
: 566 | 183.891 110.627 0.0202568 0.00184676 43454.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 181.649 110.451 0.0202857 0.00183945 43369.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 179.775 108.339 0.0225258 0.00206549 39100.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 177.546 107.644 0.0204217 0.00183482 43041.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 175.406 106.533 0.0203042 0.00183201 43308.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 173.417 105.853 0.0202801 0.0018221 43341.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 171.615 104.495 0.022189 0.00192743 39483.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 169.465 104.175 0.0206264 0.00185057 42608.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 167.388 102.241 0.0206711 0.00225441 43439 0
: 575 Minimum Test error found - save the configuration
: 575 | 165.225 101.22 0.0202944 0.00184645 43365.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 163.797 100.766 0.020279 0.00184169 43390.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 161.857 99.5988 0.0223716 0.00227818 39814 0
: 578 Minimum Test error found - save the configuration
: 578 | 159.847 98.2873 0.0220637 0.00187368 39623.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 157.974 97.3246 0.0208494 0.00185719 42122.5 0
: 580 | 156.325 97.7517 0.0205205 0.00179031 42711.9 1
: 581 Minimum Test error found - save the configuration
: 581 | 154.597 96.7201 0.0211967 0.0020029 41680.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 152.365 95.0727 0.0215562 0.00209081 41098.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 150.236 93.6617 0.0214413 0.0018868 40911.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 148.577 92.5756 0.0214083 0.0019302 41071.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 146.683 92.0846 0.0203533 0.00184201 43216.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 144.916 90.7784 0.0212987 0.00195308 41353 0
: 587 Minimum Test error found - save the configuration
: 587 | 142.908 89.8703 0.0211748 0.00190311 41511.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 141.407 89.7582 0.0208064 0.0018622 42229.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 139.863 88.2503 0.0205632 0.00184781 42745.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 138.265 87.8512 0.0202795 0.00182753 43355.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 136.543 86.7702 0.0208443 0.00208675 42649.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 134.614 85.3681 0.0227548 0.00185826 38283.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 133.016 84.5548 0.0215049 0.00182703 40654.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 131.287 83.5515 0.0202676 0.0018207 43367.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 129.73 82.6347 0.0203005 0.00184714 43352.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 128.027 81.8955 0.0202747 0.00182526 43361.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 126.424 81.1066 0.0202669 0.0018297 43390.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 125.057 80.347 0.0202486 0.00182741 43428.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 123.727 79.6581 0.0202586 0.00183347 43419 0
: 600 Minimum Test error found - save the configuration
: 600 | 122.177 78.8215 0.0202533 0.00182175 43403.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 120.56 78.2821 0.0202607 0.00182388 43391.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 118.916 77.7497 0.0202776 0.00182556 43355.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 117.791 76.383 0.0202391 0.00181947 43432 0
: 604 Minimum Test error found - save the configuration
: 604 | 116.062 75.5034 0.0202483 0.00181948 43410.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 114.569 75.1178 0.0202751 0.00182144 43351.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 113.182 73.9144 0.0202716 0.00182358 43365.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 111.752 73.2823 0.0202529 0.00181625 43391.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 110.374 72.809 0.0202553 0.00181958 43394.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 108.897 72.1085 0.0202718 0.00184734 43420.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 107.655 71.2976 0.0207748 0.00217139 43002.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 106.2 71.0197 0.0212234 0.00188256 41363.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.967 70.7272 0.0206428 0.00201357 42943.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 103.654 69.2689 0.0202791 0.00182768 43357 0
: 614 Minimum Test error found - save the configuration
: 614 | 102.384 68.2901 0.0202776 0.00184086 43391.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 101.143 67.767 0.0204868 0.00188508 43006.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 99.7028 66.9328 0.0202764 0.00185348 43424.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 98.2259 66.2069 0.0202578 0.0018473 43453.5 0
: 618 | 97.1102 66.2829 0.0203225 0.00179348 43175.5 1
: 619 Minimum Test error found - save the configuration
: 619 | 95.9711 65.111 0.0202848 0.00186334 43427.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 94.8707 64.1039 0.0206223 0.00194771 42838.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 93.4212 64.0578 0.0208813 0.0018586 42055.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 92.2975 62.9675 0.0207443 0.00197285 42617.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 91.282 62.6859 0.0209276 0.00185509 41945.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 89.9145 61.6057 0.0203042 0.00182885 43300.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 88.637 61.3261 0.0202811 0.00183471 43368.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.7584 60.2618 0.0203352 0.0018449 43265.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.644 59.7843 0.0202783 0.00182817 43360.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 85.4293 59.3281 0.0203048 0.00183359 43310.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.345 58.5396 0.0203071 0.00183378 43305.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 83.2367 58.3714 0.0210299 0.00200551 42051.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 82.0251 57.5195 0.0213302 0.00184871 41064.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 81.0925 56.8676 0.0203694 0.00187214 43249.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 80.0579 56.2206 0.0202953 0.00185414 43381.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.9279 55.8139 0.0202671 0.00184892 43435.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.8174 54.9186 0.0206303 0.00196244 42854.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.8668 54.5202 0.0204837 0.00192589 43108.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.722 53.899 0.0204122 0.00190819 43233.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 74.9972 53.424 0.0203631 0.0018814 43286.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 74.3287 53.4136 0.0203182 0.0018605 43342.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 73.2235 52.5386 0.0203979 0.00190122 43251 0
: 641 Minimum Test error found - save the configuration
: 641 | 72.462 51.9874 0.0203531 0.00189534 43342.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 71.364 51.9452 0.0202924 0.00185583 43392 0
: 643 Minimum Test error found - save the configuration
: 643 | 70.5671 51.1825 0.0202483 0.00185348 43490.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 69.3877 50.4317 0.0202828 0.00185953 43423.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.4999 49.6593 0.0202986 0.00186457 43398.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.3952 49.3197 0.0203213 0.00187045 43358.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.4597 49.2175 0.0202862 0.00182897 43343.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 65.9176 48.4042 0.0202866 0.00185151 43395.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 64.6919 47.7384 0.0202698 0.00183884 43405.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.8985 47.511 0.0203169 0.00185326 43328.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.3443 47.0235 0.0203223 0.00184769 43302.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.2938 46.4351 0.0203159 0.00184902 43320.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.6173 46.1368 0.0202682 0.00183849 43408.2 0
: 654 | 60.8507 46.3562 0.0202288 0.00177451 43350.4 1
: 655 Minimum Test error found - save the configuration
: 655 | 60.2129 45.2766 0.0202932 0.00184846 43372.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 59.114 44.9792 0.0202956 0.00185242 43376.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 58.6231 44.8051 0.0202754 0.00183103 43373.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 57.7301 44.045 0.0202703 0.00183283 43389.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.5652 43.4402 0.0203266 0.00185967 43320.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 55.883 42.9121 0.0202838 0.00183128 43354.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.1576 42.8078 0.0214087 0.00197976 41175.7 0
: 662 | 54.5151 42.8875 0.0205753 0.00179168 42590.3 1
: 663 Minimum Test error found - save the configuration
: 663 | 53.6553 41.7459 0.0203465 0.0018415 43231.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 52.9781 41.3436 0.0224632 0.00231514 39706.1 0
: 665 | 52.2878 41.5119 0.0231503 0.00183507 37531.8 1
: 666 Minimum Test error found - save the configuration
: 666 | 51.8142 40.7387 0.0205214 0.00185531 42858.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.1837 40.6974 0.0202917 0.00183019 43333.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 50.5892 40.408 0.020297 0.00182341 43305.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 49.6046 39.7989 0.020427 0.00183469 43028.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 49.0536 39.1903 0.0203482 0.00185918 43268.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 48.3007 39.1197 0.0203223 0.00187396 43364.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 47.7906 38.6825 0.0203309 0.00188974 43381.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 47.2117 38.4098 0.0204033 0.00190464 43246.3 0
: 674 | 46.4531 38.4465 0.0202763 0.00180148 43302.2 1
: 675 Minimum Test error found - save the configuration
: 675 | 45.9967 37.8511 0.0205368 0.00189919 42924 0
: 676 Minimum Test error found - save the configuration
: 676 | 45.4428 37.2454 0.0209677 0.00208384 42364.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.6583 36.6155 0.0206458 0.00191544 42711.4 0
: 678 Minimum Test error found - save the configuration
: 678 | 43.9582 36.4831 0.0221037 0.00200362 39800.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 43.6928 36.2457 0.0208145 0.00191579 42330.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.896 35.7795 0.0203766 0.00186065 43206 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.2487 35.5846 0.0203471 0.00184267 43232.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.616 35.5728 0.0209877 0.00188452 41877.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.2616 35.0391 0.0202999 0.00186828 43403.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.6348 34.4514 0.0203422 0.00189634 43370.1 0
: 685 | 40.209 35.2185 0.0209405 0.00179456 41784.4 1
: 686 Minimum Test error found - save the configuration
: 686 | 39.7606 34.3054 0.0206418 0.00189567 42675.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 39.1035 33.8724 0.0205164 0.00188887 42947.1 0
: 688 Minimum Test error found - save the configuration
: 688 | 38.5721 33.6573 0.021666 0.00200153 40682.4 0
: 689 | 38.1083 34.0246 0.0228461 0.00185495 38111.3 1
: 690 Minimum Test error found - save the configuration
: 690 | 37.6732 32.7574 0.0209889 0.00192654 41967.6 0
: 691 | 37.2505 33.1368 0.0203957 0.00177108 42954 1
: 692 Minimum Test error found - save the configuration
: 692 | 36.8509 32.6606 0.0204371 0.00185138 43043.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.3281 31.9679 0.0214147 0.00218123 41594.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.8986 31.8569 0.0206999 0.00185767 42457.8 0
: 695 | 35.3563 32.3873 0.0202627 0.00177279 43266.8 1
: 696 Minimum Test error found - save the configuration
: 696 | 34.7558 31.4416 0.0204825 0.00193649 43136.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.3039 30.8752 0.0205408 0.0018299 42755.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.933 30.4953 0.0208455 0.00189512 42215.6 0
: 699 | 33.5795 30.6961 0.0204615 0.00178437 42833.1 1
: 700 | 33.0622 30.579 0.0202327 0.00178179 43358.2 2
: 701 Minimum Test error found - save the configuration
: 701 | 32.7045 29.8635 0.020473 0.00189046 43051.1 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.4902 29.6905 0.0206027 0.00185392 42669.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 32.0082 29.3951 0.0203415 0.00185992 43286.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 31.3808 29.0666 0.0204645 0.00192527 43151.8 0
: 705 | 30.8933 29.2311 0.0204945 0.00178747 42764.6 1
: 706 | 30.5852 29.1151 0.0204892 0.00179609 42796.6 2
: 707 Minimum Test error found - save the configuration
: 707 | 30.4467 28.8617 0.02036 0.00186079 43245.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 29.6674 28.2974 0.0203602 0.00185238 43224.9 0
: 709 | 29.4716 28.6035 0.020426 0.0017641 42868.1 1
: 710 | 29.2309 28.4291 0.0202098 0.00176764 43378.8 2
: 711 Minimum Test error found - save the configuration
: 711 | 28.9036 27.9205 0.0203146 0.00185843 43345.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.6035 27.4254 0.021548 0.00222814 41408.2 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.9685 27.3467 0.021931 0.00200146 40141.4 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.6012 27.1988 0.0210312 0.00186371 41737.3 0
: 715 | 27.3419 27.2555 0.0209434 0.00179872 41787.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 26.7726 26.5481 0.0205776 0.00184074 42696.6 0
: 717 | 26.4574 26.7281 0.020698 0.0018365 42414.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 26.1041 26.1069 0.0210108 0.00196764 42009.8 0
: 719 | 25.772 26.2158 0.0211133 0.00185198 41534.1 1
: 720 Minimum Test error found - save the configuration
: 720 | 25.6646 25.8928 0.0210183 0.00188598 41814.2 0
: 721 Minimum Test error found - save the configuration
: 721 | 25.1304 25.5175 0.0207665 0.0018622 42318.4 0
: 722 | 24.7756 25.6424 0.0206095 0.00184444 42632.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 24.419 25.1498 0.0205123 0.00188145 42939.6 0
: 724 | 24.4174 25.5496 0.0207159 0.00182955 42358.6 1
: 725 Minimum Test error found - save the configuration
: 725 | 24.1305 25.0861 0.0207812 0.00190866 42389.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.5953 24.8433 0.0203387 0.00183113 43225.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 23.6997 24.4405 0.0214291 0.00185303 40866.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.2481 24.3565 0.0203378 0.00184188 43252.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.8792 24.2696 0.0204521 0.00198777 43326.8 0
: 730 | 22.7178 24.6247 0.0205223 0.00178052 42685.4 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.7547 23.9076 0.0203343 0.00187058 43328.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 22.1565 23.524 0.0203507 0.00186152 43268.6 0
: 733 | 21.6653 24.0532 0.0202314 0.00176844 43330 1
: 734 Minimum Test error found - save the configuration
: 734 | 21.6394 23.1846 0.0205394 0.00187246 42856.5 0
: 735 | 21.5934 23.3148 0.0202604 0.0017661 43256.5 1
: 736 | 21.0712 23.1993 0.0202021 0.0017559 43369.5 2
: 737 Minimum Test error found - save the configuration
: 737 | 21.0945 22.6713 0.0207106 0.00189137 42509.7 0
: 738 | 20.7197 22.7016 0.0205304 0.00179588 42702 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.5634 22.622 0.0202857 0.00186362 43426.2 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.0813 22.2281 0.0202858 0.00185489 43405.3 0
: 741 | 19.6819 22.3054 0.0203412 0.00182191 43198.3 1
: 742 Minimum Test error found - save the configuration
: 742 | 19.5708 21.9198 0.0209604 0.00186466 41894.2 0
: 743 Minimum Test error found - save the configuration
: 743 | 19.1479 21.7849 0.0203101 0.001853 43343.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 18.9201 21.5543 0.0202881 0.00184854 43385.1 0
: 745 | 18.8749 21.6347 0.0202683 0.00178277 43277.1 1
: 746 | 18.7777 21.6647 0.0202397 0.00179442 43371.7 2
: 747 Minimum Test error found - save the configuration
: 747 | 18.4093 21.1793 0.0203276 0.00188127 43369.1 0
: 748 | 18.2413 21.1828 0.0204431 0.00178389 42874.1 1
: 749 Minimum Test error found - save the configuration
: 749 | 18.2103 21.1052 0.0203686 0.00190479 43327.9 0
: 750 Minimum Test error found - save the configuration
: 750 | 18.0333 20.6487 0.0204952 0.00188729 42992.5 0
: 751 | 17.7796 20.6581 0.0203132 0.00177415 43152.3 1
: 752 Minimum Test error found - save the configuration
: 752 | 17.4287 20.5594 0.020371 0.00187157 43244.7 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.1947 20.3476 0.0204164 0.00186673 43127.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.1081 20.2016 0.0203303 0.00185395 43298.6 0
: 755 | 16.8672 20.3763 0.0202195 0.0017566 43330 1
: 756 Minimum Test error found - save the configuration
: 756 | 16.8098 20.0975 0.0202822 0.00183695 43371.5 0
: 757 Minimum Test error found - save the configuration
: 757 | 16.6629 19.4902 0.0203951 0.00187019 43185.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.2021 19.482 0.0205482 0.00186264 42813.8 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.207 19.4249 0.020437 0.00188176 43114.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 16.0645 19.2741 0.0205367 0.00187474 42867.9 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.941 19.0804 0.0203407 0.00184837 43261.2 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.7033 19.0381 0.021606 0.00190056 40597.9 0
: 763 | 15.8017 21.5233 0.0202926 0.00180284 43267.2 1
: 764 | 15.9125 19.0556 0.0202306 0.00179317 43389.9 2
: 765 | 15.2067 19.8161 0.0202142 0.00178281 43404.2 3
: 766 Minimum Test error found - save the configuration
: 766 | 15.2426 18.6163 0.0209392 0.00189598 42009.6 0
: 767 Minimum Test error found - save the configuration
: 767 | 15.1142 18.4442 0.0205518 0.00200076 43124.3 0
: 768 | 14.9722 18.6254 0.0202828 0.00178185 43241.1 1
: 769 Minimum Test error found - save the configuration
: 769 | 14.8824 17.9827 0.0203536 0.00190785 43370.5 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.4468 17.8586 0.0203111 0.00184534 43323.5 0
: 771 | 14.3639 18.2956 0.0237517 0.00194876 36692.3 1
: 772 Minimum Test error found - save the configuration
: 772 | 14.3763 17.7099 0.0210634 0.00200517 41976.7 0
: 773 | 14.2918 17.8212 0.0206121 0.00181481 42559.4 1
: 774 Minimum Test error found - save the configuration
: 774 | 13.9591 17.4561 0.0203174 0.00188309 43397.4 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.725 17.3436 0.0205447 0.00191347 42938.6 0
: 776 Minimum Test error found - save the configuration
: 776 | 13.5289 16.9396 0.0247114 0.00248976 36000.9 0
: 777 | 13.4386 16.9656 0.0220133 0.00178268 39544.1 1
: 778 | 13.4176 17.3425 0.0202528 0.00177837 43303.2 2
: 779 | 13.6363 17.252 0.0202323 0.00177611 43345.8 3
: 780 Minimum Test error found - save the configuration
: 780 | 13.1646 16.3198 0.020737 0.00192456 42525.1 0
: 781 Minimum Test error found - save the configuration
: 781 | 12.8667 16.2416 0.0208084 0.00191384 42340.2 0
: 782 | 12.831 16.5835 0.0206131 0.00178109 42480.8 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.6383 16.1463 0.0206363 0.0019206 42744.8 0
: 784 | 12.5994 16.1742 0.0207684 0.00181101 42199.8 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.3667 15.9306 0.0205291 0.00187996 42897.4 0
: 786 Minimum Test error found - save the configuration
: 786 | 12.3078 15.8459 0.0203059 0.00186516 43382.1 0
: 787 Minimum Test error found - save the configuration
: 787 | 11.9995 15.7433 0.0203759 0.00190013 43299.9 0
: 788 Minimum Test error found - save the configuration
: 788 | 11.8595 15.5347 0.0203497 0.00189491 43349.2 0
: 789 | 11.9011 16.0762 0.0202683 0.00179097 43296.2 1
: 790 | 12.0744 15.8102 0.0203807 0.00190526 43300.6 2
: 791 Minimum Test error found - save the configuration
: 791 | 11.6476 15.298 0.0210422 0.00189534 41782.4 0
: 792 | 11.4899 15.4573 0.0202793 0.00177574 43235 1
: 793 Minimum Test error found - save the configuration
: 793 | 11.3255 15.0336 0.0203678 0.0018658 43238.6 0
: 794 Minimum Test error found - save the configuration
: 794 | 11.1907 14.9946 0.020565 0.00210021 43325.7 0
: 795 Minimum Test error found - save the configuration
: 795 | 10.9796 14.7082 0.0219162 0.00195252 40072.7 0
: 796 | 11.0822 14.9569 0.0205521 0.0017861 42630.3 1
: 797 | 10.995 15.0499 0.0203362 0.00179845 43155.3 2
: 798 Minimum Test error found - save the configuration
: 798 | 10.7714 14.6149 0.0203545 0.00190568 43363.3 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.663 14.3347 0.0203391 0.00188635 43354 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.4266 14.2887 0.0211466 0.00201469 41814.9 0
: 801 Minimum Test error found - save the configuration
: 801 | 10.4643 14.173 0.0208964 0.00196318 42253.9 0
: 802 Minimum Test error found - save the configuration
: 802 | 10.5143 14.1423 0.0208829 0.00189621 42134.7 0
: 803 | 10.3703 14.4134 0.0206613 0.00181412 42446.7 1
: 804 | 10.4207 14.2102 0.0205838 0.00177425 42531.6 2
: 805 Minimum Test error found - save the configuration
: 805 | 10.1668 13.9473 0.0235057 0.00189407 37017.1 0
: 806 | 10.1431 14.3793 0.0203081 0.00180362 43232.7 1
: 807 Minimum Test error found - save the configuration
: 807 | 10.2599 13.9092 0.0203508 0.0018924 43340.6 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.96868 13.7557 0.0203119 0.00184723 43326 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.67227 13.5022 0.0214566 0.0018843 40874.1 0
: 810 | 9.59168 13.8234 0.0208624 0.00177762 41918.1 1
: 811 Minimum Test error found - save the configuration
: 811 | 9.47627 13.1945 0.0205494 0.00188061 42852.3 0
: 812 Minimum Test error found - save the configuration
: 812 | 9.38359 13.134 0.0204365 0.00187192 43092.9 0
: 813 Minimum Test error found - save the configuration
: 813 | 9.19518 13.0045 0.0203772 0.00185178 43183.8 0
: 814 | 9.14506 13.0143 0.0202894 0.0017693 43196.4 1
: 815 | 9.08984 14.6787 0.0214964 0.00180573 40628.5 2
: 816 Minimum Test error found - save the configuration
: 816 | 9.12003 12.8771 0.0204309 0.00188967 43147 0
: 817 | 9.11418 13.5219 0.0202603 0.00179507 43324.6 1
: 818 Minimum Test error found - save the configuration
: 818 | 9.0024 12.8664 0.0205806 0.00193804 42912.6 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.72377 12.7748 0.0203634 0.00190026 43329.7 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.76887 12.7636 0.0203375 0.00188775 43361.1 0
: 821 | 8.66681 12.8185 0.0202546 0.00178871 43323.1 1
: 822 Minimum Test error found - save the configuration
: 822 | 8.65804 12.5145 0.0203107 0.00185216 43340.3 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.59561 12.1276 0.0202773 0.00185417 43423.7 0
: 824 | 8.47372 12.2506 0.0202289 0.00179553 43399.6 1
: 825 | 8.50143 13.2199 0.0202574 0.00179168 43323.5 2
: 826 Minimum Test error found - save the configuration
: 826 | 8.39407 11.9584 0.0203088 0.00185602 43353.9 0
: 827 | 8.36729 12.0923 0.020216 0.00177105 43372.2 1
: 828 | 8.443 12.3186 0.0202387 0.00178377 43348.7 2
: 829 Minimum Test error found - save the configuration
: 829 | 8.37307 11.6046 0.0203371 0.0018693 43318.7 0
: 830 | 8.38622 11.6461 0.0202661 0.00178471 43286.8 1
: 831 | 8.01797 12.2221 0.0202294 0.00178659 43377.4 2
: 832 Minimum Test error found - save the configuration
: 832 | 7.99005 11.5781 0.020343 0.00187131 43309.6 0
: 833 Minimum Test error found - save the configuration
: 833 | 7.61105 11.4674 0.0203382 0.00185984 43293.9 0
: 834 | 7.65525 12.3121 0.0202659 0.00177444 43263.1 1
: 835 | 7.80435 11.6464 0.0202613 0.00176702 43256.6 2
: 836 Minimum Test error found - save the configuration
: 836 | 7.50045 11.3533 0.0203422 0.00184159 43241.7 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.44192 11.1231 0.0203187 0.0018593 43338.4 0
: 838 | 7.55235 11.7305 0.0202697 0.0017679 43239 1
: 839 Minimum Test error found - save the configuration
: 839 | 7.81245 10.9961 0.0203688 0.00187143 43249.3 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.37874 10.9767 0.0204064 0.00188337 43189.4 0
: 841 Minimum Test error found - save the configuration
: 841 | 7.16 10.7594 0.0203793 0.00187983 43244.5 0
: 842 Minimum Test error found - save the configuration
: 842 | 6.99319 10.6553 0.0203424 0.00187389 43316.9 0
: 843 | 7.21732 11.3047 0.0202377 0.00177785 43337.2 1
: 844 | 7.30552 10.6685 0.0202391 0.00177626 43330.2 2
: 845 | 7.0565 10.6677 0.0202344 0.00176907 43324.5 3
: 846 Minimum Test error found - save the configuration
: 846 | 6.98701 10.5966 0.0214856 0.00190405 40854.8 0
: 847 | 7.02032 10.9837 0.0202359 0.00177 43323.2 1
: 848 Minimum Test error found - save the configuration
: 848 | 6.81553 10.4383 0.0203517 0.00187481 43297.4 0
: 849 Minimum Test error found - save the configuration
: 849 | 6.65353 10.4092 0.020323 0.00186851 43349.9 0
: 850 Minimum Test error found - save the configuration
: 850 | 6.57219 10.1997 0.0203447 0.00188909 43347.2 0
: 851 Minimum Test error found - save the configuration
: 851 | 6.77893 10.1106 0.0209961 0.00255632 43384.5 0
: 852 | 6.52238 10.1601 0.0206096 0.00179039 42509.7 1
: 853 | 6.93012 10.4789 0.0204212 0.00179889 42959.3 2
: 854 Minimum Test error found - save the configuration
: 854 | 6.69766 10.0765 0.0206236 0.00190258 42732.7 0
: 855 Minimum Test error found - save the configuration
: 855 | 6.49234 10.009 0.0203615 0.00187993 43286.5 0
: 856 Minimum Test error found - save the configuration
: 856 | 6.58617 9.84232 0.0204731 0.00188849 43046.4 0
: 857 | 6.41223 9.92125 0.0202584 0.00178069 43295.5 1
: 858 | 6.47042 9.87365 0.0209034 0.00177897 41831.3 2
: 859 Minimum Test error found - save the configuration
: 859 | 6.31109 9.67866 0.0204828 0.00190152 43054.1 0
: 860 | 6.27171 9.87064 0.0203456 0.00177351 43075.4 1
: 861 Minimum Test error found - save the configuration
: 861 | 6.28953 9.60264 0.0203917 0.00187797 43211.1 0
: 862 Minimum Test error found - save the configuration
: 862 | 6.07875 9.49104 0.0203805 0.00187758 43236.5 0
: 863 | 6.13031 9.86695 0.0203812 0.00178159 43011.6 1
: 864 | 6.16799 9.83973 0.0202963 0.00177567 43195.2 2
: 865 | 6.56573 10.1884 0.0203836 0.00178065 43004 3
: 866 | 6.31682 9.50471 0.0202644 0.00178051 43280.9 4
: 867 Minimum Test error found - save the configuration
: 867 | 5.93392 9.18114 0.0203676 0.00187684 43264.9 0
: 868 | 5.92776 9.20298 0.0202734 0.00177479 43246.5 1
: 869 Minimum Test error found - save the configuration
: 869 | 5.93959 8.99025 0.0203874 0.00187792 43221.2 0
: 870 | 5.94701 9.19482 0.0202934 0.00177552 43201.6 1
: 871 | 5.89197 9.29724 0.0202908 0.00177231 43200 2
: 872 Minimum Test error found - save the configuration
: 872 | 5.88742 8.81518 0.0204009 0.00189975 43240.6 0
: 873 Minimum Test error found - save the configuration
: 873 | 5.62111 8.76187 0.0206203 0.00193796 42821.2 0
: 874 | 5.76714 9.14359 0.0203107 0.00180825 43237.4 1
: 875 | 5.61094 8.96894 0.0202718 0.00180349 43317.5 2
: 876 | 5.80209 8.80775 0.0202788 0.00180457 43303.5 3
: 877 Minimum Test error found - save the configuration
: 877 | 5.80776 8.76025 0.0203693 0.00190555 43328.2 0
: 878 | 5.72426 9.00607 0.0203087 0.00180901 43244 1
: 879 Minimum Test error found - save the configuration
: 879 | 5.84313 8.40318 0.0203974 0.00190105 43251.8 0
: 880 | 5.83468 8.44256 0.0202818 0.00179964 43285 1
: 881 Minimum Test error found - save the configuration
: 881 | 5.5818 8.24172 0.0203688 0.00188957 43291.9 0
: 882 | 5.54626 8.95322 0.020253 0.0017972 43346.8 1
: 883 | 6.14519 8.58065 0.0202993 0.0017998 43244.4 2
: 884 | 5.96432 8.96947 0.0202721 0.00180419 43318.5 3
: 885 Minimum Test error found - save the configuration
: 885 | 5.45531 8.07816 0.0203599 0.00187683 43282.9 0
: 886 | 5.52578 9.14739 0.0202946 0.00178773 43227.1 1
: 887 | 5.68142 8.12773 0.0202978 0.00178905 43222.9 2
: 888 | 5.41855 8.3521 0.0203105 0.00177811 43167.6 3
: 889 Minimum Test error found - save the configuration
: 889 | 5.2185 7.82662 0.0204448 0.00187817 43088.2 0
: 890 | 5.19682 8.05213 0.0202656 0.00177215 43258.5 1
: 891 | 5.29246 7.86429 0.0203139 0.00177386 43149.8 2
: 892 Minimum Test error found - save the configuration
: 892 | 5.10489 7.68066 0.0203752 0.00187816 43250.2 0
: 893 | 5.20211 7.93654 0.0202719 0.0017683 43234.9 1
: 894 | 5.17768 7.68746 0.020312 0.00177531 43157.6 2
: 895 | 5.13711 7.78246 0.0202638 0.00178129 43284.2 3
: 896 | 5.03018 8.43104 0.0202414 0.00177556 43323.2 4
: 897 Minimum Test error found - save the configuration
: 897 | 5.08111 7.50051 0.020346 0.00187372 43308.1 0
: 898 | 5.03579 7.80995 0.0202616 0.00178201 43290.9 1
: 899 | 5.29115 7.72995 0.0202577 0.00178332 43303.1 2
: 900 | 5.09222 7.53178 0.0202864 0.00178446 43238.7 3
: 901 | 4.88204 7.69577 0.0202834 0.00177503 43223.7 4
: 902 | 4.97123 7.57495 0.0202764 0.00177407 43237.8 5
: 903 Minimum Test error found - save the configuration
: 903 | 5.11878 7.48198 0.0204666 0.00191257 43117.3 0
: 904 Minimum Test error found - save the configuration
: 904 | 4.98657 7.41723 0.0204573 0.00187345 43048.2 0
: 905 Minimum Test error found - save the configuration
: 905 | 4.76442 7.04884 0.0203682 0.0018533 43208.5 0
: 906 Minimum Test error found - save the configuration
: 906 | 5.01656 7.01183 0.0203563 0.00186893 43272.7 0
: 907 | 4.83133 7.25512 0.0202849 0.00177592 43222.3 1
: 908 | 4.8348 7.19888 0.0202522 0.00177648 43300 2
: 909 Minimum Test error found - save the configuration
: 909 | 4.86704 7.0028 0.0203969 0.00187567 43193.6 0
: 910 | 4.76761 7.03755 0.0202748 0.00177794 43250.7 1
: 911 | 4.65482 7.80143 0.0203767 0.00177435 43005.3 2
: 912 | 5.23135 8.66137 0.0203607 0.00177851 43051.9 3
: 913 Minimum Test error found - save the configuration
: 913 | 5.26057 6.96801 0.0205129 0.00190278 42987.4 0
: 914 Minimum Test error found - save the configuration
: 914 | 4.64073 6.9377 0.0203966 0.00189218 43233 0
: 915 Minimum Test error found - save the configuration
: 915 | 4.53294 6.65568 0.0203574 0.00186349 43257.6 0
: 916 Minimum Test error found - save the configuration
: 916 | 4.69498 6.58966 0.0202862 0.00185061 43394.2 0
: 917 | 4.5383 6.60651 0.0202355 0.00179713 43387.8 1
: 918 Minimum Test error found - save the configuration
: 918 | 4.46781 6.40726 0.0203552 0.00188642 43316.4 0
: 919 | 4.32988 6.74173 0.0202669 0.00180353 43329.1 1
: 920 | 4.35538 6.49868 0.0202547 0.00180394 43358.7 2
: 921 | 4.3271 6.66553 0.0202424 0.0017969 43370.9 3
: 922 | 4.3817 6.51945 0.0203147 0.00180519 43220.9 4
: 923 | 4.18514 6.58323 0.0202787 0.00180047 43294.3 5
: 924 Minimum Test error found - save the configuration
: 924 | 4.26467 6.11152 0.0203645 0.00188481 43290.7 0
: 925 | 4.23554 6.46345 0.0202656 0.00179741 43317.8 1
: 926 Minimum Test error found - save the configuration
: 926 | 4.258 6.10653 0.0203702 0.00189704 43306 0
: 927 | 4.18973 6.15439 0.0202982 0.0017982 43243.2 1
: 928 | 4.2123 6.33372 0.0202883 0.0017986 43267.3 2
: 929 | 4.38963 6.46689 0.0202642 0.00180536 43339.8 3
: 930 | 4.21432 6.45435 0.0214593 0.00177581 40643.1 4
: 931 | 4.36232 6.29984 0.0202464 0.00177144 43301.8 5
: 932 | 4.36021 6.46326 0.0202699 0.00176715 43236.9 6
: 933 | 4.30746 6.23805 0.0202817 0.00177321 43223.5 7
: 934 | 4.37941 6.1713 0.0202669 0.00177489 43262 8
: 935 | 4.38412 6.61538 0.0202623 0.00176826 43257.1 9
: 936 | 4.48487 6.32101 0.0202668 0.00177392 43259.9 10
: 937 Minimum Test error found - save the configuration
: 937 | 4.30804 5.95859 0.0204083 0.00188648 43192.3 0
: 938 | 4.54837 6.22531 0.0202666 0.0017753 43263.5 1
: 939 | 4.38726 6.03326 0.0202591 0.00177885 43289.4 2
: 940 | 4.13509 6.37442 0.0202824 0.00178367 43246.3 3
: 941 Minimum Test error found - save the configuration
: 941 | 4.18012 5.78001 0.0203635 0.00187024 43258.9 0
: 942 | 3.81938 5.93755 0.0203025 0.00177606 43181.4 1
: 943 | 3.91539 5.89226 0.0202632 0.00177414 43268.8 2
: 944 | 3.9474 6.427 0.0202556 0.00176145 43256.9 3
: 945 | 4.11261 6.09775 0.0202579 0.00176593 43262.1 4
: 946 | 3.96363 5.78501 0.0202475 0.00177014 43296.3 5
: 947 Minimum Test error found - save the configuration
: 947 | 3.86706 5.69074 0.0203579 0.00186608 43262.5 0
: 948 | 3.81625 5.91871 0.0202571 0.00176637 43264.9 1
: 949 Minimum Test error found - save the configuration
: 949 | 3.79695 5.58854 0.0203365 0.0018569 43291.1 0
: 950 Minimum Test error found - save the configuration
: 950 | 3.82499 5.57965 0.0203397 0.00187103 43316.7 0
: 951 Minimum Test error found - save the configuration
: 951 | 3.78731 5.21958 0.0203959 0.00189094 43231.6 0
: 952 | 3.74983 5.74581 0.0203277 0.00178775 43150.2 1
: 953 Minimum Test error found - save the configuration
: 953 | 3.68429 5.20957 0.0204439 0.00190785 43159.2 0
: 954 | 3.70471 5.4813 0.0202685 0.00179171 43297.5 1
: 955 | 3.92575 6.00909 0.0202712 0.00179465 43298.1 2
: 956 | 4.1665 5.69888 0.0202887 0.00179236 43251.8 3
: 957 | 4.04017 5.61447 0.0202686 0.00179487 43304.8 4
: 958 | 3.9067 5.66314 0.0206425 0.00180439 42467.2 5
: 959 | 4.19324 6.33309 0.0202853 0.00180021 43278 6
: 960 Minimum Test error found - save the configuration
: 960 | 4.10743 4.97775 0.0204465 0.00192412 43191 0
: 961 Minimum Test error found - save the configuration
: 961 | 3.72326 4.90655 0.0204182 0.00191576 43237.5 0
: 962 | 3.66558 5.25981 0.0203403 0.00182102 43198.2 1
: 963 | 3.58202 5.21509 0.0203209 0.00181236 43223.3 2
: 964 | 3.64003 5.02628 0.0202978 0.00179922 43246.6 3
: 965 | 3.79695 5.0603 0.0202792 0.00179587 43282.3 4
: 966 | 3.59969 5.44535 0.0202781 0.001797 43287.6 5
: 967 | 3.79381 4.99807 0.0202736 0.00177906 43256 6
: 968 | 3.65083 5.072 0.0202739 0.00177589 43247.9 7
: 969 Minimum Test error found - save the configuration
: 969 | 3.54172 4.84477 0.0203815 0.00187233 43221.9 0
: 970 Minimum Test error found - save the configuration
: 970 | 3.54677 4.84105 0.0202503 0.00185763 43495.7 0
: 971 | 3.65778 5.23567 0.0201623 0.0017781 43515.6 1
: 972 | 3.59664 4.84927 0.0201546 0.00177396 43524 2
: 973 Minimum Test error found - save the configuration
: 973 | 3.37746 4.71694 0.0204146 0.00190334 43217 0
: 974 | 3.33603 4.80179 0.0201719 0.00177424 43483.8 1
: 975 | 3.51939 4.90809 0.0201299 0.0017724 43578.9 2
: 976 Minimum Test error found - save the configuration
: 976 | 3.53296 4.57676 0.0201871 0.00183998 43603.6 0
: 977 | 3.49882 4.85347 0.0202168 0.00177591 43381.9 1
: 978 | 3.49146 4.71304 0.020168 0.00176972 43482.4 2
: 979 | 3.42112 4.72845 0.0205104 0.00177824 42707.2 3
: 980 Minimum Test error found - save the configuration
: 980 | 3.43307 4.57236 0.0202336 0.00184757 43511.4 0
: 981 | 3.4402 4.96732 0.0201457 0.00176369 43520.9 1
: 982 | 3.65177 4.77532 0.0201516 0.00176996 43521.8 2
: 983 | 3.57161 4.79084 0.0201695 0.00178221 43508.2 3
: 984 | 3.46832 4.73973 0.0201644 0.00178302 43522.3 4
: 985 Minimum Test error found - save the configuration
: 985 | 3.67022 4.52857 0.0202345 0.00185849 43535 0
: 986 | 3.54991 5.22163 0.0203052 0.00179196 43212.2 1
: 987 | 3.60576 4.95733 0.0201497 0.00177567 43539.7 2
: 988 Minimum Test error found - save the configuration
: 988 | 3.49023 4.39261 0.0202661 0.00186413 43473.7 0
: 989 | 3.36008 4.53422 0.0203145 0.00178099 43165 1
: 990 | 3.4573 4.56524 0.0201373 0.00176697 43548.5 2
: 991 Minimum Test error found - save the configuration
: 991 | 3.32369 4.26384 0.0203918 0.00190988 43285.6 0
: 992 | 3.24446 4.35291 0.0201662 0.00176683 43479.8 1
: 993 | 3.39598 4.44483 0.0202389 0.00177096 43318.2 2
: 994 | 3.47499 4.83268 0.0201767 0.00177024 43463.1 3
: 995 | 3.23672 4.34083 0.0201471 0.00177112 43535.1 4
: 996 Minimum Test error found - save the configuration
: 996 | 3.37323 4.26244 0.0202406 0.00185336 43508.4 0
: 997 | 3.44935 4.62336 0.0202569 0.00177088 43275.9 1
: 998 | 3.3778 4.30409 0.0201511 0.00176739 43516.9 2
: 999 | 3.48667 4.27061 0.0202247 0.00177921 43371.1 3
: 1000 | 3.39654 4.3511 0.0201401 0.00177492 43560.8 4
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.22286 4.01437 0.0202995 0.00192736 43544.3 0
: 1002 | 3.25934 4.36254 0.0201841 0.00178117 43471.3 1
: 1003 | 3.39258 4.14973 0.0201458 0.00177917 43557.4 2
: 1004 | 3.12622 4.22162 0.0201764 0.0017891 43508.4 3
: 1005 | 3.2369 4.13364 0.0202961 0.00177759 43200.1 4
: 1006 | 3.19738 4.35034 0.0202049 0.00177317 43403.4 5
: 1007 | 3.21396 4.1817 0.0202778 0.00179069 43273.3 6
: 1008 | 3.70003 5.12207 0.0203436 0.00177307 43079 7
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.35255 3.96632 0.020265 0.00186044 43467.5 0
: 1010 | 3.60472 4.81443 0.0201556 0.00177119 43515.3 1
: 1011 | 3.34737 4.30393 0.0201613 0.00177291 43505.7 2
: 1012 | 3.2697 4.11597 0.0201566 0.00176346 43494.5 3
: 1013 | 3.16383 4.02429 0.0202796 0.0017798 43243.8 4
: 1014 | 3.07241 3.96988 0.0201826 0.00177981 43471.7 5
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.08173 3.89967 0.0220386 0.00251473 40975.4 0
: 1016 | 3.15011 4.16187 0.0203226 0.00177364 43129.1 1
: 1017 Minimum Test error found - save the configuration
: 1017 | 2.99505 3.86461 0.0202661 0.00186516 43476.1 0
: 1018 | 3.01518 4.00698 0.020275 0.00177718 43248.3 1
: 1019 | 3.14898 3.96814 0.0201751 0.00177062 43467.8 2
: 1020 Minimum Test error found - save the configuration
: 1020 | 3.09108 3.83722 0.0204236 0.00189993 43187.9 0
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.09083 3.78246 0.0203028 0.00189503 43459.9 0
: 1022 | 3.03869 3.80432 0.0203003 0.00177389 43181.5 1
: 1023 | 2.91861 4.24768 0.0201855 0.00178247 43471.1 2
: 1024 | 3.06062 3.94991 0.0202462 0.00179303 43353.1 3
: 1025 | 3.2093 4.34691 0.0202579 0.00187034 43507.8 4
: 1026 | 3.27577 3.93007 0.0201622 0.00177255 43502.8 5
: 1027 Minimum Test error found - save the configuration
: 1027 | 3.30483 3.78165 0.0203351 0.00187074 43326.8 0
: 1028 | 3.21305 3.82492 0.0201768 0.00177328 43469.9 1
: 1029 Minimum Test error found - save the configuration
: 1029 | 3.03382 3.60365 0.0202496 0.00185006 43479.3 0
: 1030 | 2.88888 3.80149 0.0201844 0.00176564 43434.1 1
: 1031 | 3.16118 3.65325 0.0202417 0.00177264 43315.7 2
: 1032 | 2.97405 3.69766 0.0201518 0.00177259 43527.5 3
: 1033 | 3.01069 3.85659 0.0202225 0.0017755 43367.5 4
: 1034 | 3.26594 3.62917 0.0201934 0.00176748 43417.1 5
: 1035 Minimum Test error found - save the configuration
: 1035 | 3.03126 3.514 0.0203018 0.0018562 43370.8 0
: 1036 | 3.00755 3.71164 0.020247 0.00177931 43318.9 1
: 1037 | 2.87951 3.52689 0.0201512 0.0017763 43537.5 2
: 1038 Minimum Test error found - save the configuration
: 1038 | 2.97707 3.36647 0.0202335 0.00185364 43526 0
: 1039 | 3.19821 3.73608 0.0201505 0.00177771 43542.6 1
: 1040 | 3.02978 3.51293 0.0201549 0.00178162 43541.4 2
: 1041 | 2.80157 3.572 0.0201535 0.00178104 43543.4 3
: 1042 | 2.83455 3.50618 0.0201497 0.00177759 43544.3 4
: 1043 | 3.13849 3.76658 0.0201282 0.00177025 43577.8 5
: 1044 | 3.10771 4.4127 0.0201625 0.00178192 43524.1 6
: 1045 | 3.42327 4.43116 0.0201896 0.00178769 43473.7 7
: 1046 | 3.47373 4.14929 0.0202241 0.00177312 43358.2 8
: 1047 | 3.40878 4.05835 0.0201532 0.0017629 43501.2 9
: 1048 Minimum Test error found - save the configuration
: 1048 | 3.00971 3.21673 0.0202338 0.00184622 43507.7 0
: 1049 | 2.9661 3.75514 0.0201432 0.00176828 43537.5 1
: 1050 | 3.11757 3.32818 0.0201668 0.00177187 43490.2 2
: 1051 | 2.94563 3.5231 0.0201467 0.00177175 43537.6 3
: 1052 | 3.31267 4.61167 0.0201895 0.00176635 43423.6 4
: 1053 Minimum Test error found - save the configuration
: 1053 | 3.06906 2.98016 0.0202396 0.00184604 43493.4 0
: 1054 | 2.89934 3.64575 0.0201601 0.00177353 43510.1 1
: 1055 | 3.06836 3.27656 0.0201874 0.00177956 43459.6 2
: 1056 | 3.17828 3.46855 0.0201653 0.00177916 43511.1 3
: 1057 | 2.97145 3.43409 0.0202723 0.00178471 43272.4 4
: 1058 | 3.25862 3.73825 0.0201512 0.00177593 43536.8 5
: 1059 | 2.94401 3.28677 0.02015 0.00177764 43543.8 6
: 1060 | 3.0262 3.31732 0.0201618 0.00178891 43542.4 7
: 1061 | 2.90767 3.56014 0.0201741 0.00177235 43474.1 8
: 1062 | 2.87004 3.36096 0.0206183 0.00177841 42463.1 9
: 1063 | 2.95433 3.2065 0.0201878 0.00177294 43443.1 10
: 1064 | 2.80114 3.09688 0.0201417 0.00176396 43530.8 11
: 1065 | 2.83862 3.31358 0.0201619 0.0017695 43496.2 12
: 1066 Minimum Test error found - save the configuration
: 1066 | 2.71761 2.97955 0.0202566 0.00186249 43492.2 0
: 1067 | 2.87057 3.08989 0.0203169 0.00177989 43157 1
: 1068 | 2.67833 3.33012 0.0201731 0.00176673 43463.1 2
: 1069 | 2.78461 3.20668 0.0201806 0.00177111 43455.8 3
: 1070 | 2.79209 3.39577 0.0201644 0.00177805 43510.5 4
: 1071 Minimum Test error found - save the configuration
: 1071 | 2.70471 2.83336 0.0222715 0.00287489 41244.4 0
: 1072 | 2.7096 3.12696 0.0201798 0.00176482 43442.8 1
: 1073 | 2.97007 2.87913 0.020295 0.00177478 43195.9 2
: 1074 | 2.69932 3.32997 0.0201642 0.00177088 43494 3
: 1075 | 2.78194 3.10869 0.0201702 0.00177046 43479 4
: 1076 | 3.0455 3.38769 0.0201605 0.0017625 43483 5
: 1077 | 2.91902 3.24248 0.0201871 0.00176943 43436.5 6
: 1078 | 2.85182 3.81706 0.0201542 0.0017736 43524.2 7
: 1079 | 3.00934 3.37106 0.0201706 0.00179027 43524.7 8
: 1080 | 3.1607 3.70618 0.0202231 0.00177853 43373.1 9
: 1081 | 3.07865 3.80058 0.0201642 0.00177112 43494.7 10
: 1082 | 2.86556 2.84347 0.0212635 0.00179116 41084 11
: 1083 Minimum Test error found - save the configuration
: 1083 | 2.57612 2.66978 0.0202755 0.00186979 43464.7 0
: 1084 | 2.73438 3.5292 0.0201759 0.00176641 43455.9 1
: 1085 | 3.25026 3.41003 0.02017 0.00176218 43459.7 2
: 1086 Minimum Test error found - save the configuration
: 1086 | 2.80173 2.56838 0.0202501 0.00186183 43506.1 0
: 1087 | 2.68214 3.04532 0.0201537 0.00176762 43511.1 1
: 1088 | 2.66636 2.9709 0.0201365 0.00176925 43555.8 2
: 1089 | 2.6088 3.02875 0.0201581 0.00176274 43489.2 3
: 1090 | 2.63469 2.84584 0.0201555 0.0017644 43499.3 4
: 1091 | 2.69825 3.06064 0.0201809 0.00177127 43455.6 5
: 1092 | 2.99429 3.08441 0.0201748 0.00177699 43483.4 6
: 1093 | 3.12114 2.88944 0.0201517 0.0017792 43543.3 7
: 1094 | 3.13035 2.79906 0.0201722 0.00177325 43480.6 8
: 1095 | 2.64807 2.81225 0.0201747 0.00178064 43492.4 9
: 1096 | 2.6667 2.89509 0.020166 0.0017782 43507.2 10
: 1097 Minimum Test error found - save the configuration
: 1097 | 2.56542 2.5499 0.0203953 0.00189248 43236.6 0
: 1098 | 2.49394 2.72191 0.020412 0.00178417 42946.5 1
: 1099 | 2.48953 2.80325 0.0202797 0.00177371 43229.3 2
: 1100 | 2.52779 3.22166 0.0214001 0.0017757 40765.6 3
: 1101 Minimum Test error found - save the configuration
: 1101 | 2.69084 2.51795 0.0203231 0.00188225 43381.9 0
: 1102 | 2.58319 2.94957 0.0203838 0.00179209 43030 1
: 1103 | 2.69103 2.59012 0.0203446 0.00179364 43124.5 2
: 1104 Minimum Test error found - save the configuration
: 1104 | 2.63665 2.5168 0.0203245 0.00188314 43380.7 0
: 1105 Minimum Test error found - save the configuration
: 1105 | 2.66027 2.5032 0.0202915 0.00186773 43422.2 0
: 1106 | 2.81681 2.61549 0.0203236 0.00179132 43167.8 1
: 1107 | 2.66381 2.69391 0.0203578 0.00178349 43070.2 2
: 1108 | 2.47601 2.59515 0.0201854 0.00176864 43438.8 3
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.50695 2.48109 0.0202765 0.00186833 43459 0
: 1110 Minimum Test error found - save the configuration
: 1110 | 2.41476 2.44203 0.0203518 0.00188222 43314.4 0
: 1111 | 2.50087 2.71173 0.0202045 0.00177553 43409.9 1
: 1112 | 2.61263 2.66886 0.020242 0.00177444 43319.2 2
: 1113 | 2.51788 2.65356 0.0202853 0.00177581 43221.1 3
: 1114 | 2.6729 2.80444 0.0201932 0.00178243 43452.9 4
: 1115 | 2.88542 3.16569 0.0202243 0.00177552 43363.3 5
: 1116 | 2.85557 2.79863 0.0202523 0.00184028 43449.9 6
: 1117 | 2.6949 2.6489 0.0202153 0.00179959 43441.1 7
: 1118 | 2.71618 3.29295 0.0201788 0.00178173 43485.1 8
: 1119 | 2.88564 2.56084 0.0201963 0.00177495 43428 9
: 1120 | 2.52368 3.06554 0.0201935 0.00177307 43430.1 10
: 1121 Minimum Test error found - save the configuration
: 1121 | 2.60612 2.39365 0.0204377 0.00192219 43207.1 0
: 1122 | 2.59501 2.69382 0.0202162 0.00177 43369.4 1
: 1123 | 2.44444 2.52698 0.0202089 0.00177573 43400.1 2
: 1124 Minimum Test error found - save the configuration
: 1124 | 2.54997 2.33739 0.0202692 0.00185605 43447.2 0
: 1125 | 2.46653 2.60724 0.0201925 0.00177211 43430.2 1
: 1126 | 2.33933 2.56429 0.0201745 0.00176565 43457.3 2
: 1127 | 2.63973 2.46784 0.0201818 0.00177057 43451.8 3
: 1128 | 2.9936 3.192 0.0201481 0.0017675 43524.1 4
: 1129 | 2.58943 2.5565 0.0201561 0.00177688 43527.4 5
: 1130 | 2.80947 2.69973 0.0201722 0.00178056 43498 6
: 1131 | 2.43799 2.39578 0.0201749 0.00177692 43483.2 7
: 1132 | 2.33922 2.68384 0.0201517 0.00177716 43538.6 8
: 1133 Minimum Test error found - save the configuration
: 1133 | 2.60954 2.19516 0.0202514 0.00185583 43488.7 0
: 1134 | 2.33408 2.62413 0.0203044 0.00190505 43479.7 1
: 1135 | 2.50332 2.3912 0.0202265 0.00177499 43357 2
: 1136 | 2.48843 2.42675 0.0202422 0.00178141 43335.1 3
: 1137 | 2.54189 2.89647 0.0201718 0.00177142 43477.3 4
: 1138 | 2.76057 2.89864 0.0201766 0.00177159 43466.5 5
: 1139 | 2.68316 2.61398 0.0201927 0.00176709 43417.8 6
: 1140 | 2.46902 2.42251 0.0202427 0.00177207 43312 7
: 1141 | 2.78181 2.44003 0.0202332 0.00177649 43344.6 8
: 1142 | 3.29549 4.34505 0.0202582 0.00177207 43275.7 9
: 1143 | 3.07972 2.73412 0.020188 0.00176513 43424.3 10
: 1144 | 2.96948 2.26594 0.0201819 0.00177214 43455.2 11
: 1145 | 2.39647 2.40594 0.020192 0.00177986 43449.7 12
: 1146 | 2.2803 2.36094 0.0201674 0.00177971 43507.4 13
: 1147 | 2.30759 2.36453 0.0201836 0.00177145 43449.6 14
: 1148 | 2.41712 2.34988 0.0201763 0.00177909 43485 15
: 1149 | 2.56442 2.73474 0.0202398 0.00184411 43488.3 16
: 1150 | 2.49192 2.42833 0.0202232 0.0017809 43378.6 17
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.5418 2.1788 0.020332 0.00187298 43339.3 0
: 1152 | 2.37434 2.58736 0.0201801 0.00177151 43458 1
: 1153 Minimum Test error found - save the configuration
: 1153 | 2.32204 2.10613 0.0209988 0.00196661 42034 0
: 1154 | 2.56867 2.30964 0.0216049 0.00206469 40941.2 1
: 1155 | 2.54432 2.67045 0.0209997 0.00177923 41622.3 2
: 1156 | 2.74345 2.35092 0.0202005 0.00177779 43424.6 3
: 1157 Minimum Test error found - save the configuration
: 1157 | 2.69045 2.09234 0.0202446 0.001848 43486.3 0
: 1158 | 2.53264 2.29277 0.0209778 0.00189196 41915.8 1
: 1159 | 2.47982 3.84444 0.0222401 0.00193478 39398.6 2
: 1160 | 2.77442 2.55857 0.0203216 0.00177937 43144.8 3
: 1161 | 3.32423 2.62179 0.0202171 0.00176858 43363.9 4
: 1162 | 2.61137 3.06442 0.0202898 0.00185093 43386.7 5
: 1163 | 2.67439 2.28496 0.0209968 0.00188032 41848.6 6
: 1164 | 2.40942 2.39305 0.0208703 0.00181886 41991.7 7
: 1165 | 2.16384 2.25682 0.0203095 0.00180207 43225.9 8
: 1166 | 2.16279 2.35149 0.020431 0.00178042 42894.1 9
: 1167 | 2.50473 2.9104 0.0206122 0.00190292 42759.6 10
: 1168 | 2.33604 2.68897 0.0212051 0.0017968 41219.5 11
: 1169 | 2.21847 2.66292 0.0215889 0.00191009 40652.8 12
: 1170 | 2.56181 2.43554 0.0203737 0.00178224 43030.5 13
: 1171 | 2.72326 2.48554 0.0203537 0.00196983 43516.3 14
: 1172 | 2.26882 2.33877 0.0202581 0.00178165 43298.3 15
: 1173 | 2.40635 2.1909 0.0201765 0.00177546 43475.7 16
: 1174 | 2.41176 2.10495 0.020183 0.00177432 43457.7 17
: 1175 Minimum Test error found - save the configuration
: 1175 | 2.19062 2.08387 0.0202815 0.00186703 43444.1 0
: 1176 Minimum Test error found - save the configuration
: 1176 | 2.18649 2.08046 0.0202617 0.00184755 43444.8 0
: 1177 | 2.3056 2.13701 0.02017 0.00177312 43485.5 1
: 1178 | 2.31772 2.48068 0.0201672 0.00177272 43491.3 2
: 1179 | 2.48543 2.5826 0.0203317 0.00177547 43112.1 3
: 1180 Minimum Test error found - save the configuration
: 1180 | 2.36174 2.01834 0.0203228 0.00186576 43343.9 0
: 1181 | 2.50245 2.69538 0.0202434 0.00178223 43334.2 1
: 1182 | 2.23964 2.10472 0.0201955 0.00177288 43424.8 2
: 1183 Minimum Test error found - save the configuration
: 1183 | 2.16995 1.88704 0.0203458 0.00194214 43469.5 0
: 1184 | 2.15207 2.27389 0.0201868 0.00178251 43468.1 1
: 1185 | 2.25542 2.7593 0.0225646 0.00178967 38508 2
: 1186 | 2.30393 2.14478 0.0201974 0.00177794 43432.4 3
: 1187 | 2.19484 2.12163 0.020208 0.00178359 43420.6 4
: 1188 | 2.28546 2.55129 0.0201983 0.00177514 43423.5 5
: 1189 | 2.49777 2.37052 0.0203456 0.00179965 43136 6
: 1190 | 2.35268 2.08573 0.0202122 0.00178438 43412.7 7
: 1191 | 2.27585 2.40838 0.0201871 0.0017798 43460.9 8
: 1192 | 2.35379 2.33969 0.0201815 0.00177577 43464.8 9
: 1193 | 2.36204 2.1156 0.020212 0.00178173 43406.9 10
: 1194 | 2.14785 2.00837 0.0201699 0.0017758 43492.3 11
: 1195 | 2.35559 2.08777 0.0201864 0.00177389 43448.8 12
: 1196 | 2.22671 1.99069 0.0201778 0.00176416 43446.1 13
: 1197 | 2.18289 2.40804 0.0201971 0.00177378 43423.3 14
: 1198 | 2.33751 2.0767 0.0201847 0.00177433 43453.8 15
: 1199 | 2.37054 2.36713 0.0202153 0.00177635 43386.5 16
: 1200 | 2.21627 2.62534 0.0202001 0.00177595 43421.2 17
: 1201 | 2.16724 2.18603 0.0201802 0.00176514 43442.8 18
: 1202 | 2.07308 1.94886 0.0201926 0.00178729 43465.6 19
: 1203 | 1.98237 1.99897 0.0201976 0.00178381 43445.8 20
: 1204 | 2.17741 2.52874 0.0202807 0.00178749 43259.2 21
:
: Elapsed time for training with 1000 events: 24.6 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0434 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.59 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.73916e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.32138e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0814 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.128 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00689 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.248 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 2.04 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: 0.0514 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00993 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: 0.103 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.00524 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000744 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: 0.24 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0279 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.09 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.238 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.133 0.119 1.53 1.24 | 3.279 3.285
: datasetreg BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: datasetreg KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: datasetreg PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: datasetreg LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.137 0.116 1.40 1.10 | 3.282 3.304
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:561
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4089
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:414
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.