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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: 0.61 sec
: Elapsed time for training with 1000 events: 0.617 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00639 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: 0.00139 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00931 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: 0.000362 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00197 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33520.4
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 34732.6 33039.5 0.01943 0.00178247 45332.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 34213.4 32431.5 0.0195508 0.00177487 45004.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 33574.4 31747.2 0.0197861 0.00179385 44463.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 32898.3 31023 0.0199054 0.00180127 44188.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 32073.6 30166.9 0.0198914 0.00178808 44190.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 31115.7 29326.9 0.0198341 0.00179523 44348.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 30426.3 28820.6 0.0197267 0.00176767 44545.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 29977.5 28439.5 0.0196843 0.00176156 44636 0
: 9 Minimum Test error found - save the configuration
: 9 | 29616.9 28103.9 0.0196854 0.00175739 44622.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 29284.5 27800 0.0196861 0.00176217 44633 0
: 11 Minimum Test error found - save the configuration
: 11 | 28982.4 27504.6 0.0197011 0.00176403 44600.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 28687.4 27224.9 0.019707 0.00176685 44592.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 28404 26955.9 0.0196943 0.00175741 44600.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 28133.3 26691.2 0.0197036 0.001764 44594.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 27867.5 26433.3 0.0197487 0.00177055 44498.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 27607.1 26182.7 0.0197445 0.00178519 44545.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 27352 25938.9 0.0197294 0.00176741 44538.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 27104.6 25697.2 0.0197209 0.00177631 44581.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 26861.2 25458.5 0.0197214 0.0017725 44570.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 26617.6 25228.2 0.019746 0.00177218 44509.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 26380.2 25002.4 0.0197319 0.00177541 44552.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 26149.7 24775.6 0.0197495 0.00177706 44512.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 25919.6 24552.5 0.0197425 0.00176823 44508.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 25692.8 24332.7 0.0197872 0.00178727 44444.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 25469.6 24115.1 0.0198085 0.00177244 44355.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 25249.5 23899.4 0.0197947 0.00178186 44412.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 25030.5 23688.2 0.0197864 0.00178158 44432.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 24815.4 23479.4 0.0197936 0.00177543 44399.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 24601 23275.7 0.0197856 0.00177708 44423.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 24393.3 23070.3 0.0197772 0.00176954 44425.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 24186.6 22866.2 0.0197938 0.0017762 44401 0
: 32 Minimum Test error found - save the configuration
: 32 | 23979 22667.7 0.0197916 0.00177613 44406.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 23776.7 22470.5 0.0197961 0.00177418 44390.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 23575.5 22276 0.0197981 0.00178075 44401.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 23379.1 22080.7 0.0197996 0.00178124 44399.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 23178.8 21893.2 0.0197976 0.001781 44403.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 22985.5 21705.9 0.0197932 0.00178156 44415.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 22795.3 21517.5 0.0197982 0.00178084 44401.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 22605.6 21330.3 0.0197979 0.00178266 44406.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22414.8 21148.9 0.0198038 0.0017745 44372.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 22230 20966.9 0.0198103 0.0017767 44361.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 22043.9 20789.1 0.0198135 0.00178257 44368.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 21861 20613.3 0.0198097 0.0017762 44361.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 21679.6 20439.7 0.0198223 0.00178075 44342.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 21502.1 20264 0.0198292 0.00178249 44329.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 21326.1 20083.8 0.0199034 0.00179954 44189.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 21141.8 19900.1 0.0198488 0.00177682 44267.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 20970.5 19732.5 0.0198318 0.00178001 44317 0
: 49 Minimum Test error found - save the configuration
: 49 | 20793.5 19572.3 0.0198513 0.00178641 44284.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20622.2 19394.9 0.0198784 0.00178826 44223 0
: 51 Minimum Test error found - save the configuration
: 51 | 20447.9 19226.4 0.0199051 0.0017908 44164.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 20278.4 19060.2 0.0198818 0.00178649 44210.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 20112.4 18894.4 0.0198894 0.00178737 44194 0
: 54 Minimum Test error found - save the configuration
: 54 | 19941.3 18732.7 0.019905 0.00178955 44161.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 19778.8 18571.8 0.0199018 0.00179048 44171.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 19613.5 18412.2 0.0199144 0.00178426 44125.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 19448 18252.5 0.0200826 0.00179867 43754.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 19286.9 18094.7 0.0199383 0.00179562 44095 0
: 59 Minimum Test error found - save the configuration
: 59 | 19126.3 17937.9 0.0199447 0.00178975 44065.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 18964.8 17782 0.0199552 0.00178739 44033.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 18808.7 17626.8 0.0199719 0.00178816 43995.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 18649.7 17472.4 0.0199817 0.00179103 43978.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 18492.2 17322.4 0.0199765 0.00179128 43991.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 18339.8 17171 0.0199768 0.00179121 43990.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 18185.1 17021.2 0.0201016 0.00179801 43707.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 18031.1 16876 0.0200041 0.00180083 43948.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 17883.1 16727.9 0.0202876 0.00187293 43443.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 17731.9 16581.9 0.02019 0.0018321 43577.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 17585.6 16434.3 0.0200097 0.00180333 43940.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17435.1 16293.3 0.0200117 0.00180368 43936.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 17289.1 16152.8 0.0200066 0.00180111 43942.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 17147.5 16009.9 0.0200813 0.0018114 43787.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 17000.8 15871.2 0.0200241 0.00180193 43902.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 16860.1 15732.1 0.0200286 0.00180161 43891 0
: 75 Minimum Test error found - save the configuration
: 75 | 16717.5 15596.7 0.0200201 0.00180048 43908.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 16577.6 15461.6 0.0200133 0.00179597 43914.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 16441.7 15324.1 0.0200323 0.00179529 43866.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 16302.9 15190 0.0200352 0.00179566 43860.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 16165.8 15057.5 0.0200307 0.00179883 43879.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 16032.3 14924.2 0.0200552 0.00180501 43835.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 15897 14794.3 0.0200431 0.00180794 43871.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 15765 14664.6 0.0200376 0.00180377 43874.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 15633.3 14536.3 0.020032 0.00180127 43882 0
: 84 Minimum Test error found - save the configuration
: 84 | 15503.1 14409.2 0.0200402 0.00180413 43869 0
: 85 Minimum Test error found - save the configuration
: 85 | 15375.3 14281 0.020034 0.00180318 43881.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15243.8 14159 0.0200506 0.00180791 43853.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15119.1 14034.2 0.0200468 0.00180526 43855.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 14994.5 13908.9 0.0200753 0.00181377 43807.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 14866.9 13788.6 0.0200338 0.00180986 43898.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 14744.7 13667.4 0.0200752 0.00181069 43800.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 14622.1 13547.1 0.0200577 0.00181469 43852.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 14498.8 13430.4 0.0200658 0.00181181 43826.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 14379.4 13312.9 0.020068 0.0018096 43815.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 14262.9 13192.2 0.020083 0.00181261 43786.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 14140.4 13078.4 0.0200812 0.00181631 43799.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 14024.9 12962.7 0.0200984 0.00182935 43789.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 13907.6 12849.6 0.0200971 0.00181555 43760 0
: 98 Minimum Test error found - save the configuration
: 98 | 13793.4 12735.4 0.0200833 0.00182487 43815.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 13677.4 12624.5 0.0200821 0.00181691 43799.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 13564.1 12514.6 0.0200944 0.0018213 43780.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 13452.9 12403.6 0.0200994 0.00182591 43779.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 13341.4 12293.3 0.0201199 0.00182314 43723.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 13228.3 12187.9 0.0200903 0.00181829 43782.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 13121.6 12079.1 0.0200869 0.00180984 43770.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 13012.7 11971.3 0.0201147 0.00181819 43724.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 12903 11867.7 0.020094 0.00181467 43765.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 12798.1 11761.5 0.0200849 0.00181106 43778.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 12689.7 11660.2 0.0201034 0.0018237 43764.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 12587.7 11555 0.0201022 0.00181489 43746.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 12483.2 11451.6 0.0200973 0.00181128 43749.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 12378.7 11350.8 0.0200895 0.00180826 43760.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 12276.6 11250.5 0.0201082 0.00180892 43717.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 12174.5 11152.1 0.02009 0.00180089 43741.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 12075.3 11052.4 0.0201011 0.00180797 43732.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 11974.3 10955.7 0.0200918 0.0018092 43757.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 11876.8 10857.5 0.0200924 0.0018102 43758.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 11777.6 10762.2 0.0201681 0.00181894 43598.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 11680.1 10668.1 0.020105 0.00180993 43727.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 11584.9 10573.2 0.020099 0.00181198 43746.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 11489.2 10479 0.0201033 0.00180373 43716.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 11394.8 10385.6 0.0200909 0.0018003 43738.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 11299.9 10293.8 0.0201231 0.00181465 43695.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 11208.5 10200.4 0.0200954 0.00180963 43749.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 11115.6 10108.6 0.0200985 0.00180833 43739.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 11022.9 10019.3 0.0200981 0.0018059 43734.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 10932.6 9929.94 0.0200811 0.00181512 43797.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 10842.6 9841.4 0.020142 0.00182292 43670.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 10754 9752.37 0.0201164 0.00183053 43749.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 10664.2 9666.16 0.0201061 0.00181457 43736.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 10577.8 9578.65 0.0201121 0.00181294 43717.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 10490.1 9492.81 0.0201086 0.00181608 43733.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 10403.5 9408.2 0.0201299 0.00183727 43733.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 10318.6 9323.41 0.0201425 0.00183205 43690.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 10233.7 9239.23 0.0201413 0.00182952 43687.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 10149.1 9156.6 0.0201337 0.00183442 43717.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 10066.3 9073.73 0.0201295 0.0018172 43686.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 9981.82 8994.4 0.0201152 0.00180976 43702.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 9902.01 8912.14 0.0201116 0.00181485 43723.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 9819.7 8832.2 0.0201196 0.00183473 43751.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 9739.62 8751.97 0.0201266 0.00181061 43677.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 9660.03 8672.14 0.0201138 0.00180945 43705.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 9580.36 8593.29 0.0200904 0.0018101 43762.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 9500.51 8516.95 0.020106 0.00181634 43740.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 9422.63 8441.28 0.0201196 0.0018079 43687.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9347.63 8362.66 0.0201536 0.00181459 43622.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 9269.58 8286.68 0.02011 0.00180968 43715.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 9192.56 8213.12 0.0201163 0.00180923 43698.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 9119.03 8137.6 0.0201277 0.00182482 43709 0
: 149 Minimum Test error found - save the configuration
: 149 | 9043.87 8062.89 0.0201118 0.00180943 43710.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 8968.72 7990.12 0.0201475 0.00181606 43640.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 8895.9 7916.85 0.0201074 0.00181028 43722.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 8822.29 7845.35 0.0205124 0.00183124 42823.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 8752.01 7771.45 0.0201343 0.00182883 43702.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 8677.99 7701.53 0.0201209 0.00181715 43707 0
: 155 Minimum Test error found - save the configuration
: 155 | 8607.14 7632.02 0.0201213 0.00181854 43709.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 8535.78 7564.35 0.0201138 0.00181787 43725.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 8468.19 7493.39 0.0201459 0.00182558 43667.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 8397.51 7425.1 0.0201357 0.00181952 43677.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 8329.73 7355.68 0.0201241 0.0018246 43717 0
: 160 Minimum Test error found - save the configuration
: 160 | 8260.28 7288.79 0.0201553 0.00183782 43674.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 8194.03 7220.48 0.0201719 0.00184718 43656.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 8125.7 7154.66 0.0201912 0.00183855 43590.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 8060.07 7088.04 0.0201608 0.00183647 43657.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 7993.33 7023.05 0.020163 0.00183999 43661 0
: 165 Minimum Test error found - save the configuration
: 165 | 7928.25 6958.29 0.0201412 0.00181157 43645.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 7863.32 6894.52 0.0201234 0.00181263 43690.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 7799.22 6830.14 0.0201182 0.00181222 43701.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 7734.97 6767.65 0.0201331 0.00181537 43673.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 7672.54 6703.97 0.0201221 0.00180559 43676.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 7608.96 6642.28 0.0201416 0.00181783 43659.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7548.15 6578.97 0.0201305 0.00181305 43674.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 7484.99 6518.47 0.020116 0.0018107 43703.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 7423.62 6458.95 0.0201139 0.00181288 43713.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 7363.81 6398.25 0.0201369 0.00181257 43657.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 7304.09 6337.52 0.0201233 0.00181341 43692.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 7243.46 6278.85 0.0201295 0.00180536 43658.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7184.52 6220.09 0.0201479 0.00181587 43639.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 7125.79 6161.99 0.02015 0.00181501 43632.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 7067.5 6105.63 0.0201263 0.00181054 43678.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 7010.86 6046.52 0.0201321 0.00181685 43679.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 6953.51 5988.48 0.0201457 0.00182558 43667.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 6895.44 5933.38 0.0201286 0.00181858 43691.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 6840.15 5876.59 0.0201236 0.00181123 43686.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 6783.1 5822.51 0.0201235 0.00182095 43709.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 6728.65 5767.53 0.020128 0.00181896 43694.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6674.28 5712.26 0.020115 0.00181832 43723.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 6620.05 5656.88 0.0201072 0.0018197 43745.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 6565.01 5603.85 0.0201317 0.00181879 43685.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 6511.32 5551.65 0.0201731 0.00182659 43604.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 6459.11 5498.11 0.0201312 0.00181073 43666.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6406.48 5445.68 0.0201398 0.00182019 43669 0
: 192 Minimum Test error found - save the configuration
: 192 | 6352.76 5395.39 0.0201355 0.00181942 43677.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 6302.13 5344.21 0.0201242 0.00181573 43695.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 6251.15 5292.19 0.0201461 0.00182493 43665.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 6199.02 5242.99 0.0201525 0.00182124 43641.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6149.03 5192.98 0.0201565 0.00181234 43610.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 6099.81 5142.11 0.0201482 0.00182159 43652.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6049.2 5093.36 0.0201254 0.00181181 43683.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 5999.24 5045.63 0.0201915 0.00181763 43540.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 5951.82 4996.04 0.0201622 0.00181555 43604.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 5902.48 4948.48 0.0201353 0.00182101 43681.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 5854.61 4900.8 0.020232 0.00181393 43435.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 5806.6 4854.23 0.0201504 0.00181339 43627.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 5760.44 4806.26 0.0201437 0.00181462 43646.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 5711.98 4760.83 0.0201253 0.00181484 43690.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 5665.45 4716.04 0.0201284 0.00181908 43693.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 5620.06 4670.17 0.0201392 0.00182055 43671.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 5573.71 4625.86 0.0201318 0.0018197 43687 0
: 209 Minimum Test error found - save the configuration
: 209 | 5529.64 4580.02 0.0201425 0.00182892 43683.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 5483.02 4536.38 0.0201382 0.00181988 43672.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 5439.63 4491.63 0.0201346 0.00181962 43680.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 5394.21 4448.66 0.0201289 0.00182065 43696.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5351.08 4404.57 0.0201398 0.00181885 43665.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 5307.26 4361.15 0.0201321 0.00182494 43698.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5263.05 4319.39 0.0201513 0.00182187 43645.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 5219.52 4279.32 0.0201648 0.00182856 43629.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 5178.75 4236.36 0.0201335 0.00182346 43691.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 5135.84 4194.88 0.0201299 0.00181299 43675.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 5093.73 4154.47 0.0201561 0.00182821 43649.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 5053.11 4113.73 0.0201407 0.00181497 43654.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5010.23 4074.03 0.0201343 0.00181385 43667 0
: 222 Minimum Test error found - save the configuration
: 222 | 4969.78 4034.64 0.0201312 0.0018052 43653.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4929.52 3994.78 0.020144 0.00181413 43644.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 4889.69 3955.25 0.0201402 0.00181301 43651 0
: 225 Minimum Test error found - save the configuration
: 225 | 4848.94 3916.74 0.0201388 0.00181637 43662.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 4809.96 3877.62 0.0201397 0.00181324 43652.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 4769.35 3841.1 0.0201356 0.00181333 43662.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 4730.92 3803.89 0.0201354 0.00180474 43642.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 4693.09 3765.66 0.0201458 0.00182151 43657.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 4654.64 3727.64 0.0201433 0.00181157 43640.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 4615.86 3691.29 0.0201401 0.00181287 43650.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 4578.59 3653.93 0.0201518 0.0018159 43630.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 4540.38 3618.23 0.0201478 0.00181767 43644 0
: 234 Minimum Test error found - save the configuration
: 234 | 4503.56 3582.28 0.0201266 0.00182036 43700.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 4466.76 3546.72 0.0201382 0.0018149 43660.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 4430.29 3511.03 0.0201574 0.00182776 43645.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 4393.59 3476.42 0.0201501 0.00182055 43645.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 4356.79 3443.27 0.0201385 0.00182179 43675.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 4322.89 3407.44 0.0201475 0.00182141 43653.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4285.62 3374.74 0.0201416 0.00182185 43668.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 4252.34 3339.49 0.0201488 0.00182657 43662.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 4215.6 3307.05 0.0201485 0.00182666 43663.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 4181.9 3273.71 0.0201721 0.00183484 43626.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 4147.9 3240.13 0.0201508 0.00181727 43635.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 4112.84 3208.5 0.0201439 0.00181331 43642.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 4079.02 3176.74 0.0201445 0.00181832 43653.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 4046.07 3144.75 0.0201408 0.00181465 43653.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 4012.56 3113.03 0.0201471 0.00181483 43639 0
: 249 Minimum Test error found - save the configuration
: 249 | 3979.65 3081.79 0.0201484 0.00181192 43628.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3946.98 3050.67 0.0201558 0.00181571 43620.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3914.74 3019.6 0.020167 0.0018183 43599.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3882.3 2988.91 0.0201419 0.00181328 43647.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3849.78 2959.62 0.0201542 0.00181715 43627.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3819.82 2928.86 0.020136 0.00180675 43646.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 3786.6 2899.12 0.0201473 0.0018152 43639.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 3755.42 2870.36 0.020135 0.00181724 43673.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 3724.16 2842.2 0.0201547 0.00181847 43629.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 3694.51 2812.66 0.0201419 0.00181979 43663.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 3663.9 2783.68 0.0201379 0.0018199 43673 0
: 260 Minimum Test error found - save the configuration
: 260 | 3633.34 2755.18 0.0201496 0.00181252 43627.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 3603.36 2727.2 0.0201779 0.00182455 43588.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 3573.63 2699.39 0.0201466 0.00182062 43653.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 3543.7 2672.27 0.0201528 0.00182411 43647.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 3514.63 2644.8 0.020155 0.0018203 43633 0
: 265 Minimum Test error found - save the configuration
: 265 | 3485.19 2618.38 0.0201438 0.00182224 43664.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 3456.91 2590.96 0.0201489 0.00181428 43633.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 3428.41 2563.89 0.0201552 0.00182619 43646.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 3399.29 2537.66 0.0201221 0.00182126 43713.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 3371.33 2511.48 0.0201238 0.00181349 43691.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 3342.48 2486.56 0.0201152 0.0018158 43717.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3315.39 2460.77 0.0201406 0.00181451 43653.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 3287.58 2435.4 0.0201447 0.00181445 43643.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 3260.23 2410.25 0.0201349 0.00180927 43654.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 3233.13 2385.27 0.0201374 0.00181443 43661 0
: 275 Minimum Test error found - save the configuration
: 275 | 3206.11 2360.69 0.020132 0.00181491 43675.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 3179.91 2335.27 0.0201454 0.00181405 43641.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 3152.08 2311.87 0.0201501 0.00181943 43642.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 3126.03 2288.42 0.0201449 0.00181434 43643.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 3100.89 2263.71 0.0201368 0.00181387 43661.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 3073.95 2240.32 0.0201435 0.00180739 43629.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 3048.54 2216.57 0.0201421 0.00181423 43649.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 3022.32 2193.89 0.0201228 0.00181203 43690.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2996.9 2171.52 0.0201426 0.00181385 43647.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2972.48 2148.01 0.0201454 0.00182279 43662 0
: 285 Minimum Test error found - save the configuration
: 285 | 2946.8 2125.63 0.0201513 0.00182058 43642.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2922.01 2103.85 0.0201413 0.00181481 43652.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2897.87 2082.57 0.0201522 0.00182435 43649.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2873.98 2058.7 0.020148 0.00182159 43652.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2849.12 2037.2 0.020141 0.00182153 43669.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2824.29 2015.42 0.0201558 0.00183623 43669 0
: 291 Minimum Test error found - save the configuration
: 291 | 2800.16 1994.51 0.0201465 0.00182308 43659.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2776.9 1973.84 0.0201463 0.00182209 43658.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2753.62 1951.99 0.020222 0.00183403 43506.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2730.03 1931.15 0.0201528 0.00182337 43645.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2706.37 1911.36 0.0201512 0.00181424 43627.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2683.86 1890.94 0.0201375 0.00181133 43653.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2661.28 1869.72 0.0201468 0.00181529 43640.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2638.19 1849.52 0.0201688 0.00181602 43590 0
: 299 Minimum Test error found - save the configuration
: 299 | 2615.72 1829.56 0.0201661 0.0018181 43601.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 2592.77 1810.68 0.0201369 0.00181396 43661.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 2571.35 1791.11 0.0201405 0.00181343 43651.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2549.09 1771.51 0.0201452 0.00181445 43642.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 2527.29 1752.51 0.0201481 0.00181353 43633.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 2506.07 1733.2 0.0201598 0.00181124 43600.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 2483.77 1714.99 0.0201494 0.00180999 43622 0
: 306 Minimum Test error found - save the configuration
: 306 | 2462.73 1696.55 0.0201614 0.00181548 43606.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 2441.95 1677.54 0.0201469 0.00181483 43639.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 2420.57 1659.57 0.0201607 0.0018235 43627.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 2400.55 1640.23 0.0202625 0.00184806 43444.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 2378.6 1623.47 0.0201551 0.00181711 43625.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2358.8 1605.38 0.0201769 0.00184087 43629.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 2337.89 1588.52 0.0201411 0.00182198 43670.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 2318.45 1570.56 0.0201454 0.0018203 43655.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 2297.74 1553.66 0.0201389 0.00182055 43672.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 2278.84 1536.02 0.0201463 0.00182344 43661.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 2258.81 1518.6 0.0201516 0.0018144 43627.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 2238.35 1502.44 0.0201472 0.00181848 43647.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 2219.69 1485.53 0.0201451 0.00182525 43668.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 2200.35 1469.19 0.0201512 0.00181359 43626.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 2181.22 1452.67 0.0201618 0.00181815 43611.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2161.79 1436.94 0.0205309 0.00185338 42832.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 2143.46 1420.65 0.020145 0.00181455 43643.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 2124.27 1405.01 0.020156 0.00181397 43615.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 2105.53 1389.64 0.020137 0.00181412 43661.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 2088.06 1373.79 0.0201337 0.00181507 43671.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 2069.19 1358.5 0.0201381 0.00180808 43644.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2051.01 1343.44 0.0201461 0.00181605 43644.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 2032.92 1328.44 0.0201477 0.00181694 43642.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2015.04 1313.84 0.0201465 0.00181738 43646.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1997.8 1298.73 0.0201492 0.00182169 43650.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1979.83 1284.55 0.0201529 0.00182215 43642.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1962.98 1269.61 0.0201368 0.00181506 43664 0
: 333 Minimum Test error found - save the configuration
: 333 | 1944.99 1255.74 0.0201487 0.00182127 43650.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1927.66 1241.84 0.0201924 0.00182867 43564 0
: 335 Minimum Test error found - save the configuration
: 335 | 1910.6 1228.38 0.0201547 0.00182304 43640.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1894.39 1214.04 0.0201733 0.001826 43603.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1877.03 1200.73 0.0201488 0.00182433 43657.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1860.83 1187.05 0.0201413 0.00181616 43655.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1843.95 1173.77 0.0201543 0.00182532 43646.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1828.18 1160 0.0201701 0.00183481 43631.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1811.55 1146.9 0.0201731 0.00182173 43593.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1795.33 1133.79 0.0201715 0.0018197 43592.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1779.39 1120.99 0.0201703 0.0018228 43602.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1762.77 1109.36 0.0201516 0.00181196 43621.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1748.26 1096.32 0.0202819 0.00182806 43351.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1732.19 1083.87 0.0201672 0.00181823 43599.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1716.59 1071.67 0.020139 0.00181527 43659.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1701.06 1059.35 0.0201648 0.00181993 43608.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1685.71 1047.54 0.0201636 0.00181568 43601.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1670.61 1035.61 0.0201548 0.0018147 43620.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1655.62 1023.86 0.0202272 0.00183906 43506.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1640.07 1012.66 0.0201653 0.00182454 43618.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1626.21 1000.51 0.0201389 0.00181995 43670.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1611.25 989.036 0.0201557 0.0018246 43641.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1596.37 978.182 0.020162 0.00181631 43606.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1581.81 967.666 0.0201636 0.00182192 43616.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1567.91 955.815 0.0201397 0.00182276 43675.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1553.68 945.224 0.0201764 0.00182802 43600.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1539.07 934.227 0.0201561 0.00182608 43644.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1525.3 923.423 0.0201588 0.00182063 43624.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1511.13 912.963 0.0201484 0.00181675 43640.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1497.06 902.942 0.0201461 0.00182054 43654.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1483.7 892.933 0.0201427 0.00181452 43648.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1470.45 882.265 0.0201316 0.00181533 43676.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1456.19 872.708 0.0201545 0.00181558 43623 0
: 366 Minimum Test error found - save the configuration
: 366 | 1443.06 862.985 0.0201973 0.00182367 43540.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1429.98 852.908 0.0201701 0.00182968 43619.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1416.92 842.957 0.020181 0.00181862 43567.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1403.4 833.558 0.0201444 0.00181412 43643.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1390.36 824.226 0.0201411 0.00181853 43662.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 1378.21 814.476 0.0201645 0.00183326 43641.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 1365.02 805.547 0.0201549 0.0018083 43604.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 1352.65 796.089 0.0201594 0.00180859 43594.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 1339.92 786.888 0.0201411 0.00181569 43655.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 1327.05 778.12 0.0201608 0.00181453 43605.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 1314.95 769.533 0.0202133 0.00182695 43510.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 1303.04 760.405 0.0201722 0.00182333 43599.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1290.63 752.147 0.0201422 0.0018167 43655.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 1278.65 743.311 0.020233 0.00183679 43487.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 1266.73 734.723 0.0202565 0.00182989 43415.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 1255.24 726.448 0.02014 0.00182251 43674.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 1242.78 718.864 0.0201562 0.00182243 43635.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 1231.82 711.346 0.0201748 0.00181881 43582.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 1220.82 701.908 0.0201522 0.00182307 43646.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 1208.36 694.235 0.0201785 0.0018253 43589.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 1196.7 686.215 0.0201546 0.00181649 43625 0
: 387 Minimum Test error found - save the configuration
: 387 | 1185.25 678.926 0.020142 0.00181349 43647.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 1174.06 671.582 0.0201347 0.00181577 43670.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 1163.75 663.732 0.0201509 0.00180904 43616 0
: 390 Minimum Test error found - save the configuration
: 390 | 1152.61 655.678 0.0201552 0.00181812 43627.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 1140.79 648.264 0.0201369 0.00181591 43665.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 1129.93 641.646 0.0201438 0.00182063 43660.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1119.79 633.828 0.0201946 0.00182091 43540.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 1108.89 626.507 0.0201502 0.00181405 43629.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 1098.15 620.048 0.0201414 0.00181252 43647 0
: 396 Minimum Test error found - save the configuration
: 396 | 1088.13 612.711 0.0201506 0.00181465 43630.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 1077.23 605.757 0.0202394 0.00182197 43437 0
: 398 Minimum Test error found - save the configuration
: 398 | 1067.27 598.817 0.0201503 0.00181376 43628.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 1056.44 592.467 0.0201579 0.00182239 43631.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 1046.67 585.8 0.0201735 0.00183897 43633.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 1036.84 579.327 0.0201571 0.0018227 43633.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1026.15 572.87 0.0201312 0.00182072 43690.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 1016.7 566.421 0.0201383 0.00182283 43679 0
: 404 Minimum Test error found - save the configuration
: 404 | 1007.02 560.248 0.0201447 0.00182292 43663.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 996.882 554.245 0.0201649 0.0018283 43628.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 987.673 547.945 0.0201443 0.00182067 43659.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 977.99 541.882 0.0201516 0.001818 43635.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 968.605 536.329 0.0201818 0.00182525 43581.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 959.304 530.248 0.0201497 0.00181429 43631.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 950.18 524.68 0.0201532 0.00181491 43624.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 940.498 518.297 0.0201427 0.0018171 43654.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 930.99 513.769 0.0201573 0.00181558 43616.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 922.206 507.629 0.0201446 0.00180678 43625.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 913.194 501.924 0.0201492 0.00181503 43634.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 904.354 496.416 0.0201649 0.00182045 43610 0
: 416 Minimum Test error found - save the configuration
: 416 | 895.638 490.764 0.0201574 0.00181901 43624.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 886.351 485.548 0.0202347 0.0018282 43462.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 877.997 480.081 0.0201956 0.00183331 43567.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 869.053 475.238 0.0201699 0.00182457 43607.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 860.729 470.684 0.0201679 0.00181755 43595.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 852.117 465.467 0.0202479 0.00184049 43460.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 844.637 460.041 0.0201989 0.00182721 43545.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 835.741 455.358 0.0201659 0.00181969 43605.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 827.414 450.247 0.0201692 0.00182551 43611.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 819.297 445.618 0.0202648 0.00183179 43400.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 811.011 441.011 0.020163 0.00182375 43622.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 803.103 435.628 0.0201904 0.00182927 43570.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 794.903 431.407 0.0201425 0.00181571 43651.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 787.126 426.722 0.0201727 0.00183142 43617.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 779.115 422.386 0.020215 0.00182566 43503.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 771.537 417.718 0.0202346 0.00186406 43547.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 763.907 413.699 0.0201888 0.00184454 43610.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 756.52 409.355 0.0201873 0.00181167 43536 0
: 434 Minimum Test error found - save the configuration
: 434 | 748.984 404.539 0.0201785 0.00181813 43572.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 740.846 400.322 0.0201617 0.001819 43614.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 733.852 395.92 0.0201697 0.00182062 43599 0
: 437 Minimum Test error found - save the configuration
: 437 | 726.536 391.957 0.0201942 0.00183496 43574.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 719.276 388.136 0.0202051 0.00182758 43531.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 711.963 384.068 0.0202121 0.0018246 43507.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 704.985 379.547 0.0201656 0.001816 43597.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 697.858 375.638 0.0201621 0.00182403 43625.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 690.735 371.847 0.0201767 0.00183522 43616.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 683.976 367.911 0.020223 0.00182482 43482.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 677.056 364.528 0.0201547 0.00182408 43642.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 670.371 360.636 0.0201524 0.00182388 43647.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 663.738 357 0.0201563 0.00183151 43656.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 657.05 352.744 0.0201544 0.001825 43645.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 650.201 349.163 0.0201888 0.00182982 43575.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 643.585 345.42 0.0201548 0.00181745 43626.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 636.991 341.921 0.0201513 0.00182355 43649.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 630.718 338.462 0.0203022 0.00182714 43301.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 624.024 334.907 0.0201644 0.00182203 43615 0
: 453 Minimum Test error found - save the configuration
: 453 | 617.825 331.383 0.0201685 0.00181848 43596.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 611.252 328.257 0.0201526 0.00181313 43621.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 605.442 325.05 0.020159 0.0018151 43611.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 599.297 321.486 0.0203703 0.00182927 43147.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 593.004 317.885 0.0201577 0.00181513 43614.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 587.161 314.721 0.0201789 0.00181318 43559.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 580.853 311.532 0.0201693 0.00181906 43596.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 574.957 308.871 0.0201507 0.00181587 43632.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 569.179 305.972 0.0201664 0.0018389 43650.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 563.399 302.397 0.0201965 0.00184589 43595.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 557.607 298.916 0.0202038 0.00184185 43568.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 551.497 296.528 0.0202061 0.00183347 43543 0
: 465 Minimum Test error found - save the configuration
: 465 | 546.026 293.428 0.0201626 0.00183815 43657.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 540.544 290.295 0.0201814 0.0018312 43596.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 535.034 287.161 0.0201901 0.00185135 43623.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 529.515 285.008 0.0201742 0.00183093 43612.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 524.025 281.284 0.0201607 0.00181918 43617 0
: 470 Minimum Test error found - save the configuration
: 470 | 518.438 278.615 0.0201834 0.00182698 43581.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 513.124 276.019 0.0201423 0.00182045 43663.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 508.453 273.543 0.0201477 0.00182011 43650 0
: 473 Minimum Test error found - save the configuration
: 473 | 502.522 270.145 0.0201794 0.00183135 43601.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 496.979 267.825 0.020166 0.00181333 43590.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 492.206 265.176 0.0201661 0.00181679 43598.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 487.131 262.235 0.0201407 0.001817 43659.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 481.804 259.778 0.0201441 0.00181501 43646.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 476.989 256.984 0.0201532 0.00181644 43628.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 472.139 254.859 0.0201645 0.00183743 43651.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 467.201 253.147 0.020194 0.0018104 43517.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 462.587 249.383 0.0201499 0.00181506 43632.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 457.417 247.172 0.0202277 0.00182425 43470 0
: 483 Minimum Test error found - save the configuration
: 483 | 452.544 244.627 0.0201566 0.0018315 43656.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 447.898 242.459 0.0202293 0.00183008 43480.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 443.19 239.917 0.0202156 0.00184869 43556.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 438.479 237.849 0.0202217 0.00185273 43551.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 434.268 235.276 0.0202112 0.00184442 43556.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 429.445 233.14 0.0201652 0.00183024 43632.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 425.017 230.759 0.0206452 0.00189608 42668.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 420.493 229.122 0.0202481 0.00185177 43486.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 416.347 226.674 0.020215 0.00184791 43556.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 411.798 224.142 0.020218 0.00183362 43515.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 407.484 221.81 0.0202587 0.00187051 43506.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 403.086 219.667 0.020202 0.00184142 43571.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 399.09 217.999 0.0202293 0.0018417 43507.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 394.599 215.566 0.0202133 0.00184462 43552.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 390.523 213.563 0.020246 0.0018562 43502.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 386.52 212.231 0.0201964 0.00184017 43582.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 382.825 209.224 0.02021 0.00184704 43565.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 378.54 207.981 0.020194 0.00183728 43580.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 374.499 205.307 0.0201583 0.00182036 43625.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 370.469 203.06 0.0201471 0.00182668 43667.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 366.471 202.383 0.0201443 0.0018205 43659 0
: 504 Minimum Test error found - save the configuration
: 504 | 362.598 199.289 0.0201384 0.00182462 43683 0
: 505 Minimum Test error found - save the configuration
: 505 | 358.774 197.688 0.0201567 0.00182109 43630.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 354.922 196.703 0.0201363 0.00182001 43676.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 351.384 194.176 0.0201484 0.0018146 43635.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 347.434 192.229 0.0201412 0.00182444 43675.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 343.898 190.282 0.0201917 0.00182405 43554.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 340.218 188.645 0.0201485 0.00180973 43623.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 336.741 186.995 0.0201493 0.00181737 43639.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 333.488 184.431 0.0201742 0.00183233 43616.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 329.396 182.932 0.0201847 0.00184487 43621 0
: 514 Minimum Test error found - save the configuration
: 514 | 325.824 181.374 0.0201894 0.00185219 43627.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 322.302 180.005 0.0201472 0.00180866 43624 0
: 516 Minimum Test error found - save the configuration
: 516 | 319.279 178.059 0.0201567 0.00180741 43598.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 315.688 176.394 0.0201592 0.00181682 43614.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 312.156 175.263 0.0201604 0.00182725 43636.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 308.99 172.924 0.0201578 0.00182068 43627.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 305.395 171.292 0.0201494 0.00182184 43650.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 302.124 169.514 0.0201483 0.0018151 43636.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 298.99 168.778 0.0201508 0.00181713 43635.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 296.032 166.141 0.0201815 0.00182787 43588.2 0
: 524 | 292.747 166.159 0.0201612 0.00177464 43509.9 1
: 525 Minimum Test error found - save the configuration
: 525 | 289.485 163.059 0.0201606 0.00183151 43646.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 286.677 161.921 0.0201354 0.00182214 43684.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 283.49 160.428 0.0201276 0.00181448 43684.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 280.333 158.581 0.0201462 0.00181412 43639.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 277.161 157.337 0.020379 0.00184171 43156.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 274.382 155.638 0.0203645 0.00182027 43140.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 271.181 154.212 0.0201739 0.00181149 43567.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 268.555 153.432 0.0201997 0.00181872 43523.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 265.608 151.216 0.0202016 0.00181661 43513.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 262.743 150.22 0.0201681 0.00182932 43623.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 260.009 149.818 0.0201487 0.00181811 43642.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 257.105 146.919 0.0201578 0.00180872 43599 0
: 537 Minimum Test error found - save the configuration
: 537 | 254.215 145.836 0.0201443 0.00181446 43644.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 251.678 144.144 0.0201531 0.00181815 43632.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 248.915 143.159 0.0201338 0.00181458 43670 0
: 540 Minimum Test error found - save the configuration
: 540 | 245.925 141.46 0.0201393 0.00182235 43675.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 243.02 140.136 0.0201624 0.00182849 43635 0
: 542 Minimum Test error found - save the configuration
: 542 | 240.376 138.806 0.0201625 0.00181659 43606.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 238.102 137.911 0.0201568 0.00182068 43629.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 235.117 136.084 0.0201723 0.00182503 43603.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 232.479 135.094 0.0201492 0.00182542 43659 0
: 546 Minimum Test error found - save the configuration
: 546 | 230.039 133.742 0.0201561 0.00182434 43640.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 227.468 133.291 0.0201417 0.0018209 43666.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 224.991 131.324 0.0201554 0.00181488 43619.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 222.482 129.591 0.0201578 0.00182276 43632.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 219.871 129.424 0.0201951 0.00182968 43560.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 217.785 127.485 0.0201476 0.00181359 43634.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 215.107 126.104 0.0201501 0.00181775 43638.6 0
: 553 | 213.16 126.664 0.0200977 0.00176102 43628.4 1
: 554 Minimum Test error found - save the configuration
: 554 | 210.364 123.707 0.0201619 0.00181354 43600.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 207.654 122.756 0.0201614 0.00182813 43636.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 205.493 121.82 0.0202083 0.00181902 43503.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 203.32 120.906 0.0201485 0.00181636 43639.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 201.036 119.22 0.0201497 0.00181366 43630 0
: 559 | 199.057 119.582 0.0200959 0.00176103 43632.7 1
: 560 Minimum Test error found - save the configuration
: 560 | 196.754 116.85 0.0201467 0.00180735 43622.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 194.144 116.713 0.020145 0.00180815 43627.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 191.762 114.886 0.0201557 0.0018176 43625.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 189.683 113.482 0.0201479 0.00181316 43633.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 187.284 112.627 0.0201568 0.00182007 43628.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 185.179 111.505 0.0202436 0.00182811 43441.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 183.597 110.467 0.0201434 0.00181709 43653.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 181.276 109.263 0.020176 0.00182529 43595 0
: 568 Minimum Test error found - save the configuration
: 568 | 178.949 108.666 0.0201447 0.00182128 43660 0
: 569 Minimum Test error found - save the configuration
: 569 | 176.738 107.023 0.0201412 0.00181973 43664.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 174.592 106.592 0.020136 0.00182024 43678.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 172.717 104.971 0.0201686 0.00182435 43610.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 170.621 104.05 0.0201391 0.00181607 43660.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 168.655 103.203 0.0201371 0.00181267 43657.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 166.61 101.966 0.0201457 0.00182044 43655.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 164.712 101.407 0.0201376 0.00181363 43658.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 162.592 100.003 0.0201402 0.00181551 43657 0
: 577 Minimum Test error found - save the configuration
: 577 | 160.657 99.3679 0.0201406 0.00181363 43651.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 158.89 98.1293 0.0201363 0.00181407 43662.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 157.003 96.9667 0.0201364 0.00181205 43657.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 154.956 96.2439 0.0202699 0.00181768 43355.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 153.193 95.9147 0.0202054 0.00184189 43564.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 151.561 94.3994 0.0201453 0.00181386 43640.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 149.459 93.4752 0.0201873 0.00182181 43560.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 147.791 92.5632 0.02014 0.0018069 43637 0
: 585 Minimum Test error found - save the configuration
: 585 | 145.977 91.3198 0.020155 0.00181344 43616.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 144.186 90.3728 0.0201454 0.00181593 43645.5 0
: 587 | 142.416 90.471 0.0201001 0.00176639 43635.5 1
: 588 Minimum Test error found - save the configuration
: 588 | 140.878 88.6531 0.0203017 0.0018421 43337.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 138.957 88.0684 0.0201563 0.00181523 43618 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.342 87.1005 0.0201648 0.00182488 43620.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 135.652 85.8775 0.0201582 0.00182677 43641 0
: 592 Minimum Test error found - save the configuration
: 592 | 133.868 85.1483 0.0201575 0.00182116 43629.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.32 84.2541 0.0201847 0.00182411 43571.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 130.879 83.9987 0.0201362 0.00182144 43680.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 129.374 82.9707 0.0201299 0.00181353 43676.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 127.46 81.9128 0.0201642 0.00183966 43657.4 0
: 597 | 126.265 81.995 0.0200778 0.00176622 43688.2 1
: 598 Minimum Test error found - save the configuration
: 598 | 124.636 80.4314 0.0201435 0.00181355 43644.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 123.14 79.4922 0.0201466 0.00181515 43640.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 121.537 78.6983 0.0201469 0.00181299 43634.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 119.948 77.916 0.0201489 0.00181315 43630.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 118.418 77.1203 0.0201588 0.00180785 43594.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 116.936 76.2209 0.0201664 0.00181932 43603.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.372 75.2475 0.0201571 0.00181754 43621.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 113.938 74.6359 0.0201709 0.00181787 43589.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.48 74.0884 0.0201422 0.00181605 43653.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 111.207 73.1631 0.020225 0.00182347 43474.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 109.924 72.7277 0.0201655 0.00181695 43600.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 108.469 71.4134 0.0201547 0.0018193 43631.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 107.027 70.9755 0.020148 0.00181338 43633.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 105.716 70.1562 0.0201534 0.00182003 43636.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.558 69.8902 0.020153 0.00183128 43664 0
: 613 Minimum Test error found - save the configuration
: 613 | 103.114 69.548 0.020134 0.00181995 43682.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.97 67.9924 0.0201683 0.00182058 43602.1 0
: 615 | 100.762 68.9001 0.0201138 0.00176941 43610.2 1
: 616 Minimum Test error found - save the configuration
: 616 | 99.5782 66.6845 0.0201571 0.0018249 43639.2 0
: 617 | 98.0912 66.6953 0.0201431 0.00177004 43542.1 1
: 618 Minimum Test error found - save the configuration
: 618 | 96.8422 65.671 0.0201413 0.00182526 43677.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 95.5805 65.1494 0.0201725 0.00182754 43608.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 94.31 63.9784 0.0201704 0.00181918 43593.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 93.1052 63.5469 0.0201514 0.00182086 43643 0
: 622 Minimum Test error found - save the configuration
: 622 | 91.9118 62.6827 0.0201358 0.00181705 43671.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 90.9776 62.5329 0.0201283 0.00181285 43679.1 0
: 624 | 89.7776 62.6033 0.0200795 0.0017594 43667.9 1
: 625 Minimum Test error found - save the configuration
: 625 | 88.7419 61.1072 0.0201677 0.00181566 43591.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.4831 60.7179 0.0201627 0.00181255 43596.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.298 60.2124 0.0201715 0.00183793 43635.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 85.2217 59.4972 0.0203152 0.00195248 43566.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.0741 58.6317 0.0203203 0.00182862 43262.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.8074 57.6243 0.020284 0.00183481 43362.4 0
: 631 | 81.8167 57.6765 0.0201993 0.00176233 43391.1 1
: 632 Minimum Test error found - save the configuration
: 632 | 80.6783 57.5474 0.0201741 0.00183143 43614.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 79.6434 56.1931 0.0201483 0.00181833 43644.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.822 55.6397 0.0202283 0.00182622 43473.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.6954 54.9829 0.0201586 0.00183977 43670.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.586 54.3775 0.0202135 0.00182693 43510.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.4752 54.196 0.0201585 0.00182716 43641.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 74.5421 53.8067 0.0203033 0.00183567 43319 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.4184 53.0524 0.0201443 0.00181671 43649.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 72.5462 52.1558 0.0201635 0.00182773 43630.6 0
: 641 Minimum Test error found - save the configuration
: 641 | 71.6908 51.821 0.0201488 0.00182066 43648.8 0
: 642 | 71.0205 52.8551 0.0200807 0.00175798 43661.7 1
: 643 Minimum Test error found - save the configuration
: 643 | 70.0078 50.7532 0.0201658 0.00181484 43594.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 68.7825 50.2846 0.0201332 0.00181424 43670.6 0
: 645 | 67.9636 51.0119 0.0200904 0.00175247 43625.5 1
: 646 Minimum Test error found - save the configuration
: 646 | 67.1998 49.1549 0.0201788 0.00183269 43606.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.1749 48.8005 0.0201472 0.0018121 43632.1 0
: 648 | 65.5068 49.0613 0.0200825 0.00176159 43666.1 1
: 649 Minimum Test error found - save the configuration
: 649 | 64.6114 47.9545 0.0201797 0.00183527 43610.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.9818 47.7604 0.0201667 0.00182566 43618 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.9384 47.0282 0.0201313 0.0018196 43687.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.1266 46.5321 0.0201447 0.00180985 43632.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.0558 46.0833 0.0202078 0.00183424 43540.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 60.2076 45.4301 0.0226187 0.00228147 39336.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 59.5395 45.1571 0.0229896 0.0018594 37860.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.7064 44.6785 0.0235543 0.00228266 37608.8 0
: 657 | 58.0216 44.9235 0.0237767 0.00188197 36538.4 1
: 658 Minimum Test error found - save the configuration
: 658 | 57.1258 43.7811 0.0218571 0.00186455 40014.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.3786 43.3031 0.0227905 0.00186002 38221.9 0
: 660 | 55.789 43.6373 0.0218094 0.00176853 39918.4 1
: 661 Minimum Test error found - save the configuration
: 661 | 54.9365 42.4473 0.0225647 0.00218399 39252.7 0
: 662 | 54.3304 43.2343 0.0232731 0.00216804 37905.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 53.8036 42.2951 0.0228467 0.00184108 38085 0
: 664 | 53.2211 42.384 0.023448 0.00222918 37702.4 1
: 665 Minimum Test error found - save the configuration
: 665 | 52.2393 41.2629 0.023452 0.00215099 37556.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.3702 40.9927 0.0233693 0.00183555 37150.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 50.9651 40.9376 0.0225306 0.00184682 38677.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 50.0844 39.9106 0.0298822 0.00313554 29910.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 49.4293 39.322 0.0344801 0.00313395 25521.5 0
: 670 | 48.8355 39.5898 0.029727 0.00176389 28609.1 1
: 671 Minimum Test error found - save the configuration
: 671 | 48.1245 38.8897 0.0201885 0.00182375 43561.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 47.3278 38.4208 0.020158 0.00181353 43609.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 46.8054 38.1858 0.0204098 0.00181868 43031.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.1434 37.7654 0.0288111 0.00319903 31235.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 45.4692 37.36 0.0332362 0.00281811 26300.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 44.7421 36.8602 0.0202755 0.00182418 43357.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.2288 36.5958 0.0201967 0.00181321 43517.3 0
: 678 | 43.7513 36.8812 0.0200855 0.00175848 43651.5 1
: 679 Minimum Test error found - save the configuration
: 679 | 43.2661 35.9941 0.0210601 0.00183539 41613.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.5913 35.6383 0.0236794 0.00241067 37613.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 41.8619 35.385 0.0232886 0.00220233 37939.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.2951 35.2913 0.0231817 0.00209579 37940 0
: 683 Minimum Test error found - save the configuration
: 683 | 40.9123 34.9213 0.0245938 0.00240121 36048.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.3259 34.8797 0.0230412 0.00211364 38227.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.0992 34.147 0.0237068 0.00219407 37187.3 0
: 686 | 39.7887 34.9624 0.0240114 0.00193265 36233.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 38.8792 33.5149 0.0243136 0.00223083 36227.4 0
: 688 | 38.3296 33.5318 0.0234571 0.00254154 38249.1 1
: 689 | 37.8875 33.8414 0.0235281 0.00211103 37353.4 2
: 690 Minimum Test error found - save the configuration
: 690 | 37.358 32.5903 0.0237051 0.00185286 36609.5 0
: 691 | 36.8443 32.6232 0.0238756 0.00186977 36354 1
: 692 Minimum Test error found - save the configuration
: 692 | 36.277 32.1926 0.0233044 0.00213439 37789.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.0672 31.7037 0.0232603 0.00261809 38755.6 0
: 694 | 35.4191 31.7158 0.0227474 0.0019974 38554.3 1
: 695 Minimum Test error found - save the configuration
: 695 | 34.863 31.6208 0.0212009 0.00182839 41295.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.5438 31.0272 0.0214453 0.00194764 41030.5 0
: 697 | 34.2272 31.2065 0.0209847 0.0017634 41620.5 1
: 698 Minimum Test error found - save the configuration
: 698 | 33.6542 30.661 0.0213032 0.00192694 41287.6 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.0962 30.5695 0.0212611 0.00183994 41192.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.5452 30.0789 0.0201741 0.00182508 43599.2 0
: 701 | 32.1771 30.3297 0.0200898 0.00176042 43645.9 1
: 702 Minimum Test error found - save the configuration
: 702 | 31.9805 30.0343 0.020156 0.00183146 43657.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 31.4957 29.3188 0.0212326 0.00192783 41440.5 0
: 704 | 31.1851 29.3467 0.020706 0.0017549 42213.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 30.8136 29.091 0.0205145 0.00181986 42793 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.3312 28.5025 0.0207422 0.00192147 42506.3 0
: 707 | 29.7667 29.0986 0.0204421 0.00176643 42836.5 1
: 708 Minimum Test error found - save the configuration
: 708 | 29.4759 28.107 0.0203375 0.00190572 43403.3 0
: 709 | 29.3176 28.2185 0.0206663 0.00179991 42403.5 1
: 710 Minimum Test error found - save the configuration
: 710 | 29.2848 27.935 0.02021 0.00182645 43517 0
: 711 | 28.9276 28.1841 0.0200905 0.00176965 43666.1 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.2466 27.6059 0.0201627 0.00182173 43618.2 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.739 27.4591 0.020142 0.00181328 43647.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.3106 27.0558 0.0201864 0.00185844 43649 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.0987 26.7649 0.0201524 0.00181331 43622.6 0
: 716 | 26.7047 26.7864 0.020088 0.00175383 43634.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 26.2624 26.5513 0.0202201 0.0018741 43606.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 25.8697 26.0492 0.0201546 0.00181472 43620.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.5563 25.857 0.0201781 0.00182159 43581.3 0
: 720 | 25.1828 26.0593 0.0201043 0.00176115 43613 1
: 721 | 24.8721 25.9289 0.0200892 0.00175996 43646 2
: 722 Minimum Test error found - save the configuration
: 722 | 24.5829 25.1624 0.0201627 0.00183038 43638.7 0
: 723 | 24.2887 25.2591 0.0201017 0.00176067 43617.9 1
: 724 Minimum Test error found - save the configuration
: 724 | 23.8953 24.8285 0.0201915 0.00186152 43644.3 0
: 725 | 23.7821 25.0962 0.0200911 0.00175851 43638.2 1
: 726 | 23.7859 24.9234 0.0201367 0.00176507 43545.4 2
: 727 Minimum Test error found - save the configuration
: 727 | 23.085 24.303 0.0201541 0.00182127 43637.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 22.8771 24.1787 0.0201991 0.00181634 43519 0
: 729 | 22.6853 24.2341 0.0200893 0.00175995 43646 1
: 730 Minimum Test error found - save the configuration
: 730 | 22.5714 24.1778 0.020159 0.00182749 43640.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 22.2644 23.8073 0.0201448 0.00182185 43661 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.7372 23.4106 0.0201693 0.00182901 43619.8 0
: 733 | 21.4096 23.6684 0.020103 0.00176739 43630.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 21.2392 23.2767 0.0201585 0.00183878 43668.8 0
: 735 | 20.8841 23.5482 0.0201056 0.00176027 43607.7 1
: 736 Minimum Test error found - save the configuration
: 736 | 20.9455 22.5961 0.0201646 0.00182952 43632.2 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.5071 22.438 0.0202255 0.00182074 43466.9 0
: 738 | 20.2254 22.483 0.0201064 0.00178019 43653.2 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.1301 22.2379 0.0201496 0.00181701 43638.2 0
: 740 | 20.0032 22.7021 0.0200995 0.00176103 43624.1 1
: 741 Minimum Test error found - save the configuration
: 741 | 19.5485 22.0891 0.0201537 0.00181029 43612.4 0
: 742 | 19.8076 22.3696 0.0200862 0.00175389 43638.9 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.4431 21.6639 0.020155 0.00181473 43619.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 18.9187 21.5496 0.0201302 0.00181327 43675.4 0
: 745 Minimum Test error found - save the configuration
: 745 | 18.8731 21.5136 0.0202146 0.0018371 43531.6 0
: 746 Minimum Test error found - save the configuration
: 746 | 18.7559 21.4072 0.0201574 0.00181428 43613 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.3954 20.9596 0.020145 0.00180711 43625.6 0
: 748 Minimum Test error found - save the configuration
: 748 | 18.012 20.9096 0.0201685 0.00181531 43589.2 0
: 749 | 18.2814 21.2632 0.0201363 0.00176569 43547.9 1
: 750 | 18.2806 21.2851 0.0200954 0.00175988 43631.2 2
: 751 | 18.1771 20.9759 0.0201124 0.00175926 43589.2 3
: 752 Minimum Test error found - save the configuration
: 752 | 17.3834 20.6774 0.020154 0.00182378 43643.8 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.1229 19.9262 0.0201452 0.00182107 43658.2 0
: 754 | 16.9232 19.9451 0.0200914 0.00176098 43643.4 1
: 755 Minimum Test error found - save the configuration
: 755 | 16.6077 19.5747 0.0201456 0.00181458 43641.8 0
: 756 | 16.4398 19.6414 0.0200869 0.00176549 43664.8 1
: 757 Minimum Test error found - save the configuration
: 757 | 16.5831 19.326 0.0201598 0.00182476 43632.4 0
: 758 | 16.4462 19.5744 0.0201304 0.00176951 43570.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 15.9233 19.3078 0.0201456 0.00182162 43658.7 0
: 760 Minimum Test error found - save the configuration
: 760 | 15.7213 18.8317 0.0201461 0.00182491 43665.3 0
: 761 | 15.5731 19.103 0.0201345 0.00176047 43539.7 1
: 762 | 15.2944 18.8456 0.0201076 0.00176633 43617.6 2
: 763 Minimum Test error found - save the configuration
: 763 | 15.3397 18.7755 0.0201699 0.00182293 43604.1 0
: 764 Minimum Test error found - save the configuration
: 764 | 14.9876 18.4574 0.0201484 0.00181801 43643.3 0
: 765 | 14.8898 18.6975 0.0201016 0.00176108 43619.2 1
: 766 Minimum Test error found - save the configuration
: 766 | 14.7294 18.3179 0.020274 0.00181997 43351 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.7511 18.0663 0.020191 0.00181111 43525.8 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.4442 18.0653 0.0201713 0.0018176 43587.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.231 17.7373 0.020202 0.00183901 43566 0
: 770 | 14.1921 17.7652 0.0201579 0.00176253 43489.3 1
: 771 Minimum Test error found - save the configuration
: 771 | 14.1388 17.5719 0.0202446 0.00181933 43418.6 0
: 772 | 13.9531 17.6212 0.020166 0.00175865 43461 1
: 773 Minimum Test error found - save the configuration
: 773 | 13.8612 17.4683 0.0202054 0.00181552 43502.2 0
: 774 | 13.6672 17.9271 0.0201291 0.00176281 43558.1 1
: 775 Minimum Test error found - save the configuration
: 775 | 13.6479 16.9187 0.0201855 0.00182645 43575.2 0
: 776 | 13.3038 17.61 0.0200916 0.00176477 43651.9 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.1726 16.5806 0.0201486 0.00182034 43648.5 0
: 778 | 13.0966 16.7577 0.0200921 0.00176006 43639.5 1
: 779 | 12.8157 16.7085 0.0201002 0.00176755 43638 2
: 780 Minimum Test error found - save the configuration
: 780 | 12.77 16.5024 0.0202158 0.00183353 43520.2 0
: 781 | 12.599 16.5429 0.0201 0.00176798 43639.6 1
: 782 Minimum Test error found - save the configuration
: 782 | 12.3686 16.3048 0.0201957 0.00183719 43576.5 0
: 783 Minimum Test error found - save the configuration
: 783 | 12.4115 16.0901 0.0201457 0.00182187 43658.9 0
: 784 Minimum Test error found - save the configuration
: 784 | 12.5536 15.8879 0.0201622 0.0018137 43600.2 0
: 785 | 12.0249 16.0387 0.020213 0.00177168 43380.8 1
: 786 Minimum Test error found - save the configuration
: 786 | 11.8929 15.7849 0.0202407 0.00182471 43440.5 0
: 787 Minimum Test error found - save the configuration
: 787 | 11.6766 15.72 0.0202076 0.00182525 43519.9 0
: 788 | 11.6556 15.802 0.0200942 0.0017618 43638.5 1
: 789 Minimum Test error found - save the configuration
: 789 | 11.5744 15.4538 0.020164 0.00180916 43585.1 0
: 790 | 11.4049 15.9692 0.020107 0.00176061 43605.2 1
: 791 Minimum Test error found - save the configuration
: 791 | 11.3615 15.2227 0.0201502 0.00181475 43631.3 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.2596 15.1473 0.0201427 0.00181371 43646.8 0
: 793 Minimum Test error found - save the configuration
: 793 | 11.1222 14.8717 0.0201494 0.00181349 43630.3 0
: 794 | 11.1557 15.4582 0.0201008 0.00176098 43621 1
: 795 | 11.4171 15.2086 0.0201542 0.00175668 43484.1 2
: 796 | 10.8529 15.4945 0.020091 0.00175256 43624.2 3
: 797 Minimum Test error found - save the configuration
: 797 | 10.6411 14.7357 0.0202777 0.00182509 43354.3 0
: 798 | 10.6933 14.9961 0.0201252 0.00176134 43563.9 1
: 799 | 10.6886 15.2755 0.020151 0.00176628 43514.3 2
: 800 Minimum Test error found - save the configuration
: 800 | 10.5066 14.3699 0.0201439 0.00182218 43664 0
: 801 | 10.2651 15.2374 0.0201123 0.00176153 43595 1
: 802 Minimum Test error found - save the configuration
: 802 | 10.3186 13.9461 0.0201648 0.00181791 43604.2 0
: 803 | 9.83027 14.0499 0.0201158 0.00176806 43602 1
: 804 Minimum Test error found - save the configuration
: 804 | 9.88489 13.8528 0.0201463 0.00182319 43660.8 0
: 805 Minimum Test error found - save the configuration
: 805 | 9.8058 13.6006 0.0202374 0.00184013 43484.8 0
: 806 | 9.63356 13.6839 0.0201175 0.00177568 43616.3 1
: 807 | 9.56901 13.7756 0.0200942 0.0017652 43646.8 2
: 808 Minimum Test error found - save the configuration
: 808 | 9.49953 13.3202 0.0202329 0.00183346 43479.7 0
: 809 | 9.26705 13.5655 0.0201065 0.00176682 43621.1 1
: 810 | 9.28913 13.678 0.0200873 0.00176007 43650.9 2
: 811 | 9.31275 13.5047 0.0200971 0.0017633 43635.3 3
: 812 | 9.22398 13.4232 0.020201 0.00176294 43388.6 4
: 813 | 9.14125 13.3238 0.0200843 0.00176068 43659.6 5
: 814 Minimum Test error found - save the configuration
: 814 | 9.0436 13.2421 0.0201776 0.0018195 43577.6 0
: 815 Minimum Test error found - save the configuration
: 815 | 8.98949 12.7345 0.0201628 0.00181599 43604.3 0
: 816 | 8.99712 12.9791 0.020103 0.0017614 43616.8 1
: 817 Minimum Test error found - save the configuration
: 817 | 8.98993 12.599 0.0205938 0.00184549 42670.5 0
: 818 | 8.92487 12.9252 0.020105 0.0017526 43591.1 1
: 819 | 8.62858 12.8301 0.0200973 0.00175396 43612.5 2
: 820 Minimum Test error found - save the configuration
: 820 | 8.51224 12.4881 0.0201581 0.00181498 43613.1 0
: 821 Minimum Test error found - save the configuration
: 821 | 8.29403 12.3748 0.0201482 0.00181435 43635 0
: 822 Minimum Test error found - save the configuration
: 822 | 8.54102 12.229 0.0203352 0.00187061 43326.2 0
: 823 | 8.42935 12.2783 0.0201203 0.00176113 43574.9 1
: 824 | 8.37082 12.3625 0.0201235 0.00178145 43615.6 2
: 825 Minimum Test error found - save the configuration
: 825 | 8.07701 11.8695 0.0201714 0.00182686 43609.8 0
: 826 | 7.9511 11.8733 0.0201039 0.00176793 43630 1
: 827 | 7.86841 12.0562 0.0201037 0.00176764 43629.8 2
: 828 | 7.76904 11.9151 0.0201047 0.00176879 43630.3 3
: 829 Minimum Test error found - save the configuration
: 829 | 7.79827 11.6627 0.0201605 0.00182914 43641.1 0
: 830 | 7.76963 12.4029 0.0201481 0.00176182 43510.6 1
: 831 | 8.05552 12.791 0.0201038 0.00176206 43616.3 2
: 832 | 8.01506 13.1449 0.0201393 0.00176641 43542.5 3
: 833 Minimum Test error found - save the configuration
: 833 | 7.73985 11.3724 0.0201686 0.00182457 43610.9 0
: 834 | 7.75331 11.4177 0.020106 0.00176093 43608.5 1
: 835 | 7.71274 11.4737 0.020125 0.00176055 43562.4 2
: 836 Minimum Test error found - save the configuration
: 836 | 7.66009 11.0693 0.0202457 0.00184011 43465.1 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.38059 10.9975 0.0202016 0.00182693 43538.3 0
: 838 Minimum Test error found - save the configuration
: 838 | 7.10264 10.9555 0.0201664 0.00181597 43595.7 0
: 839 | 7.07793 11.4926 0.0201021 0.00176096 43617.7 1
: 840 | 7.17426 11.379 0.0200886 0.00176118 43650.4 2
: 841 | 7.20587 11.2236 0.0200876 0.00175871 43647.1 3
: 842 Minimum Test error found - save the configuration
: 842 | 6.88941 10.6803 0.0201525 0.00181572 43628.2 0
: 843 Minimum Test error found - save the configuration
: 843 | 6.95531 10.6316 0.0201425 0.00180987 43638.1 0
: 844 | 6.88092 10.9077 0.0200915 0.00175858 43637.4 1
: 845 Minimum Test error found - save the configuration
: 845 | 7.19965 10.6072 0.0202078 0.00181812 43502.6 0
: 846 Minimum Test error found - save the configuration
: 846 | 7.03873 10.4866 0.0202726 0.00182281 43360.8 0
: 847 Minimum Test error found - save the configuration
: 847 | 6.84461 10.2377 0.0201499 0.00182201 43649.3 0
: 848 | 6.99 10.2666 0.0201033 0.00176881 43633.5 1
: 849 | 6.6455 10.2706 0.0201491 0.00176028 43504.7 2
: 850 Minimum Test error found - save the configuration
: 850 | 6.57961 10.128 0.020169 0.00182188 43603.7 0
: 851 Minimum Test error found - save the configuration
: 851 | 6.52373 10.1271 0.0201647 0.00182171 43613.5 0
: 852 | 6.57143 10.1399 0.0201081 0.00176804 43620.3 1
: 853 Minimum Test error found - save the configuration
: 853 | 6.44801 9.95642 0.0201849 0.00182687 43577.7 0
: 854 | 6.40387 10.003 0.0200999 0.00176768 43638.9 1
: 855 | 6.44517 10.0154 0.0200937 0.00176042 43636.6 2
: 856 Minimum Test error found - save the configuration
: 856 | 6.34304 9.71806 0.0201439 0.00181672 43651.1 0
: 857 | 6.12948 9.95364 0.0201103 0.00176628 43611 1
: 858 Minimum Test error found - save the configuration
: 858 | 6.29675 9.5354 0.0201481 0.00181998 43648.7 0
: 859 | 6.22984 9.70353 0.020114 0.00176124 43590.1 1
: 860 | 6.42333 10.0457 0.0201091 0.00176118 43601.6 2
: 861 Minimum Test error found - save the configuration
: 861 | 6.1187 9.42816 0.020172 0.00183201 43620.6 0
: 862 | 6.12493 9.96391 0.0201026 0.00175485 43602 1
: 863 Minimum Test error found - save the configuration
: 863 | 6.09565 9.37837 0.0201479 0.00181282 43632.3 0
: 864 | 5.8973 9.52722 0.0201062 0.0017607 43607.3 1
: 865 Minimum Test error found - save the configuration
: 865 | 5.94288 9.10994 0.0201591 0.00181713 43615.9 0
: 866 Minimum Test error found - save the configuration
: 866 | 5.89761 9.1074 0.0201411 0.00181309 43649 0
: 867 Minimum Test error found - save the configuration
: 867 | 5.92657 8.98494 0.0201655 0.00181403 43593.2 0
: 868 | 6.35642 9.61843 0.0201415 0.00177545 43558.6 1
: 869 | 6.32579 9.38016 0.0201036 0.00175442 43598.6 2
: 870 | 5.82261 9.03568 0.0201118 0.00175778 43587.2 3
: 871 Minimum Test error found - save the configuration
: 871 | 5.92629 8.63701 0.020208 0.00183168 43534.2 0
: 872 | 5.75757 9.07492 0.0201065 0.00175987 43604.7 1
: 873 | 5.7153 8.74891 0.0201455 0.00176654 43528.1 2
: 874 | 5.65458 8.64013 0.0201103 0.00176766 43614.3 3
: 875 Minimum Test error found - save the configuration
: 875 | 5.57301 8.58535 0.0201608 0.00182786 43637.2 0
: 876 | 5.62602 9.07682 0.0201099 0.00176146 43600.5 1
: 877 Minimum Test error found - save the configuration
: 877 | 5.71326 8.47713 0.0201652 0.00182909 43629.6 0
: 878 | 5.67819 8.88528 0.0200928 0.00176731 43655.2 1
: 879 | 5.81115 8.6676 0.0200935 0.00176917 43657.8 2
: 880 | 5.84731 9.42827 0.0200997 0.0017673 43638.6 3
: 881 Minimum Test error found - save the configuration
: 881 | 5.77983 8.46864 0.0201654 0.00182782 43626.2 0
: 882 Minimum Test error found - save the configuration
: 882 | 5.44706 8.03387 0.0201476 0.00182766 43668.2 0
: 883 | 5.28011 8.19543 0.0200914 0.00176068 43642.5 1
: 884 | 5.58733 8.85549 0.0201328 0.00176217 43547.8 2
: 885 | 5.66677 8.71329 0.0201044 0.00176712 43627.1 3
: 886 Minimum Test error found - save the configuration
: 886 | 5.38297 8.0148 0.0201766 0.00181867 43577.8 0
: 887 | 5.13935 8.02871 0.0201014 0.00176165 43621 1
: 888 | 5.35111 8.15418 0.0200992 0.00175947 43621 2
: 889 Minimum Test error found - save the configuration
: 889 | 5.25157 7.85546 0.0201651 0.00181979 43607.8 0
: 890 Minimum Test error found - save the configuration
: 890 | 5.04768 7.81918 0.0201517 0.00180924 43614.7 0
: 891 Minimum Test error found - save the configuration
: 891 | 5.08993 7.81331 0.0201525 0.00181571 43628 0
: 892 | 5.04896 8.01309 0.0201176 0.00176202 43583.5 1
: 893 Minimum Test error found - save the configuration
: 893 | 5.10875 7.61562 0.0201613 0.00181447 43604.3 0
: 894 Minimum Test error found - save the configuration
: 894 | 4.84419 7.40434 0.0201605 0.00181504 43607.4 0
: 895 Minimum Test error found - save the configuration
: 895 | 4.76335 7.36426 0.0201688 0.00182209 43604.5 0
: 896 | 4.89373 7.90364 0.0201176 0.00175588 43568.9 1
: 897 | 5.27323 7.81312 0.0201064 0.00175518 43593.9 2
: 898 | 5.2512 7.60383 0.0201036 0.00176164 43615.8 3
: 899 Minimum Test error found - save the configuration
: 899 | 4.93121 7.23036 0.0201528 0.00181714 43630.9 0
: 900 | 5.33649 7.23894 0.020101 0.00176043 43619.2 1
: 901 Minimum Test error found - save the configuration
: 901 | 5.17239 7.14773 0.0201705 0.00182641 43610.8 0
: 902 | 4.75274 7.17328 0.0201027 0.00176645 43629.4 1
: 903 | 4.72364 7.74481 0.0200831 0.0017653 43673.4 2
: 904 Minimum Test error found - save the configuration
: 904 | 4.73238 6.82531 0.0202111 0.00183825 43542.4 0
: 905 | 4.75776 7.31896 0.0201486 0.00177098 43531.2 1
: 906 | 4.88133 6.99343 0.020112 0.00177063 43617.2 2
: 907 | 4.80779 6.9258 0.0201112 0.00178022 43641.9 3
: 908 | 4.87064 6.93753 0.0201014 0.00176707 43634 4
: 909 | 4.64098 7.32681 0.0201694 0.00177299 43486.8 5
: 910 Minimum Test error found - save the configuration
: 910 | 4.54907 6.73418 0.0201579 0.00183098 43651.5 0
: 911 Minimum Test error found - save the configuration
: 911 | 4.50803 6.53443 0.0201393 0.00181432 43656.3 0
: 912 | 4.52473 6.58064 0.0201032 0.00176845 43632.9 1
: 913 | 4.26127 6.73595 0.0200976 0.00176732 43643.5 2
: 914 | 4.4617 6.55308 0.0201034 0.00175876 43609.5 3
: 915 | 4.4032 6.75993 0.0201022 0.00176215 43620.3 4
: 916 | 4.70179 6.61995 0.0200828 0.00176072 43663.1 5
: 917 | 4.50818 6.83657 0.0201042 0.00176014 43611 6
: 918 | 4.3342 6.56806 0.0200957 0.00175445 43617.5 7
: 919 | 4.3499 6.66256 0.0201246 0.00175445 43549 8
: 920 | 4.42706 6.69294 0.0201943 0.00183788 43581.4 9
: 921 | 4.52533 6.89579 0.0201396 0.00176008 43526.8 10
: 922 Minimum Test error found - save the configuration
: 922 | 4.20934 6.14701 0.0202115 0.00183244 43527.8 0
: 923 | 4.1497 6.20792 0.0201593 0.00176306 43487.1 1
: 924 | 4.21026 6.26578 0.0201318 0.00175511 43533.5 2
: 925 Minimum Test error found - save the configuration
: 925 | 4.33727 6.08478 0.0201713 0.00182693 43610.1 0
: 926 | 4.11489 6.47927 0.020141 0.00176336 43531.2 1
: 927 Minimum Test error found - save the configuration
: 927 | 4.13882 5.95567 0.0201633 0.00182092 43614.7 0
: 928 Minimum Test error found - save the configuration
: 928 | 4.06988 5.86021 0.0201688 0.00182302 43606.7 0
: 929 | 4.1627 6.23836 0.0200949 0.00176682 43649 1
: 930 | 4.25241 6.34442 0.0201037 0.00176673 43627.8 2
: 931 | 4.3822 6.1289 0.0201252 0.00176476 43571.9 3
: 932 | 4.6489 5.90731 0.0201164 0.00176886 43602.5 4
: 933 Minimum Test error found - save the configuration
: 933 | 4.28851 5.667 0.0201756 0.00182996 43607.2 0
: 934 | 4.11662 6.01268 0.0201176 0.00177187 43606.8 1
: 935 | 4.1674 5.85046 0.0201292 0.00176914 43572.9 2
: 936 | 4.10771 5.94967 0.0201072 0.00176816 43622.7 3
: 937 | 4.16375 6.09886 0.0200908 0.00176675 43658.6 4
: 938 | 3.94794 5.88658 0.0201187 0.00176263 43582.4 5
: 939 Minimum Test error found - save the configuration
: 939 | 3.8595 5.52906 0.0201839 0.00183662 43603.3 0
: 940 | 3.94012 6.04789 0.0201037 0.00176815 43631 1
: 941 Minimum Test error found - save the configuration
: 941 | 3.86538 5.35252 0.0201663 0.00182167 43609.4 0
: 942 | 3.90883 5.65543 0.0201076 0.00176101 43604.9 1
: 943 | 4.06692 5.51732 0.0200916 0.00176115 43643.3 2
: 944 | 3.84282 5.74372 0.0201002 0.00176111 43622.5 3
: 945 Minimum Test error found - save the configuration
: 945 | 3.90571 5.30532 0.0201664 0.0018141 43591.3 0
: 946 | 3.81572 5.31148 0.0201099 0.00175618 43588 1
: 947 | 3.9591 5.45789 0.020117 0.0017637 43589 2
: 948 | 3.84356 5.39186 0.0201001 0.00176146 43623.7 3
: 949 | 3.75036 5.38765 0.0201004 0.00176134 43622.7 4
: 950 | 4.03909 5.53039 0.020097 0.00176133 43630.9 5
: 951 | 4.01768 5.54809 0.0201016 0.00176217 43621.9 6
: 952 | 3.91227 5.93827 0.0200942 0.00176195 43638.9 7
: 953 Minimum Test error found - save the configuration
: 953 | 4.09737 5.25934 0.0201588 0.00181473 43610.9 0
: 954 | 3.71165 5.28897 0.0206138 0.00182203 42571.9 1
: 955 | 3.70202 5.27653 0.0203802 0.00180921 43078 2
: 956 | 3.86409 5.44165 0.0205482 0.00181177 42697.6 3
: 957 | 3.81282 5.31684 0.0210204 0.00186278 41758.9 4
: 958 Minimum Test error found - save the configuration
: 958 | 3.62099 4.96788 0.0211528 0.00191602 41587.1 0
: 959 | 3.90409 5.09303 0.0211568 0.00189093 41524.2 1
: 960 | 3.70122 5.53088 0.0208952 0.00180931 41915.8 2
: 961 | 3.68428 5.22915 0.0202155 0.00176189 43351.9 3
: 962 Minimum Test error found - save the configuration
: 962 | 3.78199 4.8858 0.0205547 0.00191752 42924.9 0
: 963 | 3.71446 5.47992 0.021118 0.00182139 41458 1
: 964 | 3.63769 5.41027 0.0209513 0.00187039 41926.8 2
: 965 | 3.73154 5.25349 0.0211205 0.00184412 41501.6 3
: 966 | 3.5889 4.99231 0.0211632 0.00183483 41389.9 4
: 967 | 3.38367 4.91869 0.0205046 0.00179445 42757.6 5
: 968 | 3.69812 5.21454 0.0201776 0.00175953 43435.6 6
: 969 Minimum Test error found - save the configuration
: 969 | 3.82202 4.85631 0.0201608 0.00181603 43609.2 0
: 970 | 3.88944 4.86223 0.0201239 0.00176114 43566.5 1
: 971 | 3.50907 4.98338 0.0200993 0.00176015 43622.6 2
: 972 Minimum Test error found - save the configuration
: 972 | 3.51202 4.69582 0.0201573 0.00181872 43623.9 0
: 973 Minimum Test error found - save the configuration
: 973 | 3.50656 4.65364 0.0201635 0.00182582 43626.1 0
: 974 | 3.41221 4.65824 0.0201093 0.00176784 43617.1 1
: 975 Minimum Test error found - save the configuration
: 975 | 3.34298 4.56445 0.0201501 0.00182088 43646 0
: 976 | 3.37609 4.7991 0.020098 0.00176029 43625.9 1
: 977 | 3.34262 4.61708 0.0201499 0.00179547 43586.2 2
: 978 Minimum Test error found - save the configuration
: 978 | 3.319 4.42569 0.0201821 0.00183492 43603.4 0
: 979 | 3.64248 4.70221 0.0201191 0.00176939 43597.4 1
: 980 | 3.56543 4.836 0.0201118 0.00177191 43620.8 2
: 981 | 3.34175 4.4737 0.0201083 0.00176933 43622.8 3
: 982 | 3.40783 4.79268 0.0201493 0.00176107 43506.1 4
: 983 Minimum Test error found - save the configuration
: 983 | 3.24038 4.2393 0.0201593 0.00182258 43628.3 0
: 984 | 3.3875 4.89336 0.0201127 0.00176758 43608.4 1
: 985 | 3.61817 4.86565 0.0204742 0.00176442 42758.4 2
: 986 | 3.59326 5.0597 0.0201297 0.00175563 43539.6 3
: 987 | 3.34559 4.26177 0.0201151 0.00175459 43571.8 4
: 988 | 3.24646 4.39915 0.0201155 0.00176165 43587.6 5
: 989 | 3.29167 4.34247 0.0201009 0.00176148 43621.8 6
: 990 | 3.2406 4.70209 0.0201503 0.0017603 43502 7
: 991 | 3.22943 4.35289 0.0201085 0.00176087 43602.4 8
: 992 | 3.30277 4.28355 0.0201031 0.00176362 43621.8 9
: 993 | 3.14141 4.70997 0.0201101 0.00176249 43602.5 10
: 994 | 3.23291 4.56267 0.0201071 0.0017547 43591 11
: 995 Minimum Test error found - save the configuration
: 995 | 3.33713 3.92938 0.0202955 0.00184093 43349.7 0
: 996 Minimum Test error found - save the configuration
: 996 | 3.29143 3.90077 0.0201845 0.00182938 43584.5 0
: 997 | 3.23021 4.16514 0.0201409 0.00177744 43564.8 1
: 998 | 3.54991 5.13552 0.0202798 0.00176903 43218.1 2
: 999 | 3.5182 4.05557 0.020154 0.0017746 43526.9 3
: 1000 | 3.3519 4.1101 0.0201227 0.0017731 43597.6 4
: 1001 | 3.15699 4.33547 0.0201093 0.0017706 43623.5 5
: 1002 | 3.61179 4.64354 0.0200973 0.00176864 43647.5 6
: 1003 | 3.5916 4.92751 0.020105 0.00176951 43631.1 7
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.60988 3.68929 0.0201694 0.00183446 43632.6 0
: 1005 | 3.20814 4.22431 0.0201072 0.00176305 43610.6 1
: 1006 | 3.18473 4.21646 0.0201079 0.00176079 43603.6 2
: 1007 | 3.19316 4.12633 0.020123 0.00176995 43589.5 3
: 1008 | 3.1562 3.74796 0.0201057 0.00176912 43628.5 4
: 1009 | 3.2154 3.83773 0.0201021 0.00176028 43616.2 5
: 1010 | 3.24922 4.26327 0.0201052 0.00176152 43611.7 6
: 1011 | 3.30714 4.46765 0.0201077 0.0017631 43609.6 7
: 1012 | 3.16707 3.77792 0.0201087 0.00176214 43604.9 8
: 1013 | 3.05574 3.83549 0.0200975 0.00175526 43615.1 9
: 1014 Minimum Test error found - save the configuration
: 1014 | 3.09243 3.67326 0.0201604 0.00181829 43615.6 0
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.10066 3.50684 0.0201585 0.00181799 43619.2 0
: 1016 Minimum Test error found - save the configuration
: 1016 | 3.11603 3.47073 0.020149 0.00181363 43631.6 0
: 1017 | 3.15663 3.66639 0.020099 0.00176016 43623.2 1
: 1018 | 3.07574 3.78877 0.0201003 0.00176541 43632.7 2
: 1019 | 2.96215 3.91097 0.0201111 0.00176358 43602.7 3
: 1020 | 2.89327 3.52453 0.0200915 0.00175498 43628.8 4
: 1021 | 2.9345 4.04262 0.0201035 0.00175366 43597.2 5
: 1022 | 3.07315 3.65357 0.0201416 0.0017724 43551 6
: 1023 | 3.10185 3.58321 0.0201532 0.00176119 43497.2 7
: 1024 Minimum Test error found - save the configuration
: 1024 | 2.8306 3.44853 0.0201719 0.00182327 43599.9 0
: 1025 | 3.04374 3.72907 0.0201327 0.00177981 43589.8 1
: 1026 | 2.92737 4.07324 0.0201097 0.00176963 43620.2 2
: 1027 Minimum Test error found - save the configuration
: 1027 | 2.83664 3.31565 0.0201695 0.00182297 43605.1 0
: 1028 | 2.96858 3.42501 0.020104 0.00176375 43620 1
: 1029 | 3.24221 3.77592 0.020117 0.00176902 43601.5 2
: 1030 | 3.25639 3.79636 0.0201015 0.00177036 43641.6 3
: 1031 | 3.11518 3.35488 0.0201056 0.0017683 43626.9 4
: 1032 | 2.97554 3.58755 0.0201229 0.00179306 43644.8 5
: 1033 | 3.02325 3.62887 0.0200979 0.00176957 43648.3 6
: 1034 | 2.86215 3.57169 0.0200998 0.00176844 43641 7
: 1035 | 2.90346 3.80079 0.0201059 0.00176078 43608.3 8
: 1036 | 2.81921 3.32542 0.0201082 0.00176121 43603.9 9
: 1037 Minimum Test error found - save the configuration
: 1037 | 2.94896 3.30867 0.0201784 0.00183191 43605 0
: 1038 | 2.88943 3.67942 0.0201046 0.00176165 43613.6 1
: 1039 Minimum Test error found - save the configuration
: 1039 | 2.8882 3.23412 0.0201541 0.00181938 43633.1 0
: 1040 | 2.7668 3.2382 0.0200974 0.00176248 43632.6 1
: 1041 Minimum Test error found - save the configuration
: 1041 | 2.76618 3.22742 0.0201712 0.00181887 43591.1 0
: 1042 Minimum Test error found - save the configuration
: 1042 | 2.82276 3.20133 0.0201674 0.00181034 43580 0
: 1043 Minimum Test error found - save the configuration
: 1043 | 2.82094 3.03331 0.0201773 0.00182365 43588.1 0
: 1044 | 3.61016 3.44634 0.0201065 0.00176331 43612.8 1
: 1045 | 2.96625 3.17154 0.0200931 0.00176075 43638.8 2
: 1046 | 2.97732 3.13391 0.0201001 0.00175955 43619.1 3
: 1047 | 2.76998 3.09219 0.0201035 0.00176246 43618 4
: 1048 | 2.73933 3.40922 0.0201086 0.00176181 43604.4 5
: 1049 | 3.28017 4.73966 0.0201392 0.00175875 43524.4 6
: 1050 Minimum Test error found - save the configuration
: 1050 | 3.03593 2.82851 0.0201796 0.00183035 43598.6 0
: 1051 | 2.93464 3.17431 0.0201465 0.00176506 43522.1 1
: 1052 | 2.8171 3.60584 0.0201581 0.00176288 43489.5 2
: 1053 | 2.72469 3.27883 0.0201258 0.00176861 43579.6 3
: 1054 | 2.79942 2.94108 0.0201058 0.00176806 43625.9 4
: 1055 | 2.75024 3.13004 0.0201105 0.00176713 43612.4 5
: 1056 | 2.65984 2.93609 0.0201062 0.00176019 43606.1 6
: 1057 | 2.73805 3.37642 0.0201334 0.00177012 43565.3 7
: 1058 Minimum Test error found - save the configuration
: 1058 | 2.71385 2.80061 0.0202365 0.00183623 43477.6 0
: 1059 | 2.6898 2.87074 0.0201116 0.00176948 43615.5 1
: 1060 | 2.60629 3.06139 0.0201137 0.00176827 43607.6 2
: 1061 | 2.8889 3.61779 0.0201023 0.0017665 43630.6 3
: 1062 | 2.91736 2.82431 0.0200934 0.0017697 43659.3 4
: 1063 | 2.79053 2.9391 0.0201106 0.00176132 43598.4 5
: 1064 | 2.69771 3.16298 0.02009 0.00176188 43648.7 6
: 1065 | 2.8468 3.80355 0.0201148 0.0017683 43605.1 7
: 1066 | 2.87361 3.36941 0.0201043 0.00176277 43616.9 8
: 1067 Minimum Test error found - save the configuration
: 1067 | 2.69082 2.78631 0.0201612 0.0018198 43617.2 0
: 1068 | 2.60114 3.28095 0.0201059 0.00176012 43606.7 1
: 1069 | 2.62927 3.53912 0.0202423 0.00175481 43272.5 2
: 1070 | 3.04936 3.05745 0.0201003 0.00175513 43608.2 3
: 1071 | 2.56555 3.02033 0.0202107 0.00176258 43364.8 4
: 1072 | 2.65409 2.88371 0.0201176 0.00177663 43618.3 5
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.45162 2.72742 0.0201818 0.00182486 43580.2 0
: 1074 | 2.64381 3.35301 0.0201066 0.00176169 43608.8 1
: 1075 | 2.98916 3.54553 0.0201014 0.00176133 43620.2 2
: 1076 Minimum Test error found - save the configuration
: 1076 | 2.76616 2.48518 0.0202082 0.00181251 43488.4 0
: 1077 | 2.63833 2.84184 0.0201207 0.00175977 43570.8 1
: 1078 | 2.73833 2.72061 0.0201049 0.00176083 43610.8 2
: 1079 | 2.58046 2.81602 0.0201041 0.00176268 43617.2 3
: 1080 | 2.65714 3.79917 0.0201116 0.00176076 43594.7 4
: 1081 | 2.98304 2.87018 0.0201033 0.00176779 43631.2 5
: 1082 | 2.50363 2.50505 0.0200903 0.00176607 43658 6
: 1083 | 2.68591 2.66372 0.0201306 0.00176295 43554.7 7
: 1084 | 2.56925 2.7198 0.0201346 0.00176225 43543.7 8
: 1085 | 2.74684 2.67453 0.020121 0.00176898 43592 9
: 1086 | 2.61411 2.63506 0.0201016 0.00177152 43644.2 10
: 1087 | 2.45895 3.1758 0.0201067 0.00176782 43623.2 11
: 1088 | 2.54141 2.50247 0.0201041 0.00177101 43637.1 12
: 1089 | 2.5262 2.62439 0.0201022 0.00176827 43634.9 13
: 1090 | 2.5513 2.6688 0.0201076 0.00177011 43626.6 14
: 1091 Minimum Test error found - save the configuration
: 1091 | 2.39778 2.37716 0.0201689 0.00182318 43606.9 0
: 1092 | 2.48014 2.51897 0.0201143 0.00176209 43591.6 1
: 1093 | 2.59698 2.64372 0.020113 0.00176772 43608 2
: 1094 | 2.54248 2.50866 0.0201153 0.00176938 43606.3 3
: 1095 | 2.60173 2.43645 0.0201033 0.0017614 43615.9 4
: 1096 | 2.67839 2.73294 0.020102 0.00176176 43620 5
: 1097 | 2.52423 2.43824 0.0201034 0.00176193 43617 6
: 1098 Minimum Test error found - save the configuration
: 1098 | 2.49788 2.34208 0.0201609 0.00181998 43618.2 0
: 1099 | 2.57096 2.63124 0.0200973 0.00175581 43616.9 1
: 1100 | 2.58907 2.53935 0.0200984 0.00175476 43611.8 2
: 1101 | 2.50753 2.39565 0.0201222 0.00176296 43574.7 3
: 1102 | 2.53363 2.69435 0.0201098 0.00176382 43606.4 4
: 1103 Minimum Test error found - save the configuration
: 1103 | 2.53365 2.252 0.0201792 0.00182644 43590.2 0
: 1104 | 2.56423 2.45499 0.0201024 0.00176214 43620 1
: 1105 | 2.30812 2.30961 0.0201298 0.00176984 43573 2
: 1106 | 2.37068 2.83613 0.0200988 0.00175553 43612.8 3
: 1107 | 2.57393 2.35631 0.0201223 0.00175577 43557.4 4
: 1108 | 2.4689 2.37997 0.0201092 0.00176103 43601.1 5
: 1109 | 2.62202 2.28616 0.0201025 0.00176248 43620.4 6
: 1110 | 2.51391 2.46077 0.0201163 0.00176054 43583.1 7
: 1111 Minimum Test error found - save the configuration
: 1111 | 2.41181 2.21706 0.0201919 0.00184073 43593.9 0
: 1112 | 2.47446 2.50712 0.0201194 0.00177031 43598.9 1
: 1113 Minimum Test error found - save the configuration
: 1113 | 2.69068 2.09034 0.0201726 0.00182901 43611.9 0
: 1114 | 2.43705 2.38258 0.0201173 0.00176481 43590.7 1
: 1115 | 2.30931 2.48858 0.0201234 0.00177126 43591.6 2
: 1116 | 2.39473 2.37346 0.0201145 0.00177095 43612.1 3
: 1117 | 2.3447 2.33184 0.020134 0.00177385 43572.5 4
: 1118 | 2.41628 2.19609 0.0202005 0.00177355 43414.6 5
: 1119 | 2.46524 2.23491 0.0201176 0.00176655 43594.3 6
: 1120 | 2.36901 2.19449 0.020122 0.00176493 43579.9 7
: 1121 | 2.337 2.26758 0.0201265 0.0017743 43591.6 8
: 1122 | 2.31157 2.10132 0.0201418 0.00176847 43541.3 9
: 1123 | 2.30293 2.78999 0.0201094 0.00176305 43605.3 10
: 1124 | 2.49246 2.27901 0.0201205 0.00176168 43575.8 11
: 1125 | 2.24871 2.10189 0.0201513 0.00176312 43506.1 12
: 1126 | 2.28522 2.17314 0.0201573 0.00175705 43477.7 13
: 1127 | 2.24386 2.23887 0.0201156 0.00175635 43574.7 14
: 1128 | 2.3322 2.6663 0.020108 0.00176316 43608.9 15
: 1129 | 2.32349 2.30632 0.0201394 0.00176468 43538.1 16
: 1130 Minimum Test error found - save the configuration
: 1130 | 2.3601 2.05608 0.0201759 0.00182355 43591.2 0
: 1131 | 2.33695 2.94925 0.020103 0.00176067 43615 1
: 1132 | 2.52697 2.2439 0.0201096 0.00176269 43604.1 2
: 1133 | 2.43116 2.11619 0.0201219 0.00175631 43559.8 3
: 1134 | 2.36499 2.85187 0.0201356 0.00175715 43529.2 4
: 1135 Minimum Test error found - save the configuration
: 1135 | 2.35048 2.04299 0.0201738 0.00182629 43602.5 0
: 1136 Minimum Test error found - save the configuration
: 1136 | 2.28959 2.01155 0.0201605 0.00181692 43612.1 0
: 1137 | 2.51 3.04386 0.0201106 0.00176826 43614.9 1
: 1138 | 2.33052 2.34666 0.0201136 0.00176749 43606 2
: 1139 | 2.39831 2.20722 0.0201091 0.00176943 43621.4 3
: 1140 | 2.30406 2.23828 0.0201078 0.00176303 43609.2 4
: 1141 | 2.32014 2.04974 0.0201382 0.00177079 43555.5 5
: 1142 | 2.33704 2.32349 0.0201684 0.00177853 43502.1 6
: 1143 | 2.23347 2.10436 0.020147 0.00177673 43548.6 7
: 1144 | 2.12335 2.32328 0.0202196 0.00177188 43365.8 8
: 1145 | 2.18374 2.04041 0.0201372 0.00176982 43555.5 9
: 1146 | 2.21797 2.27666 0.0201483 0.00177028 43530.3 10
: 1147 | 2.42354 2.47554 0.0202902 0.00184027 43360.5 11
: 1148 | 2.25329 2.53483 0.0202242 0.00176785 43345.6 12
: 1149 | 2.20221 2.01503 0.0201635 0.00177984 43516.9 13
: 1150 | 2.62229 2.08564 0.020249 0.00176959 43291.4 14
: 1151 | 2.27897 2.02261 0.0201345 0.0017627 43545 15
: 1152 | 2.33581 2.22392 0.0201394 0.00176406 43536.6 16
: 1153 Minimum Test error found - save the configuration
: 1153 | 2.27157 1.98952 0.0201684 0.00182878 43621.3 0
: 1154 | 2.1074 2.20323 0.0204737 0.00176584 42762.8 1
: 1155 Minimum Test error found - save the configuration
: 1155 | 2.17675 1.94738 0.0201735 0.0018272 43605.5 0
: 1156 | 2.19545 2.26304 0.0201014 0.00176259 43623.4 1
: 1157 Minimum Test error found - save the configuration
: 1157 | 2.09167 1.92269 0.0201523 0.00182594 43653.1 0
: 1158 | 2.11154 2.46004 0.0200933 0.00176877 43657.4 1
: 1159 | 2.2964 1.96994 0.0201144 0.0017637 43595 2
: 1160 | 2.32416 2.16352 0.0201072 0.00176225 43608.8 3
: 1161 | 2.22731 2.15247 0.020106 0.00176909 43627.8 4
: 1162 Minimum Test error found - save the configuration
: 1162 | 2.40747 1.87025 0.0201638 0.00183109 43637.8 0
: 1163 | 2.304 2.15967 0.020112 0.0017679 43610.8 1
: 1164 | 2.14937 1.88694 0.0201101 0.00177004 43620.4 2
: 1165 | 2.15369 2.17339 0.0201026 0.00176798 43633.4 3
: 1166 Minimum Test error found - save the configuration
: 1166 | 2.122 1.80762 0.020159 0.00183244 43652.5 0
: 1167 | 2.02412 1.86503 0.0201262 0.00176442 43568.6 1
: 1168 | 2.05027 1.8569 0.0201152 0.00176893 43605.6 2
: 1169 | 2.11244 1.9842 0.020113 0.00176936 43611.8 3
: 1170 Minimum Test error found - save the configuration
: 1170 | 2.00657 1.75846 0.0201715 0.00182473 43604.5 0
: 1171 | 2.1068 1.84402 0.0201044 0.00176451 43620.8 1
: 1172 | 2.13983 2.28155 0.0201273 0.00176468 43566.8 2
: 1173 | 2.13733 1.82761 0.0201663 0.001759 43461 3
: 1174 | 2.10374 1.97252 0.020119 0.00175596 43565.8 4
: 1175 | 2.19659 2.00208 0.020108 0.00176317 43609 5
: 1176 | 2.18785 2.17126 0.0201127 0.00176322 43598 6
: 1177 Minimum Test error found - save the configuration
: 1177 | 1.92326 1.73797 0.0201548 0.00182342 43641 0
: 1178 | 1.98274 1.75835 0.0201074 0.00176261 43609.1 1
: 1179 | 1.97007 1.79743 0.0201155 0.00176511 43595.9 2
: 1180 | 1.98459 1.88301 0.0201126 0.00176139 43593.8 3
: 1181 | 2.00462 2.03088 0.0201061 0.001756 43596.4 4
: 1182 | 2.19178 2.3893 0.0201868 0.0017669 43431.4 5
: 1183 | 2.19809 2.28477 0.0201157 0.00176298 43590.3 6
: 1184 | 2.31209 2.47816 0.0201268 0.0017632 43564.4 7
: 1185 | 2.28951 1.81272 0.0201694 0.00176892 43477.1 8
: 1186 | 2.33002 2.12484 0.0201714 0.00177051 43476.2 9
: 1187 | 2.58061 2.46682 0.0201185 0.00176254 43582.5 10
: 1188 Minimum Test error found - save the configuration
: 1188 | 2.25661 1.72432 0.0201921 0.00184279 43598.3 0
: 1189 | 2.1049 1.88346 0.020115 0.00178255 43638.5 1
: 1190 | 2.19334 1.76962 0.0201383 0.00176993 43553 2
: 1191 | 2.23811 1.81707 0.020106 0.00176875 43627 3
: 1192 Minimum Test error found - save the configuration
: 1192 | 2.0215 1.71059 0.0201649 0.00182746 43626.5 0
: 1193 | 1.96445 1.89441 0.0201079 0.00177012 43625.8 1
: 1194 | 1.98559 1.72155 0.0201312 0.00178758 43611.9 2
: 1195 | 2.0154 1.78832 0.0201267 0.00176819 43576.5 3
: 1196 Minimum Test error found - save the configuration
: 1196 | 2.01695 1.64914 0.0201724 0.0018289 43612.2 0
: 1197 | 2.29375 1.84753 0.0201164 0.00176283 43588.2 1
: 1198 | 2.15184 1.95081 0.0200994 0.00176246 43627.9 2
: 1199 | 2.13164 1.89224 0.0201252 0.00177668 43600.2 3
: 1200 | 2.1539 2.3945 0.0201372 0.0017839 43588.8 4
: 1201 | 2.24751 1.6755 0.0201223 0.00175606 43558.2 5
: 1202 | 1.9486 1.7829 0.020111 0.00176136 43597.7 6
: 1203 | 2.19842 2.06548 0.0201581 0.00176381 43491.8 7
: 1204 Minimum Test error found - save the configuration
: 1204 | 2.05567 1.6114 0.0201641 0.00182707 43627.6 0
: 1205 | 1.84306 1.75275 0.0201138 0.00176395 43597.1 1
: 1206 Minimum Test error found - save the configuration
: 1206 | 1.91528 1.58854 0.0201587 0.00181955 43622.4 0
: 1207 | 1.9428 1.62573 0.0202075 0.00175727 43359.9 1
: 1208 | 2.12931 2.19503 0.0201181 0.00176207 43582.4 2
: 1209 | 1.96568 1.64352 0.020102 0.00176293 43622.8 3
: 1210 | 1.87499 1.6113 0.0201087 0.00176011 43600 4
: 1211 | 1.9249 1.80309 0.0201033 0.00176177 43616.9 5
: 1212 Minimum Test error found - save the configuration
: 1212 | 1.97972 1.57744 0.0201568 0.00182686 43644.4 0
: 1213 | 1.91431 1.77808 0.0201071 0.00176659 43619.2 1
: 1214 | 1.85594 1.71999 0.0200988 0.0017621 43628.3 2
: 1215 | 1.86905 1.69512 0.0200912 0.00176264 43647.8 3
: 1216 Minimum Test error found - save the configuration
: 1216 | 1.78529 1.45867 0.020166 0.00182658 43622 0
: 1217 | 1.81159 2.11581 0.0201066 0.00177021 43629.2 1
: 1218 | 1.97577 1.64356 0.0201927 0.00177134 43427.8 2
: 1219 | 1.98322 1.8655 0.0201053 0.00177013 43632 3
: 1220 | 1.8921 1.63318 0.0201188 0.0017704 43600.5 4
: 1221 | 1.96881 1.93547 0.0201173 0.0017638 43588.3 5
: 1222 | 2.11096 1.68647 0.0201081 0.00176326 43609.1 6
: 1223 | 2.06783 1.78473 0.0201134 0.00176735 43606.2 7
: 1224 | 1.85709 1.91061 0.0201018 0.00177123 43643.1 8
: 1225 | 1.87697 1.84805 0.020273 0.0017637 43221.6 9
: 1226 | 1.97585 1.86089 0.0201376 0.00176235 43536.7 10
: 1227 | 1.95638 1.69705 0.0201042 0.00176249 43616.5 11
: 1228 | 2.09147 1.96063 0.0201174 0.00175989 43579 12
: 1229 | 1.99693 2.61197 0.0201204 0.0017622 43577.2 13
: 1230 | 2.0704 1.9352 0.0200994 0.0017619 43626.5 14
: 1231 | 2.38663 2.11805 0.0201078 0.00176117 43604.8 15
: 1232 | 2.0347 1.75629 0.0201096 0.00176303 43604.9 16
: 1233 | 2.0703 1.84328 0.0201521 0.00176369 43505.7 17
: 1234 | 2.03739 1.69966 0.0201115 0.00176389 43602.5 18
: 1235 | 1.82311 1.58892 0.0201101 0.00175514 43584.8 19
: 1236 | 1.7917 1.71002 0.0201264 0.00175698 43550.6 20
: 1237 | 1.90755 2.07106 0.020108 0.00176081 43603.4 21
:
: Elapsed time for training with 1000 events: 25.1 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0278 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: 1.55 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.305 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= 3.72828e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31095e+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: 0.0622 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: 0.0864 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: 0.00503 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: 0.23 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 1.92 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: 0.0443 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00678 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: 0.0882 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0122 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: 0.0065 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00207 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: 0.23 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0276 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.92 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.216 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 : -0.0527 -0.0862 1.46 1.17 | 3.287 3.303
: 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 : -0.0581 -0.108 1.28 1.01 | 3.336 3.356
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:405
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:560
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition TFile.h:51
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition TFile.h:323
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4053
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:914
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:418
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1299
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.