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Reference Guide
TMVARegression.C File Reference

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.608 sec
: Elapsed time for training with 1000 events: 0.615 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.007 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.0013 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00978 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000351 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00205 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33496.7
: --------------------------------------------------------------
: 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 | 34701.7 33032.8 0.0193664 0.00178105 45492.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 34172 32391.8 0.0195935 0.0017913 44938.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 33513.6 31704.4 0.0198453 0.00181153 44361.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 32860.6 31016.7 0.0199336 0.00180643 44132.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 32114.3 30240.6 0.0198937 0.00179989 44214 0
: 6 Minimum Test error found - save the configuration
: 6 | 31224.8 29374.2 0.0198297 0.00178808 44341.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 30451.7 28827 0.019714 0.00176014 44558.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 29986.1 28447.7 0.0207391 0.0018019 42245 0
: 9 Minimum Test error found - save the configuration
: 9 | 29621.4 28115.5 0.0197204 0.00177417 44577.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 29297.8 27802.1 0.0197117 0.00177425 44599.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 28987.4 27510 0.0197067 0.00176149 44580.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 28695.1 27228.4 0.0197265 0.00178372 44586.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28409.6 26960.4 0.0197716 0.00178083 44467.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 28138.7 26695.5 0.0197172 0.00177115 44578.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 27871.3 26438.8 0.0197007 0.00176059 44592.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 27611.9 26186.9 0.0197093 0.00176746 44588.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 27356.7 25941.3 0.0197147 0.00177005 44581.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 27105.2 25702.7 0.0207195 0.00178256 42245.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 26861 25466.6 0.0197156 0.00176875 44576.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 26620.4 25233.3 0.0197293 0.00176753 44539 0
: 21 Minimum Test error found - save the configuration
: 21 | 26382.9 25003.9 0.0197304 0.00176807 44537.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26152.3 24773.6 0.0197254 0.00176016 44530.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 25918.2 24552.4 0.0197312 0.00177673 44557.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 25693.8 24330.2 0.0197326 0.00177712 44554.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 25468.2 24113.6 0.0197425 0.00177991 44537 0
: 26 Minimum Test error found - save the configuration
: 26 | 25248.3 23898.2 0.0197398 0.00177123 44522.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 25028.9 23687.3 0.0197679 0.00180136 44527.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 24811.2 23482.1 0.0207564 0.00179161 42183.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 24601.3 23274.2 0.0197528 0.00178706 44529.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 24390.9 23068.6 0.0197533 0.00178011 44510.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 24183.7 22864.4 0.0197542 0.00177209 44488.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 23976.9 22664.3 0.0197599 0.00178109 44496.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 23774.1 22465.9 0.0197813 0.00178088 44443.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 23570.4 22273.6 0.0197519 0.00177337 44497.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 23375.1 22078.2 0.0197664 0.00176703 44445.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 23176.9 21887.4 0.0197711 0.00177208 44446.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 22981.7 21699.6 0.0197791 0.00178796 44466.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22788.8 21514.5 0.02079 0.00179189 42109.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 22599.9 21329.2 0.0197715 0.0017755 44454.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 22410.4 21147 0.0198543 0.00178989 44285.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 22225.9 20963.7 0.0198042 0.00177525 44373.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 22038.5 20786.6 0.0197982 0.00177814 44394.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 21857.1 20609.4 0.0198002 0.00177547 44383.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 21677.3 20432.2 0.0198004 0.00177555 44383.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 21495.2 20261.7 0.019799 0.00177155 44376.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 21320.4 20089.1 0.0197993 0.00177475 44383.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 21145.1 19918.1 0.0198259 0.00177784 44326 0
: 48 Minimum Test error found - save the configuration
: 48 | 20970.9 19749.7 0.0208366 0.00179277 42008.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 20801.3 19579.4 0.0198344 0.00178024 44311.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 20628.6 19414.9 0.01988 0.00180326 44255.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 20462.4 19248.9 0.0198371 0.00178456 44315 0
: 52 Minimum Test error found - save the configuration
: 52 | 20291.7 19090.6 0.0198144 0.00177296 44342.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 20129.3 18929.5 0.0198224 0.00177876 44336.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 19964.1 18772.7 0.0198296 0.00178143 44325.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 19803.5 18615.1 0.0198233 0.00177968 44336.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 19645.1 18455.7 0.0198234 0.00177903 44335.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 19481.3 18302.5 0.0198181 0.00177847 44346.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 19320.5 18130.5 0.0208245 0.0017932 42036 0
: 59 Minimum Test error found - save the configuration
: 59 | 19172.8 17983.5 0.0198651 0.00178468 44246.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19010.3 17844.4 0.0198561 0.00178141 44260.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 18858.8 17683.2 0.0198486 0.00178358 44284.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 18694.5 17520.2 0.0198685 0.00178511 44239.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 18534.3 17361.7 0.0198832 0.00179151 44219.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 18394.3 17209.7 0.0198916 0.00179325 44203 0
: 65 Minimum Test error found - save the configuration
: 65 | 18237 17080.9 0.0199117 0.00179353 44154.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 18083.6 16918.3 0.0199317 0.00179786 44116.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 17924.8 16764.8 0.0199382 0.00178973 44080.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 17780.3 16617.9 0.0209478 0.00180366 41788.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 17627.3 16471.1 0.019967 0.00179088 44013.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 17476 16325.8 0.0199708 0.00179158 44006.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 17327.9 16186.2 0.0199813 0.0017938 43986.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 17182.4 16047.5 0.0199725 0.00179361 44007 0
: 73 Minimum Test error found - save the configuration
: 73 | 17041.7 15904 0.0199752 0.00179489 44003.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 16898.1 15764.7 0.0199848 0.00179342 43976.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16752.9 15625.9 0.0200051 0.00179627 43934.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 16612 15489.9 0.0200076 0.00179695 43930.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 16473.1 15354 0.020002 0.00179592 43941.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 16333.8 15219 0.0209905 0.00180737 41703.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 16195.4 15086.1 0.0200128 0.00179802 43920.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 16058.6 14954.5 0.0200157 0.0017983 43914.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 15924.3 14822 0.0200206 0.00179763 43900.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 15791 14689.5 0.0200297 0.0018073 43902.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 15657.6 14559.2 0.0200303 0.00180605 43897.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 15524.6 14432.6 0.0200439 0.00181608 43888.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 15396.4 14303.1 0.0200409 0.00181422 43891.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 15266.4 14176.5 0.0200369 0.0018145 43901.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 15137.1 14053.2 0.0200354 0.00181709 43912 0
: 88 Minimum Test error found - save the configuration
: 88 | 15012.9 13927 0.0210719 0.00184882 41616.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 14884.5 13806.3 0.0200539 0.00181915 43872.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 14761.6 13684.1 0.020049 0.00181596 43876.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 14637.9 13563.4 0.0200371 0.00181578 43904.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 14515.4 13444.2 0.0200559 0.00181657 43861.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 14394.5 13325.9 0.0200406 0.00181491 43894 0
: 94 Minimum Test error found - save the configuration
: 94 | 14275.7 13206.7 0.0200519 0.00181577 43868.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 14154.2 13092.5 0.0200451 0.00182201 43900.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 14038.3 12976.1 0.0200631 0.00181104 43830.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 13919.5 12863.7 0.0200858 0.00180327 43757.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 13804.6 12750.6 0.0210518 0.00181389 41584.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 13691.3 12636.2 0.0200728 0.00180839 43801.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 13576.5 12524.3 0.0200743 0.00180948 43800.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 13463.2 12414 0.0200634 0.00180896 43824.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 13351.1 12305.2 0.0200655 0.00180863 43819.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 13241.1 12196 0.0200634 0.00180813 43822.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 13131.1 12087.6 0.0200906 0.00181121 43765.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 13021.2 11981.7 0.020075 0.00180934 43798 0
: 106 Minimum Test error found - save the configuration
: 106 | 12913.6 11876.2 0.0200624 0.00180902 43827.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 12807.2 11770.6 0.0201249 0.001826 43718.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 12700.9 11665.7 0.0210814 0.00183689 41570.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 12595.5 11562.3 0.0201141 0.0018304 43754.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 12489.7 11462.1 0.0200737 0.00181767 43821.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 12387.2 11360.6 0.0200697 0.00181766 43830.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 12285 11259.6 0.0200778 0.00181993 43816.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 12183.6 11158.9 0.0200935 0.00182141 43782.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 12082.1 11060.1 0.0200789 0.00182018 43814.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 11981.9 10962.6 0.0200837 0.00181859 43799.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 11882.8 10865.8 0.0200904 0.00181997 43786.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 11785.3 10768.5 0.0200884 0.00182062 43792.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 11687.2 10673.2 0.0210843 0.0018188 41525 0
: 119 Minimum Test error found - save the configuration
: 119 | 11592.2 10576.3 0.0200948 0.00180273 43734.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 11493.1 10485.5 0.0201013 0.00181107 43739.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 11401.3 10390.4 0.0200806 0.00181085 43788.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 11306.4 10297.8 0.0200988 0.00181084 43744.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 11212.8 10205.7 0.0200936 0.00181088 43757.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 11120.9 10113.6 0.0200891 0.00181019 43766.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 11028.6 10023.5 0.020118 0.00181715 43713.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 10935.8 9937.21 0.0201151 0.00181323 43711.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 10848.1 9847.32 0.0211224 0.0028227 43716.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 10758.5 9758.41 0.020105 0.00181587 43741.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 10668.5 9672.37 0.0201221 0.00182642 43726.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 10582.3 9584.14 0.0200974 0.00182025 43770.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 10495.3 9496.33 0.0201134 0.00182158 43735.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 10407.4 9411.9 0.0201022 0.00182451 43769.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 10322.3 9326.79 0.0201053 0.00182248 43757 0
: 134 Minimum Test error found - save the configuration
: 134 | 10236.9 9243.25 0.0201094 0.00182417 43751.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 10153.2 9159.57 0.0201152 0.00183757 43769.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 10069 9077.77 0.0200989 0.00181561 43755.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 9985.46 8997.52 0.0211082 0.00182781 41492.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 9905.4 8914.67 0.0201016 0.00181219 43741.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 9823.02 8834.09 0.0200996 0.0018124 43746.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 9742.3 8754.06 0.0201068 0.00181207 43728.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 9662.2 8675.03 0.0201223 0.00181335 43694.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 9581.78 8597.98 0.020136 0.00181422 43663.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 9503.74 8520.51 0.0201092 0.00181306 43725 0
: 144 Minimum Test error found - save the configuration
: 144 | 9427.03 8441.57 0.0201244 0.0018132 43689 0
: 145 Minimum Test error found - save the configuration
: 145 | 9348.59 8364.77 0.0201068 0.00181539 43736.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 9271.51 8289.24 0.0201131 0.00182196 43737.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 9195.42 8214.17 0.0211128 0.00183689 41502.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 9119.28 8140.98 0.0201499 0.00184094 43694.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 9047.18 8064.01 0.0201376 0.00183809 43717 0
: 150 Minimum Test error found - save the configuration
: 150 | 8970.42 7991.63 0.0201556 0.00183125 43657.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 8897.66 7918.81 0.0201275 0.00182258 43704.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 8824.34 7846.68 0.0201168 0.00181731 43717 0
: 153 Minimum Test error found - save the configuration
: 153 | 8751.92 7775.41 0.0201311 0.00181606 43680 0
: 154 Minimum Test error found - save the configuration
: 154 | 8681.95 7701.84 0.0201256 0.00181736 43696.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 8608.66 7632.22 0.0201497 0.00183529 43681.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 8537.92 7563.4 0.0202446 0.00185845 43511.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 8468.23 7494.63 0.0211434 0.00182743 41416.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 8400.32 7424.14 0.0201271 0.00181578 43688.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 8330.08 7356.49 0.0201225 0.0018237 43718.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 8262.03 7289 0.0201237 0.00182454 43717.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8194.25 7222.29 0.0201282 0.00182291 43703.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 8128.07 7154.86 0.0201354 0.00182759 43697.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 8060.03 7090.26 0.0201215 0.00182292 43719.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 7994.84 7024.81 0.0201288 0.00182483 43706.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 7928.65 6961.3 0.0201244 0.0018171 43698.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 7865.35 6895.68 0.0201324 0.00182139 43689.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7800.5 6831.55 0.0211244 0.00182975 41462.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 7736.48 6768.11 0.020121 0.00181503 43701.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 7672.8 6706.01 0.0201558 0.00184938 43700.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 7612.57 6640.97 0.0201249 0.00181646 43695.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 7546.82 6581.75 0.0201065 0.00181663 43740.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 7486.88 6520.35 0.0201205 0.00180903 43688.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 7425.8 6459.16 0.0201896 0.00183334 43581.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 7365.31 6398.21 0.02012 0.00181689 43708.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 7304.53 6338.85 0.0201297 0.00181476 43680.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 7244.22 6281.02 0.0201543 0.00181785 43628.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 7187.66 6219.69 0.0211399 0.00184422 41460 0
: 178 Minimum Test error found - save the configuration
: 178 | 7126.66 6162.4 0.0202257 0.00185413 43545.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 7068.65 6105.27 0.0201442 0.00182546 43671 0
: 180 Minimum Test error found - save the configuration
: 180 | 7011.41 6048.01 0.0201267 0.00182443 43710.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 6955.3 5989.49 0.0201459 0.00183415 43687.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 6897.04 5933.96 0.0201439 0.0018279 43677.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 6840.64 5879.05 0.0201335 0.00182958 43706.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 6785.57 5823.99 0.0201384 0.0018189 43669.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 6730.74 5767.75 0.0201467 0.00181642 43643.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 6674.7 5714.13 0.0201183 0.00181583 43710 0
: 187 Minimum Test error found - save the configuration
: 187 | 6621.72 5658.63 0.0211384 0.00182953 41431.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6566.17 5606.35 0.0201469 0.00182676 43667.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 6512.77 5554.19 0.0201232 0.00181596 43698.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 6460.48 5500.98 0.0201352 0.00181807 43674.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6407.97 5448.01 0.0202063 0.00181467 43498.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 6355.15 5396.87 0.020175 0.00182693 43601.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 6303.88 5344.81 0.0201334 0.00182517 43696.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 6250.88 5296.03 0.0201497 0.00182509 43657 0
: 195 Minimum Test error found - save the configuration
: 195 | 6201.84 5244.19 0.020143 0.00182812 43680.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6150.41 5194.49 0.0201521 0.00182711 43656.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 6100.94 5143.97 0.0211383 0.00183406 41441.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 6050.81 5094.44 0.0201487 0.00181742 43641.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 6001.2 5046.54 0.0201346 0.00181781 43675.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 5953.48 4996.54 0.0201525 0.00181945 43637.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 5903.51 4949.57 0.020144 0.0018192 43656.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 5855.96 4901.86 0.0201562 0.0018233 43637.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 5807.5 4855.96 0.0201433 0.00181181 43640.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 5761.73 4808.12 0.0201511 0.00181866 43638.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 5713.95 4761.76 0.0201364 0.00181803 43672.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 5667.37 4715.9 0.0211537 0.0028172 43628.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 5620.38 4671.97 0.0201655 0.00183416 43641.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 5575.82 4626.39 0.0202041 0.00185855 43607.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 5530.17 4581.69 0.0201931 0.00184336 43597.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 5484.41 4538.07 0.0201705 0.00183019 43619.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5441.09 4492.82 0.0201663 0.00184083 43655.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 5395.21 4450.54 0.0201418 0.00183604 43702.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5352.57 4406.11 0.0201806 0.0018449 43630.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 5308.44 4362.89 0.020188 0.00184066 43603 0
: 215 Minimum Test error found - save the configuration
: 215 | 5264.16 4321.66 0.0201975 0.00183311 43562.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 5221.92 4279.48 0.0211956 0.00185216 41357.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 5179.82 4236.72 0.0201614 0.00181672 43609.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 5136.39 4196.27 0.0201646 0.00181736 43603.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 5094.72 4155.77 0.0201403 0.00181104 43646 0
: 220 Minimum Test error found - save the configuration
: 220 | 5053.68 4114.76 0.0201722 0.00183647 43630.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 5011.98 4074.55 0.0201623 0.00182771 43633.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4971.5 4034.29 0.0201423 0.00183589 43700.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 4930.41 3995.09 0.020162 0.00183028 43640.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4889.37 3957.46 0.0201834 0.00183454 43599.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 4850.67 3918.25 0.0201803 0.00182982 43595.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 4811.54 3878.74 0.0211651 0.00183468 41385.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 4771.51 3840.3 0.0201574 0.00182081 43628.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 4732.88 3802.01 0.0201775 0.00182307 43586.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 4693.13 3765.65 0.0201556 0.00182312 43638.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 4655.4 3728.28 0.0201755 0.00184178 43635.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 4617.09 3691.82 0.0201451 0.00181212 43637.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 4579.73 3654.87 0.0201738 0.00183007 43611.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 4541.24 3619.24 0.0201452 0.00181849 43652.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 4504.11 3584.25 0.0201678 0.00182312 43609.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 4468.31 3547.74 0.020176 0.00183479 43617.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 4431.49 3512.87 0.021183 0.00183887 41356.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 4394.87 3477.69 0.0201692 0.00182896 43619.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 4358.32 3444.09 0.0201628 0.00183403 43647.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4323.74 3408.92 0.0201593 0.00183049 43647.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 4288.09 3374.17 0.0201755 0.00183745 43625 0
: 241 Minimum Test error found - save the configuration
: 241 | 4252.12 3340.84 0.0201833 0.00184037 43613.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 4217.39 3307.49 0.0202646 0.00185975 43466.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 4182.87 3274.4 0.0203283 0.00184268 43276.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 4148.68 3241.55 0.0202576 0.00185215 43465.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 4114.23 3210 0.0201775 0.00181608 43569.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4080.71 3177.16 0.0211854 0.00183814 41349.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 4046.9 3145.41 0.0201894 0.00184149 43601.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 4013.58 3114.09 0.020296 0.00186856 43413.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3981.67 3081.61 0.0202184 0.00184683 43545.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3948.03 3051.12 0.0202661 0.00187709 43504.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3915.77 3020.55 0.0202277 0.00184541 43520.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3882.55 2991.1 0.0202269 0.00184296 43516.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3852.31 2960.09 0.0202052 0.00184029 43561.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3819.57 2930.06 0.0202371 0.00184765 43503.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3787.78 2901.51 0.020218 0.00184657 43545.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 3757.43 2871.53 0.0212601 0.00186558 41248.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3725.49 2843.11 0.0202044 0.00184409 43572.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 3695.41 2814.02 0.0202515 0.00185473 43485.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3665.35 2784.46 0.0201941 0.00184112 43589.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3634.55 2756.47 0.020253 0.00185638 43486.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 3604.55 2728.45 0.0202098 0.00184498 43561.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 3574.79 2700.38 0.020186 0.0018328 43589 0
: 263 Minimum Test error found - save the configuration
: 263 | 3544.9 2672.87 0.0201794 0.00183237 43603.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3515.61 2646.02 0.0201548 0.0018321 43661.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 3486.8 2618.81 0.0201874 0.00183275 43585.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3458.19 2591.7 0.0211852 0.00183647 41346.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 3428.74 2565.77 0.020193 0.001826 43556.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 3400.85 2539.16 0.0201791 0.00182679 43591.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 3372.09 2513.54 0.0201671 0.0018226 43609.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 3345.38 2486.52 0.0201665 0.00181491 43593 0
: 271 Minimum Test error found - save the configuration
: 271 | 3316.34 2461.63 0.0201931 0.00184253 43595.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 3288.57 2437.02 0.0201884 0.00183612 43591.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 3261.58 2412.05 0.02018 0.00183438 43607.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3234.38 2387.05 0.0201692 0.00183052 43623.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 3207.99 2361.89 0.0211651 0.00184439 41406.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 3180.71 2337.35 0.0201867 0.00182173 43561.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 3153.91 2313.68 0.020181 0.00182321 43578.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 3128.2 2288.63 0.020259 0.00185638 43472 0
: 279 Minimum Test error found - save the configuration
: 279 | 3101.46 2264.82 0.0202118 0.00182913 43519.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 3075.75 2241.46 0.0202209 0.0018372 43516.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 3049.26 2218.44 0.020206 0.00183404 43544.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 3024.39 2194.87 0.0202014 0.00182909 43543.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2998.41 2172.38 0.0201875 0.00182759 43573.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2973.78 2149.51 0.0201877 0.00182147 43558.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2948.17 2127.53 0.0212332 0.00185625 41286.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2924.22 2104.72 0.0201848 0.00183046 43586.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2899.65 2081.99 0.0201886 0.00183222 43581.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2874.7 2060.12 0.0201627 0.00183249 43643.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2849.91 2038.98 0.0201735 0.00182481 43599.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2826.52 2017.04 0.0201769 0.00181999 43580.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2802.88 1995.37 0.020183 0.0018267 43581.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2778.05 1974.81 0.020175 0.00182342 43593 0
: 293 Minimum Test error found - save the configuration
: 293 | 2755.08 1953.8 0.0201836 0.00182577 43578 0
: 294 Minimum Test error found - save the configuration
: 294 | 2732.06 1932.8 0.0201947 0.00182261 43544.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2708.51 1911.62 0.0211943 0.00183754 41329.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2685.26 1891.57 0.0202189 0.00185761 43569.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2662.4 1871.32 0.0201887 0.00183889 43597.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2639.68 1851.9 0.0202015 0.00183362 43554.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2617.97 1831.51 0.0201762 0.0018292 43604 0
: 300 Minimum Test error found - save the configuration
: 300 | 2594.75 1812.26 0.0201913 0.00183341 43578 0
: 301 Minimum Test error found - save the configuration
: 301 | 2572.94 1792.47 0.0202093 0.00183639 43542.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 2551.25 1772.74 0.0201926 0.0018362 43581.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 2529.34 1753.28 0.0202109 0.00183932 43545.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2507.07 1734.72 0.0202174 0.00182705 43501 0
: 305 Minimum Test error found - save the configuration
: 305 | 2486.36 1715.69 0.0212148 0.00184945 41311 0
: 306 Minimum Test error found - save the configuration
: 306 | 2464.54 1697.77 0.0201988 0.00182979 43551.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 2443.67 1679.36 0.0202043 0.0018386 43559.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 2422.7 1660.64 0.0202174 0.00183536 43520.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 2402.37 1641.95 0.0202392 0.00185115 43506.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 2380.76 1624.58 0.0203364 0.00187867 43342.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 2360.2 1607.33 0.0202774 0.00186557 43450.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 2340.38 1589.78 0.0202172 0.00184248 43538.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 2319.84 1572.24 0.0201911 0.00183487 43581.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 2300.35 1554.4 0.0201768 0.00183709 43621.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 2280.03 1537.24 0.0212211 0.0018445 41286.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 2260.24 1520.35 0.0201757 0.00181575 43573 0
: 317 Minimum Test error found - save the configuration
: 317 | 2240.71 1503.73 0.0201972 0.00182506 43544.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 2221.44 1486.92 0.0201691 0.0018237 43607.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 2202.41 1470.23 0.0201864 0.00182157 43561.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 2182.52 1454.7 0.0201971 0.00182571 43546.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 2163.42 1439.03 0.0201845 0.00181916 43560.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 2145.03 1422.72 0.0202203 0.0018452 43537.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 2126.79 1406.41 0.0202349 0.00184305 43497.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 2107.43 1391.02 0.0202131 0.00185057 43566.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 2089.21 1375.43 0.0212216 0.00186228 41323.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 2070.3 1360.68 0.0202216 0.0018371 43514.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 2053.03 1344.93 0.0201983 0.00182949 43552.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 2034.47 1330.22 0.0201847 0.00182823 43581.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2016.48 1315.51 0.0201903 0.00182865 43569.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1999.44 1300.27 0.0202272 0.00184321 43516.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1980.95 1286.49 0.0202655 0.00187451 43499.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1963.95 1271.99 0.0202574 0.00185122 43463.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1947 1257.3 0.0202447 0.00185019 43491.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1929.47 1243.04 0.0212424 0.00285071 43497.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1911.94 1229.75 0.0202705 0.00186327 43461.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1895.8 1215.87 0.0202411 0.00186152 43526.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1879.05 1201.83 0.0202435 0.00185845 43513.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1862.15 1188.74 0.0202347 0.00185083 43516.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1845.8 1175.65 0.0202432 0.00185037 43495.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1829.6 1161.63 0.0202723 0.00185314 43432.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1812.86 1148.55 0.0202394 0.00185036 43504.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1797.09 1135.61 0.020335 0.00187265 43331.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1780.81 1122.61 0.02023 0.00184669 43517.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1765.11 1109.69 0.0212633 0.00187947 41271.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1748.99 1097.72 0.0202517 0.00185597 43488.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1733.45 1085.54 0.0202716 0.00188181 43502.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1718.17 1072.82 0.0202466 0.00185948 43508.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1702.34 1060.81 0.0202483 0.00186816 43525.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1687.23 1048.46 0.0202398 0.00185072 43504.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1671.58 1037.13 0.0203086 0.00186384 43372.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1657.54 1024.36 0.0202804 0.0018521 43411.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1641.54 1013.54 0.0202681 0.00184654 43427.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1627.11 1001.75 0.0204431 0.00187606 43087.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1612.29 990.541 0.0212931 0.00187886 41206.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1597.67 979.052 0.0203564 0.00188999 43321.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1582.9 968.252 0.0202417 0.00185991 43521.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1568.95 957.284 0.0202431 0.00186055 43519.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1554.76 946.203 0.0202395 0.00185252 43509.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1540.12 935.226 0.0202587 0.00184945 43456.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1526.29 924.472 0.0202404 0.00185065 43502.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1512.41 914.246 0.0202408 0.00184852 43496.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1498.23 903.816 0.0202325 0.00184174 43500.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1484.43 894.001 0.0202268 0.00184292 43516.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1471.38 884.008 0.0212721 0.00187838 41250.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1458.13 873.177 0.0202186 0.00183869 43525.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1443.89 863.931 0.0202108 0.00183722 43540.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1430.92 854.132 0.0201946 0.00183597 43576.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1418.31 844.023 0.0201753 0.00183404 43617.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1404.56 835.125 0.0201841 0.00183894 43608.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1392.61 824.244 0.0201703 0.0018311 43622.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1379.02 815.093 0.0201778 0.00182379 43587.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 1366.45 805.413 0.0201705 0.00182117 43598.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 1353.1 796.817 0.0202682 0.00184662 43427.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 1340.8 787.694 0.0211518 0.00182854 41400.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 1328.17 779.028 0.0201907 0.00183142 43574.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 1316.41 769.693 0.0201903 0.00182016 43549 0
: 377 Minimum Test error found - save the configuration
: 377 | 1303.51 760.817 0.0202658 0.00185832 43460.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 1291.46 752.047 0.0202646 0.00184615 43434.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 1279.04 743.828 0.0202212 0.00183807 43518.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 1267.62 735.929 0.0201916 0.0018272 43562.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 1256.57 727.803 0.0202144 0.00183871 43535.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 1243.55 719.22 0.0201816 0.00183493 43604.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 1232.76 710.207 0.0202029 0.00183738 43559.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 1220.53 702.27 0.0212028 0.00184326 41323.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 1209.05 694.649 0.0202412 0.00183367 43460.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 1197.8 686.872 0.0201778 0.0018229 43585.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 1186.35 679.072 0.0201924 0.00182126 43546.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 1175.08 671.562 0.0201826 0.00182178 43570.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 1164.11 663.74 0.0202022 0.00182436 43530.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 1152.89 656.459 0.0201942 0.00182302 43546.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 1142.2 648.743 0.0201926 0.00183024 43567.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 1130.89 641.684 0.0202131 0.00186412 43599.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 1120.23 634.527 0.0211735 0.00281974 43587.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 1109.73 627.047 0.0201947 0.00182514 43550.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 1098.87 620.414 0.0202171 0.0018245 43495.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1088.35 613.408 0.0201678 0.00182208 43607 0
: 397 Minimum Test error found - save the configuration
: 397 | 1077.91 606.833 0.0201808 0.00182047 43572.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 1067.58 599.911 0.0201746 0.00182107 43588.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 1057.77 592.954 0.0201794 0.00182333 43582.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 1047.17 586.502 0.0202489 0.00184406 43466.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 1037.2 579.77 0.0201842 0.00182562 43576.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 1027.1 573.647 0.0201765 0.00182432 43591.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 1017.47 566.651 0.0211802 0.00184549 41376.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 1007.58 560.722 0.0202059 0.00183527 43547.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 997.424 554.962 0.0202015 0.0018392 43567.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 988.239 548.414 0.0202044 0.00184079 43564.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 978.601 541.866 0.0201963 0.00183816 43577.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 968.952 536.357 0.0201777 0.00182952 43601.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 959.508 530.391 0.0201933 0.0018279 43560.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 950.249 524.602 0.0201764 0.00182013 43581.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 940.834 519.064 0.0201789 0.00182445 43586.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 931.83 513.313 0.020181 0.00182865 43591.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 923.063 507.445 0.0212034 0.00184979 41335.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 913.796 502.223 0.0202318 0.00183559 43487.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 905.06 496.012 0.0202172 0.00184229 43537.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 895.405 491.209 0.0202039 0.00184292 43570.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 887.008 486.042 0.0201835 0.00183692 43604.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 878.435 480.489 0.0201933 0.00183761 43583.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 869.909 475.049 0.0201941 0.00183768 43581.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 860.802 470.359 0.0202127 0.00185133 43569.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 852.994 465.66 0.0202227 0.00185148 43546.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 844.062 459.932 0.0202981 0.00187011 43412.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 835.93 455.494 0.0211678 0.00182242 41353.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 828.022 450.468 0.020201 0.00182495 43535 0
: 425 Minimum Test error found - save the configuration
: 425 | 819.569 446.054 0.0201873 0.00182754 43573.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 811.742 440.545 0.020198 0.00182386 43539.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 803.292 435.679 0.0201876 0.00182645 43570.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 795.313 431.463 0.020197 0.00181561 43522.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 787.45 426.42 0.0202077 0.00184351 43563.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 779.481 422.148 0.0202162 0.00183787 43529.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 772.219 417.95 0.020201 0.00183406 43556.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 764.174 413.546 0.0201915 0.00182483 43557.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 756.823 408.475 0.0212284 0.00184832 41279.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 748.833 404.296 0.0202266 0.00184246 43515.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 741.425 400.577 0.0202344 0.00184394 43500.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 734.085 395.946 0.0202526 0.00184517 43460.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 726.828 391.991 0.0202594 0.00183945 43431.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 719.657 387.482 0.0201988 0.00182428 43538.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 712.437 383.835 0.0201927 0.00182571 43556.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 705.372 379.495 0.0202032 0.00182734 43535.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 698.23 375.449 0.0201824 0.0018169 43559.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 691.278 371.589 0.0202128 0.00183882 43539.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 684.085 367.621 0.0211867 0.00184702 41365.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 677.296 363.797 0.0202065 0.00183456 43544.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 670.269 360.138 0.0201898 0.00183275 43580 0
: 446 Minimum Test error found - save the configuration
: 446 | 663.831 356.641 0.0201973 0.00182671 43547.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 657.422 352.502 0.0202084 0.00182829 43525.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 650.261 349.086 0.020198 0.00182689 43546.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 643.771 345.585 0.0201872 0.00183277 43586.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 637.59 341.783 0.0202273 0.00183611 43499.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 631.045 338.326 0.0203055 0.00184996 43347.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 624.684 334.557 0.0212245 0.00282024 43468.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 618.074 331.472 0.0202305 0.00186229 43553.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 611.675 328.037 0.0201994 0.00183658 43566.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 606.126 324.82 0.0201888 0.00183308 43583.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 599.756 321.451 0.0201752 0.00183174 43612.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 593.122 317.856 0.0201684 0.00183082 43626.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 586.976 315.162 0.0201985 0.00183467 43563.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 581.419 311.482 0.0201761 0.00182583 43596.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 575.102 308.497 0.0201838 0.00182484 43575.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 569.471 305.454 0.020175 0.00182391 43594.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 563.65 302.252 0.021179 0.00184373 41375.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 557.396 299.24 0.020235 0.0018438 43499.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 552.286 296.816 0.0202213 0.00183503 43510.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 546.251 293.255 0.0202284 0.0018485 43525.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 540.417 290.074 0.0202452 0.00185868 43510.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 535.386 288.187 0.0202158 0.0018379 43530.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 529.87 285.2 0.0202075 0.0018451 43567.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 524.046 281.589 0.0202988 0.00188225 43439.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 518.613 278.819 0.0202701 0.00186664 43470.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 513.425 276.462 0.0202817 0.00186674 43443 0
: 472 Minimum Test error found - save the configuration
: 472 | 507.996 273.088 0.0212818 0.00186538 41202.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 502.803 270.989 0.0202569 0.00186503 43497.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 497.338 267.646 0.0202192 0.00183714 43520.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 492.58 265.437 0.0202329 0.00183923 43493.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 487.34 262.445 0.0202257 0.00183943 43510.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 482.073 259.517 0.0202382 0.00184655 43498 0
: 478 Minimum Test error found - save the configuration
: 478 | 477.202 258.165 0.0202941 0.00186661 43413.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 472.262 254.586 0.0201972 0.00183432 43566.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 467.035 252.022 0.0201988 0.00183739 43569.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 462.334 250.957 0.0201847 0.00183177 43589.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 457.632 247 0.0211999 0.00184735 41338.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 452.856 244.662 0.0202016 0.00183102 43547.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 448.13 242.105 0.0202858 0.00186028 43418.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 443.172 240.189 0.0202395 0.0018446 43490.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 438.651 237.563 0.020221 0.00184128 43526.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 433.783 235.917 0.0202296 0.00184099 43505.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 429.798 233.61 0.0202034 0.00182112 43520.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 425.17 230.686 0.0202319 0.00184484 43508.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 420.339 228.53 0.0202021 0.00183736 43561.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 416.181 226.139 0.0202157 0.00184496 43547.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 411.938 224.15 0.021247 0.00186521 41275.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 407.634 221.825 0.0202362 0.00184478 43498.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 403.215 220.368 0.0202729 0.00184846 43420.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 398.886 217.995 0.0202337 0.00184213 43498.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 394.91 215.724 0.0202337 0.00183568 43483 0
: 497 Minimum Test error found - save the configuration
: 497 | 390.774 213.658 0.0201944 0.00183044 43563.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 386.957 211.337 0.0202492 0.00184349 43464.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 382.237 209.855 0.0202198 0.0018414 43529.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 378.411 207.643 0.0202613 0.00185865 43471.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 374.721 205.757 0.0202307 0.00185631 43538.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 370.457 203.427 0.0212217 0.0018531 41304 0
: 503 Minimum Test error found - save the configuration
: 503 | 366.663 201.31 0.0202147 0.00182703 43507.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 362.569 199.499 0.020193 0.00182389 43551.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 359.027 198.198 0.0201871 0.00182339 43564.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 354.988 195.582 0.020192 0.00182519 43556.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 351.383 194.265 0.020218 0.00182641 43498.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 347.612 192.016 0.0202087 0.00183127 43531.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 343.888 190.324 0.0202691 0.00185117 43435.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 340.22 188.232 0.0201824 0.00182254 43573.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 336.617 187.041 0.0212161 0.002851 43561 0
: 512 Minimum Test error found - save the configuration
: 512 | 333.065 184.84 0.0202312 0.00184178 43503.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 329.563 183.189 0.0201961 0.00184097 43584.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 325.95 181.246 0.0201895 0.00183501 43586 0
: 515 Minimum Test error found - save the configuration
: 515 | 322.591 179.533 0.0201941 0.00183157 43567 0
: 516 Minimum Test error found - save the configuration
: 516 | 319.024 177.932 0.0201938 0.00183388 43573.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 315.858 176.405 0.0201922 0.00182519 43556.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 312.528 174.443 0.0201869 0.00182248 43562.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 308.959 173.418 0.0201825 0.0018234 43575 0
: 520 Minimum Test error found - save the configuration
: 520 | 305.881 171.497 0.0201867 0.00182836 43576.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 302.764 169.503 0.0211886 0.00183628 41338.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 299.145 167.934 0.0202159 0.00183065 43513 0
: 523 Minimum Test error found - save the configuration
: 523 | 296.316 166.681 0.0201971 0.00183327 43563.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 293.344 165.594 0.0201878 0.00183165 43582.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 289.765 163.359 0.0201929 0.0018338 43575.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 286.604 161.601 0.0202691 0.00185425 43443.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 283.299 160.749 0.0201865 0.00183336 43589.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 280.525 159.278 0.0201923 0.00183254 43573.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 277.414 158.378 0.0201907 0.00183264 43577.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 274.821 155.737 0.0202019 0.00184246 43574.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 271.893 154.186 0.0212476 0.00185364 41250 0
: 532 Minimum Test error found - save the configuration
: 532 | 268.633 153.168 0.0201985 0.00182648 43544.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 265.501 151.483 0.0201923 0.00182342 43551.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 262.586 150.395 0.0202323 0.00185948 43542.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 259.917 148.936 0.0202106 0.0018232 43508.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 257.246 147.596 0.0202095 0.00183188 43531.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 254.122 145.882 0.0202217 0.00183954 43520.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 252.022 144.467 0.0201919 0.00183227 43574 0
: 539 Minimum Test error found - save the configuration
: 539 | 248.576 142.9 0.020187 0.00183214 43585.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 245.816 141.605 0.0202679 0.00186289 43466.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 243.135 140.663 0.0211624 0.00182903 41379.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 240.371 138.942 0.0201906 0.00182318 43555.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 238.123 138.262 0.0202336 0.00183658 43485.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 235.358 136.285 0.020198 0.00181984 43529.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 232.658 134.895 0.0201912 0.00182434 43556.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 229.986 133.836 0.0202012 0.00183789 43565.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 227.741 133.077 0.0202022 0.00182461 43531.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 224.888 131.01 0.0202218 0.00183144 43501 0
: 549 Minimum Test error found - save the configuration
: 549 | 222.753 129.932 0.0201922 0.00181789 43539.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 220.146 129.509 0.0201983 0.00183244 43559 0
: 551 Minimum Test error found - save the configuration
: 551 | 217.973 127.399 0.0211963 0.00185217 41356.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 214.932 126.675 0.0201882 0.00183279 43583.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 212.944 125.176 0.0201811 0.00183794 43613.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 210.506 123.715 0.0202282 0.0018454 43519 0
: 555 Minimum Test error found - save the configuration
: 555 | 207.847 123.006 0.0201868 0.00182292 43563.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 205.466 121.337 0.0201855 0.00182388 43569.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 203.202 120.207 0.0202033 0.00184048 43566.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 201.074 119.187 0.0201983 0.00182068 43531.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 198.667 118.185 0.0201858 0.00182313 43566.7 0
: 560 | 196.499 119.259 0.0201288 0.0017716 43579.6 1
: 561 Minimum Test error found - save the configuration
: 561 | 194.761 115.789 0.0212302 0.00185871 41297.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 192.159 115.162 0.0202152 0.00184988 43560.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 190.204 114.321 0.0202018 0.00184158 43572.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 187.654 112.606 0.0202281 0.00183251 43488.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 185.21 111.404 0.0201829 0.00183454 43600.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 183.27 110.152 0.0201951 0.00183117 43563.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 181.047 109.155 0.0201825 0.00183438 43601.3 0
: 568 | 179.381 109.615 0.0201355 0.00177134 43563 1
: 569 Minimum Test error found - save the configuration
: 569 | 177.076 107.052 0.0201822 0.00182224 43573.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 174.617 106.111 0.0202168 0.00182918 43507.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 172.809 105.168 0.0212074 0.00184059 41307.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 170.721 103.9 0.0201916 0.00182858 43565.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 168.773 103.185 0.0201961 0.00181825 43530.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 166.971 101.953 0.0202194 0.00184009 43527.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 164.692 100.944 0.0202233 0.00184992 43541.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 162.764 100.155 0.0202177 0.00184481 43542.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 161.163 99.2563 0.0202016 0.00183107 43548 0
: 578 Minimum Test error found - save the configuration
: 578 | 159.137 98.5009 0.0202151 0.00183646 43528.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 156.914 97.7065 0.0202078 0.00183769 43549.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 155.663 96.104 0.0212054 0.00184731 41326.4 0
: 581 | 153.73 96.2791 0.0201529 0.00177242 43524.5 1
: 582 Minimum Test error found - save the configuration
: 582 | 151.681 94.4761 0.0202404 0.00184194 43482 0
: 583 Minimum Test error found - save the configuration
: 583 | 149.764 93.2881 0.0202576 0.0018492 43458.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 147.816 92.1733 0.0202777 0.00185205 43417.7 0
: 585 | 146.162 92.8905 0.0201831 0.00177689 43463.7 1
: 586 Minimum Test error found - save the configuration
: 586 | 144.396 90.4743 0.0202757 0.00185234 43423.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 142.512 89.7775 0.0202513 0.001846 43465.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 141.042 88.8555 0.0202018 0.0018383 43564.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 139.215 88.1803 0.0202078 0.00184016 43554.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.996 87.9578 0.0212114 0.00184812 41315.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 136.063 86.4602 0.0202468 0.00184238 43467.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 134.163 85.4243 0.0202283 0.0018368 43498.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.466 84.4827 0.0202268 0.00183955 43508.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 130.782 83.717 0.0202945 0.00185614 43387.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 129.344 82.6823 0.0201963 0.00182826 43554 0
: 596 Minimum Test error found - save the configuration
: 596 | 127.676 81.8252 0.0202102 0.00183037 43526 0
: 597 Minimum Test error found - save the configuration
: 597 | 126.182 81.3219 0.0201969 0.00182927 43554.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 124.407 79.8995 0.0201891 0.00182262 43557.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 122.829 79.2436 0.0202045 0.00182587 43528.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 121.332 78.5001 0.0212065 0.00185091 41331.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 120.215 78.1423 0.0201908 0.00183475 43582.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 118.459 76.8432 0.0201993 0.00183641 43566.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 117.085 76.2978 0.0201938 0.00182716 43557.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.617 75.816 0.0202001 0.00182957 43547.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 114.369 75.758 0.0201952 0.001826 43551.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.685 73.5942 0.0201889 0.00182778 43570.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 111.303 73.1502 0.0202444 0.00185255 43497.5 0
: 608 | 109.966 73.1706 0.0201557 0.001764 43498 1
: 609 Minimum Test error found - save the configuration
: 609 | 108.614 71.9311 0.020194 0.0018313 43566.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 107.354 70.8491 0.0212089 0.00186048 41347.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 105.95 70.5347 0.0202166 0.00183827 43529.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.455 69.3582 0.0202163 0.00184831 43554 0
: 613 Minimum Test error found - save the configuration
: 613 | 103.208 68.7048 0.0202185 0.00183966 43528.2 0
: 614 | 102.136 69.3725 0.0202178 0.00178896 43410.1 1
: 615 Minimum Test error found - save the configuration
: 615 | 100.712 67.5345 0.0202286 0.00186238 43558.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 99.2459 66.5356 0.0202336 0.00184888 43514.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 98.0633 66.4625 0.0202038 0.00183197 43544.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 96.8391 65.1452 0.020202 0.00183348 43552.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 95.4148 64.6434 0.0201842 0.00182873 43583.7 0
: 620 | 94.297 65.2916 0.0211281 0.00177253 41331.7 1
: 621 Minimum Test error found - save the configuration
: 621 | 93.5687 64.2627 0.0202075 0.00182548 43520.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 92.0964 62.6481 0.0201928 0.00182619 43557.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 90.8403 62.1262 0.0202034 0.00183083 43543.2 0
: 624 | 89.4958 62.4013 0.0201255 0.00177913 43605.5 1
: 625 Minimum Test error found - save the configuration
: 625 | 88.6577 61.5051 0.0201797 0.00183143 43600.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.4185 60.1705 0.0202462 0.00184446 43474.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.0481 59.9075 0.0202105 0.0018486 43568.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.9734 59.0626 0.0202112 0.00184459 43557.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.9406 58.6368 0.020264 0.00186866 43489.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.8782 57.8346 0.0212024 0.00185789 41355.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 81.6733 57.3606 0.0202348 0.00183463 43477.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 80.6167 56.8114 0.0202051 0.00183325 43545 0
: 633 Minimum Test error found - save the configuration
: 633 | 79.8522 56.6183 0.0201939 0.00183215 43568.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.9158 55.7695 0.0202114 0.00183332 43530.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 78.0094 54.8022 0.020212 0.00182537 43509.9 0
: 636 | 76.7155 55.3676 0.0201425 0.00177245 43549.2 1
: 637 Minimum Test error found - save the configuration
: 637 | 76.0804 53.8021 0.0202881 0.00186801 43430.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 74.7225 53.4048 0.020258 0.00185553 43472.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.7508 52.8433 0.0211927 0.0018529 41365.6 0
: 640 | 73.0854 53.3615 0.0201606 0.00177146 43504 1
: 641 Minimum Test error found - save the configuration
: 641 | 72.0191 51.7156 0.0202289 0.00185821 43547.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 70.9177 51.2187 0.0202258 0.00184598 43526.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 70.0984 50.7369 0.0202194 0.00184147 43530.5 0
: 644 | 69.0121 50.8085 0.0201675 0.00176709 43477.2 1
: 645 Minimum Test error found - save the configuration
: 645 | 68.2527 49.5937 0.020215 0.00183448 43524.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.2459 49.1552 0.020191 0.00182654 43562.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.4266 49.0869 0.020184 0.00182501 43575.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 65.6051 48.3259 0.0201916 0.00182059 43547 0
: 649 Minimum Test error found - save the configuration
: 649 | 64.9583 47.6347 0.0212207 0.0018569 41314.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.8749 47.4852 0.0201992 0.00183678 43567.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.1159 47.4594 0.0202056 0.00183348 43544.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.2244 46.3904 0.0201949 0.00184068 43586.7 0
: 653 | 61.6147 46.7497 0.0201483 0.0017735 43538 1
: 654 Minimum Test error found - save the configuration
: 654 | 60.7783 45.5422 0.0201957 0.00182903 43557.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 59.7842 45.0617 0.0202009 0.00182591 43537.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.9409 44.8156 0.0201885 0.00182208 43557.8 0
: 657 | 58.3102 44.8312 0.0201293 0.00177019 43575 1
: 658 Minimum Test error found - save the configuration
: 658 | 57.8149 43.9661 0.0201891 0.00182758 43569.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.8141 43.193 0.0211858 0.0018369 41346 0
: 660 Minimum Test error found - save the configuration
: 660 | 55.8818 42.8508 0.0202027 0.00183554 43556 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.0368 42.85 0.0201898 0.00183167 43577.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.39 42.0791 0.0202519 0.00185649 43489.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 53.6116 41.6802 0.020189 0.00182549 43564.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 52.871 41.1628 0.020257 0.00184825 43457.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 52.023 41.0259 0.0201844 0.0018382 43605.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.4489 40.8775 0.0201716 0.00183252 43622.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 50.9088 40.3758 0.0201837 0.00183221 43593.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 50.125 39.9579 0.020175 0.00181494 43572.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 49.4249 39.2593 0.0211907 0.00183453 41330.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 48.8632 39.1452 0.0201824 0.00182236 43572.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 48.561 38.771 0.0201849 0.00182332 43569.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 47.8133 38.7281 0.0201875 0.0018228 43561.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 47.0268 37.8085 0.0201788 0.00181612 43566.5 0
: 674 | 46.4996 38.5967 0.0201226 0.00176783 43585.4 1
: 675 Minimum Test error found - save the configuration
: 675 | 45.6836 37.287 0.0201857 0.00182953 43582.1 0
: 676 | 45.1448 37.5555 0.0201375 0.00177717 43572.2 1
: 677 | 44.9067 37.3396 0.020129 0.00178422 43609.2 2
: 678 Minimum Test error found - save the configuration
: 678 | 44.1327 36.6105 0.0201828 0.00183259 43596.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 43.1883 35.8268 0.0211832 0.00183924 41356.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.716 35.7922 0.0201936 0.00182242 43546.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.1531 35.4055 0.0201847 0.00182257 43567.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.5716 35.2768 0.0201811 0.0018214 43573.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.1639 34.9162 0.0202488 0.00185403 43490.5 0
: 684 | 40.5436 35.0506 0.0201402 0.00176138 43528.4 1
: 685 Minimum Test error found - save the configuration
: 685 | 39.8725 34.067 0.0201857 0.00182526 43572 0
: 686 Minimum Test error found - save the configuration
: 686 | 39.804 33.9854 0.0201811 0.00182233 43575.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.8981 33.3987 0.0202374 0.00187481 43566.7 0
: 688 | 38.4582 33.4835 0.0201797 0.00177042 43456.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 38.0612 33.1512 0.021196 0.00184526 41342.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.6986 32.6245 0.0201971 0.00183207 43561.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.215 32.5349 0.0202065 0.00183383 43542.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 36.4892 32.3977 0.0201878 0.00183436 43588.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.1351 32.2622 0.0201886 0.00183059 43577.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.7987 31.6369 0.020206 0.00182396 43520.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 35.3879 31.475 0.0201884 0.00182395 43562.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.6591 30.9492 0.0202737 0.00185582 43436.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.0311 30.6635 0.020202 0.00182601 43535.1 0
: 698 | 33.6131 32.0778 0.0201438 0.00176225 43521.9 1
: 699 Minimum Test error found - save the configuration
: 699 | 33.5767 30.4875 0.0212096 0.00184127 41304.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.924 30.2857 0.0201937 0.0018304 43565.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 32.6082 30.1305 0.0201841 0.00183228 43592.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.2677 29.4172 0.0201871 0.00183076 43581.6 0
: 703 | 31.6264 29.6806 0.0201196 0.00177084 43599.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 31.2798 29.3667 0.0202067 0.00183489 43545 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.0091 28.9717 0.0202301 0.00187506 43584.8 0
: 706 | 30.3887 29.1752 0.0201308 0.00177911 43592.8 1
: 707 Minimum Test error found - save the configuration
: 707 | 30.1256 28.477 0.0201744 0.0018311 43612.7 0
: 708 | 29.8167 29.1876 0.0211179 0.00177347 41355.6 1
: 709 Minimum Test error found - save the configuration
: 709 | 29.242 27.8293 0.0201859 0.00181784 43553.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.8321 27.5931 0.0201863 0.00182226 43563.3 0
: 711 | 28.3269 28.073 0.0201265 0.00176803 43576.6 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.05 27.1919 0.0201815 0.00182413 43579.2 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.634 26.9393 0.0201926 0.00182485 43554.5 0
: 714 | 27.3846 27.0196 0.0201334 0.00176432 43551.3 1
: 715 | 27.0331 27.0527 0.020144 0.00176292 43522.9 2
: 716 Minimum Test error found - save the configuration
: 716 | 26.9075 26.5096 0.020229 0.00185316 43535.5 0
: 717 | 26.813 27.0403 0.0201555 0.00178122 43539.1 1
: 718 Minimum Test error found - save the configuration
: 718 | 26.6122 25.8743 0.0212101 0.00185998 41343.5 0
: 719 | 26.0205 26.3392 0.0201517 0.00177137 43524.9 1
: 720 Minimum Test error found - save the configuration
: 720 | 25.7407 25.8427 0.0202066 0.00183195 43538.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 25.1842 25.5503 0.0202172 0.001834 43518.1 0
: 722 | 24.8269 26.9463 0.0201437 0.00177075 43542.3 1
: 723 Minimum Test error found - save the configuration
: 723 | 24.6577 25.1907 0.0201993 0.00183221 43556.2 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.1465 24.8489 0.0201975 0.00182093 43533.6 0
: 725 | 23.9078 24.8893 0.0201417 0.00176816 43540.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 23.6453 24.3944 0.0202023 0.00183215 43548.8 0
: 727 | 23.5182 24.5343 0.0201345 0.00177176 43566.5 1
: 728 Minimum Test error found - save the configuration
: 728 | 22.9848 24.301 0.0212417 0.00186097 41278.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.691 23.8247 0.0202209 0.00183847 43519.7 0
: 730 | 22.4965 24.0543 0.0201415 0.00178023 43569.9 1
: 731 | 22.104 24.5071 0.0201403 0.00178253 43578.4 2
: 732 | 22.4613 23.9799 0.0201509 0.00178092 43549.4 3
: 733 Minimum Test error found - save the configuration
: 733 | 22.2577 23.1633 0.02019 0.00183983 43596.3 0
: 734 | 21.7483 23.7164 0.020145 0.00177689 43553.9 1
: 735 Minimum Test error found - save the configuration
: 735 | 21.3041 22.9406 0.0201756 0.00182381 43592.4 0
: 736 Minimum Test error found - save the configuration
: 736 | 20.9257 22.5606 0.0202045 0.00182343 43523.1 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.6004 22.5093 0.0201947 0.00182314 43545.6 0
: 738 | 20.3267 22.7354 0.0211146 0.001772 41359.5 1
: 739 | 20.2466 22.5393 0.0201306 0.00176819 43567.2 2
: 740 Minimum Test error found - save the configuration
: 740 | 19.9359 22.1261 0.0202272 0.00186025 43556.5 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.7597 21.9371 0.0202001 0.00182315 43532.8 0
: 742 | 19.5131 21.9457 0.0201423 0.00178262 43573.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.1741 21.6115 0.0201944 0.00183198 43567.3 0
: 744 | 19.1173 21.6845 0.0201299 0.00177677 43589.3 1
: 745 Minimum Test error found - save the configuration
: 745 | 18.7667 21.2098 0.0201939 0.00183203 43568.6 0
: 746 | 18.7113 21.5643 0.0201261 0.00176925 43580.5 1
: 747 Minimum Test error found - save the configuration
: 747 | 18.4285 20.8539 0.0201951 0.00183239 43566.6 0
: 748 | 18.2619 21.1217 0.0210954 0.00177062 41397.6 1
: 749 Minimum Test error found - save the configuration
: 749 | 18.2762 20.6811 0.0201811 0.00182578 43584 0
: 750 | 17.8838 21.2115 0.0201284 0.00176806 43572.1 1
: 751 | 17.6686 20.7757 0.0201296 0.00176778 43568.7 2
: 752 Minimum Test error found - save the configuration
: 752 | 17.4691 20.4684 0.020173 0.00181472 43577.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.2829 20.1394 0.0202456 0.00183867 43462 0
: 754 | 16.9122 20.5708 0.0201403 0.00176707 43541.7 1
: 755 Minimum Test error found - save the configuration
: 755 | 16.7686 19.8131 0.020195 0.00182448 43548 0
: 756 Minimum Test error found - save the configuration
: 756 | 16.6354 19.6364 0.02018 0.00182492 43584.7 0
: 757 | 16.4159 19.7735 0.0201227 0.00176176 43570.8 1
: 758 Minimum Test error found - save the configuration
: 758 | 16.2212 19.5044 0.0212069 0.00184622 41321 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.3165 19.2388 0.0201766 0.0018322 43610 0
: 760 | 15.9713 19.6556 0.0201286 0.0017759 43590.4 1
: 761 Minimum Test error found - save the configuration
: 761 | 15.7985 19.0977 0.020172 0.00183052 43617 0
: 762 | 15.5822 19.1045 0.0201253 0.00177871 43604.9 1
: 763 Minimum Test error found - save the configuration
: 763 | 15.2942 18.786 0.0201944 0.00181585 43529.1 0
: 764 | 15.3221 18.9282 0.0201339 0.00176935 43562.3 1
: 765 Minimum Test error found - save the configuration
: 765 | 15.223 18.7145 0.0202438 0.00187022 43540.8 0
: 766 Minimum Test error found - save the configuration
: 766 | 15.1307 18.4613 0.0202171 0.00182499 43496.8 0
: 767 Minimum Test error found - save the configuration
: 767 | 15.1459 18.2001 0.0202189 0.0018176 43475.1 0
: 768 | 14.8562 18.2204 0.0211194 0.00176291 41329.8 1
: 769 | 14.4934 18.4327 0.0201338 0.00176802 43559.3 2
: 770 Minimum Test error found - save the configuration
: 770 | 14.3851 17.5332 0.0201777 0.00184231 43631.4 0
: 771 | 14.4655 19.5496 0.0201379 0.00177719 43571.3 1
: 772 Minimum Test error found - save the configuration
: 772 | 14.7356 17.3555 0.0201788 0.00183033 43600.4 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.9392 17.1303 0.0201918 0.00182497 43556.8 0
: 774 | 13.7262 17.1812 0.0201236 0.0017696 43587.3 1
: 775 | 13.5372 17.1731 0.0201371 0.00177746 43573.8 2
: 776 | 13.4923 17.8279 0.0201303 0.00177827 43591.8 3
: 777 Minimum Test error found - save the configuration
: 777 | 13.456 16.6642 0.0211842 0.00183998 41356 0
: 778 Minimum Test error found - save the configuration
: 778 | 13.1173 16.4397 0.0201909 0.00182143 43550.6 0
: 779 | 13.0222 16.9945 0.0201313 0.00176302 43553.2 1
: 780 Minimum Test error found - save the configuration
: 780 | 13.0246 16.4232 0.0202058 0.00182115 43514.5 0
: 781 Minimum Test error found - save the configuration
: 781 | 12.8388 16.3023 0.020219 0.00184273 43534.4 0
: 782 | 12.6561 16.6992 0.0201515 0.00176835 43518.2 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.877 15.8874 0.0201838 0.00182212 43569 0
: 784 | 12.2956 16.5729 0.0201676 0.00176252 43466.2 1
: 785 | 12.3686 16.0892 0.0201163 0.00176077 43583.7 2
: 786 Minimum Test error found - save the configuration
: 786 | 12.0484 15.8787 0.0202068 0.00183303 43540.3 0
: 787 Minimum Test error found - save the configuration
: 787 | 11.7815 15.5563 0.0211933 0.00184441 41346.1 0
: 788 | 11.6826 15.8634 0.0201346 0.00177583 43575.9 1
: 789 Minimum Test error found - save the configuration
: 789 | 11.7584 15.2783 0.0201784 0.0018324 43606.3 0
: 790 Minimum Test error found - save the configuration
: 790 | 11.5407 15.2497 0.0201954 0.0018264 43551.6 0
: 791 | 11.4476 15.5145 0.0201575 0.00176841 43504.1 1
: 792 | 11.2762 15.2825 0.0201346 0.00176735 43555.8 2
: 793 | 11.1597 15.2939 0.0201452 0.00176741 43530.7 3
: 794 Minimum Test error found - save the configuration
: 794 | 11.121 14.9667 0.0201828 0.00182169 43570.4 0
: 795 Minimum Test error found - save the configuration
: 795 | 11.1933 14.9355 0.0201857 0.00182048 43560.5 0
: 796 | 10.7392 14.9963 0.0201177 0.00175984 43578.1 1
: 797 | 10.7457 14.9633 0.021132 0.00177203 41322.4 2
: 798 Minimum Test error found - save the configuration
: 798 | 10.7008 14.6269 0.0202101 0.00183601 43539.5 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.478 14.4074 0.0201853 0.00183068 43585.9 0
: 800 | 10.5617 14.4082 0.0201502 0.00177799 43544.1 1
: 801 | 10.5433 14.4726 0.020125 0.00177187 43589.2 2
: 802 Minimum Test error found - save the configuration
: 802 | 10.4529 14.213 0.0201793 0.00182697 43591.3 0
: 803 Minimum Test error found - save the configuration
: 803 | 10.1779 13.9559 0.0202099 0.00184376 43558.3 0
: 804 Minimum Test error found - save the configuration
: 804 | 10.0844 13.7953 0.0201838 0.00183196 43592.3 0
: 805 | 10.0386 14.0019 0.020121 0.00177746 43612.1 1
: 806 | 10.0026 13.8268 0.020122 0.00177673 43608 2
: 807 Minimum Test error found - save the configuration
: 807 | 9.79998 13.6796 0.021209 0.00184521 41314.3 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.45186 13.4136 0.0202073 0.0018238 43517.2 0
: 809 | 9.60543 13.4564 0.0201312 0.00176793 43565.3 1
: 810 | 9.49062 13.5453 0.020135 0.00176907 43558.9 2
: 811 Minimum Test error found - save the configuration
: 811 | 9.26038 13.3959 0.0201968 0.00182868 43553.7 0
: 812 | 9.24347 13.6743 0.0201393 0.00177187 43555.4 1
: 813 Minimum Test error found - save the configuration
: 813 | 9.21975 13.1309 0.0202258 0.00183355 43496.6 0
: 814 Minimum Test error found - save the configuration
: 814 | 8.99852 12.8541 0.0202055 0.00183226 43541.5 0
: 815 | 8.90477 12.9425 0.0201337 0.00178165 43591.9 1
: 816 | 8.90168 13.0918 0.0201344 0.00177754 43580.4 2
: 817 Minimum Test error found - save the configuration
: 817 | 8.79852 12.6383 0.021198 0.00185446 41357.4 0
: 818 Minimum Test error found - save the configuration
: 818 | 8.55752 12.5329 0.0201939 0.00182512 43552.2 0
: 819 | 8.66026 12.5772 0.0201377 0.00176912 43552.7 1
: 820 | 8.62863 12.8897 0.0201199 0.00176974 43596.2 2
: 821 | 8.77533 12.6254 0.0201505 0.00176944 43523.1 3
: 822 | 8.49361 12.5425 0.0201226 0.00176841 43586.9 4
: 823 Minimum Test error found - save the configuration
: 823 | 8.27786 11.931 0.0202045 0.00183212 43543.5 0
: 824 | 8.15396 12.1141 0.0201359 0.00176228 43540.8 1
: 825 | 8.2891 11.9519 0.0201315 0.00176941 43568 2
: 826 | 8.02597 12.2078 0.0201362 0.00177013 43558.6 3
: 827 | 8.01003 11.9557 0.0211311 0.00177999 41341.4 4
: 828 Minimum Test error found - save the configuration
: 828 | 8.06622 11.6958 0.0202056 0.0018424 43565.5 0
: 829 Minimum Test error found - save the configuration
: 829 | 7.89465 11.6831 0.0201876 0.00183578 43592.4 0
: 830 | 7.84883 12.4352 0.0201563 0.00177434 43520.9 1
: 831 | 7.837 11.9872 0.0201495 0.00178444 43560.9 2
: 832 Minimum Test error found - save the configuration
: 832 | 7.89731 11.6458 0.0201972 0.00184021 43580.2 0
: 833 | 7.64693 11.7193 0.0201574 0.00177886 43529 1
: 834 Minimum Test error found - save the configuration
: 834 | 7.53171 11.5597 0.0202156 0.00186367 43592.2 0
: 835 Minimum Test error found - save the configuration
: 835 | 7.55938 11.2939 0.0202041 0.00182674 43531.9 0
: 836 | 7.43823 11.4128 0.0201299 0.00176829 43569.2 1
: 837 Minimum Test error found - save the configuration
: 837 | 7.30702 11.1449 0.0211866 0.0018347 41339.7 0
: 838 | 7.48337 11.3326 0.0201614 0.00176874 43495.5 1
: 839 | 7.25748 11.4039 0.0201324 0.00177117 43570.1 2
: 840 Minimum Test error found - save the configuration
: 840 | 7.11633 10.7676 0.0202014 0.00183017 43546.4 0
: 841 | 7.04824 11.0224 0.0201212 0.00176124 43573.1 1
: 842 | 6.87679 11.0369 0.0201844 0.00178739 43485.4 2
: 843 | 7.07955 11.2044 0.0201702 0.0017824 43507.2 3
: 844 Minimum Test error found - save the configuration
: 844 | 7.13369 10.5137 0.0202172 0.00185242 43561.6 0
: 845 | 6.87154 10.5813 0.0201599 0.00177559 43515.4 1
: 846 | 6.91176 10.8235 0.0211383 0.00177133 41307.5 2
: 847 | 6.90969 10.5601 0.0201827 0.00177109 43450.9 3
: 848 | 6.65102 10.5287 0.0201431 0.00177062 43543.5 4
: 849 Minimum Test error found - save the configuration
: 849 | 6.53748 10.0785 0.0202017 0.00183336 43553.3 0
: 850 | 6.62189 11.0019 0.0201295 0.00176749 43568.3 1
: 851 | 6.70448 10.1793 0.0201274 0.00176091 43557.6 2
: 852 | 6.84203 10.1308 0.0201576 0.00176581 43497.8 3
: 853 Minimum Test error found - save the configuration
: 853 | 6.46814 9.89991 0.0201865 0.00183082 43583.2 0
: 854 Minimum Test error found - save the configuration
: 854 | 6.63585 9.84746 0.0201907 0.00182548 43560.5 0
: 855 | 6.45292 10.0183 0.0201356 0.0017701 43559.8 1
: 856 | 6.34356 9.85637 0.0211274 0.00178285 41355.4 2
: 857 Minimum Test error found - save the configuration
: 857 | 6.24852 9.72022 0.0201892 0.00183205 43579.8 0
: 858 Minimum Test error found - save the configuration
: 858 | 6.37142 9.62142 0.020231 0.00184816 43518.8 0
: 859 | 6.58995 9.90517 0.0201275 0.00177605 43593.4 1
: 860 Minimum Test error found - save the configuration
: 860 | 6.30763 9.33306 0.0201846 0.0018396 43608.6 0
: 861 | 6.18868 9.387 0.0201276 0.00177827 43598.2 1
: 862 | 6.36526 9.81163 0.0201329 0.00177746 43583.8 2
: 863 | 6.25187 9.47117 0.0201346 0.00176158 43542.2 3
: 864 Minimum Test error found - save the configuration
: 864 | 6.06805 9.28498 0.0201939 0.00182995 43563.5 0
: 865 Minimum Test error found - save the configuration
: 865 | 5.96347 9.27516 0.0202122 0.00182629 43511.7 0
: 866 Minimum Test error found - save the configuration
: 866 | 6.01521 9.22707 0.0211848 0.00183584 41345.9 0
: 867 Minimum Test error found - save the configuration
: 867 | 5.81332 9.11957 0.0202372 0.0018399 43484.7 0
: 868 | 5.83747 9.21997 0.0201348 0.00176229 43543.3 1
: 869 Minimum Test error found - save the configuration
: 869 | 5.85558 9.09303 0.0202137 0.00184023 43541 0
: 870 Minimum Test error found - save the configuration
: 870 | 5.77022 9.06146 0.0201782 0.00183139 43604.4 0
: 871 Minimum Test error found - save the configuration
: 871 | 5.69564 8.74297 0.0201939 0.00183371 43572.6 0
: 872 | 5.67552 9.36521 0.020138 0.00178018 43578.3 1
: 873 | 5.7635 9.43389 0.0201258 0.00177133 43586.1 2
: 874 Minimum Test error found - save the configuration
: 874 | 5.72545 8.61921 0.0201946 0.00183333 43569.9 0
: 875 Minimum Test error found - save the configuration
: 875 | 5.71106 8.60098 0.0202519 0.00185162 43477.7 0
: 876 | 5.57149 9.12894 0.0211171 0.00177183 41353.8 1
: 877 Minimum Test error found - save the configuration
: 877 | 5.51261 8.27185 0.0202129 0.00182823 43514.6 0
: 878 | 5.43577 8.43934 0.0201456 0.00176163 43516.3 1
: 879 | 5.44957 8.47284 0.0201292 0.00176719 43568.2 2
: 880 | 5.79571 8.60757 0.020137 0.00177065 43558 3
: 881 | 5.69032 9.26551 0.0201338 0.00176928 43562.3 4
: 882 | 5.61247 8.44999 0.0201529 0.00177038 43519.5 5
: 883 | 5.22738 8.31763 0.0201654 0.00177087 43491.2 6
: 884 | 5.60812 9.34708 0.0201764 0.00176432 43449.7 7
: 885 | 5.62791 8.74317 0.0201219 0.00176117 43571.1 8
: 886 | 5.63269 8.30178 0.0211484 0.00178156 41307.8 9
: 887 Minimum Test error found - save the configuration
: 887 | 5.35321 8.07173 0.0202772 0.00187649 43476.7 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.40482 7.94073 0.0202239 0.00186568 43577.2 0
: 889 Minimum Test error found - save the configuration
: 889 | 5.38699 7.90316 0.0201972 0.00182937 43554.3 0
: 890 | 5.49332 8.42761 0.0201491 0.0017697 43527.1 1
: 891 | 5.32207 8.58265 0.0201243 0.00176831 43582.6 2
: 892 Minimum Test error found - save the configuration
: 892 | 4.99266 7.68776 0.0202335 0.0018408 43495.4 0
: 893 | 5.1049 7.71695 0.0201355 0.00177149 43563.4 1
: 894 | 5.10117 7.88802 0.020148 0.00176392 43515.8 2
: 895 | 5.10746 7.99467 0.0201397 0.00176016 43526.8 3
: 896 | 5.37919 8.26736 0.0211338 0.00177063 41315.5 4
: 897 Minimum Test error found - save the configuration
: 897 | 5.06461 7.4028 0.0201965 0.00184123 43584.3 0
: 898 Minimum Test error found - save the configuration
: 898 | 4.8133 7.13151 0.020188 0.00183907 43599.3 0
: 899 | 5.15326 7.55142 0.0201305 0.00177905 43593.2 1
: 900 | 5.01659 7.17355 0.0201359 0.00176997 43558.9 2
: 901 | 4.88583 7.37187 0.0201447 0.00177131 43541.2 3
: 902 | 4.69414 7.53118 0.0201312 0.00178093 43596 4
: 903 | 4.69705 7.17557 0.0201417 0.00178001 43568.9 5
: 904 | 4.8187 7.51244 0.02013 0.00178021 43597.2 6
: 905 | 5.06097 7.19255 0.0201309 0.00177855 43591.2 7
: 906 | 4.78367 7.29062 0.020856 0.00177526 41927 8
: 907 | 4.69995 7.19838 0.0201701 0.00176903 43475.8 9
: 908 Minimum Test error found - save the configuration
: 908 | 4.5846 7.12225 0.0202692 0.00183817 43405 0
: 909 Minimum Test error found - save the configuration
: 909 | 4.55576 6.85015 0.0201965 0.00182719 43550.9 0
: 910 Minimum Test error found - save the configuration
: 910 | 4.53722 6.74772 0.0202057 0.00183005 43536 0
: 911 | 4.56573 6.96427 0.0202098 0.00177334 43392.3 1
: 912 | 4.55333 6.96469 0.0201495 0.0017623 43508.5 2
: 913 | 4.57664 7.11853 0.020218 0.00177024 43365.7 3
: 914 | 5.04249 7.03461 0.0201962 0.00179189 43468.1 4
: 915 | 4.5246 6.78989 0.0201904 0.00182007 43548.5 5
: 916 Minimum Test error found - save the configuration
: 916 | 4.4904 6.59483 0.0202085 0.00184227 43558.2 0
: 917 Minimum Test error found - save the configuration
: 917 | 4.43491 6.53661 0.020184 0.00182505 43575.5 0
: 918 Minimum Test error found - save the configuration
: 918 | 4.25761 6.45771 0.0202531 0.0018625 43500.5 0
: 919 Minimum Test error found - save the configuration
: 919 | 4.28591 6.38326 0.0201884 0.00183083 43578.7 0
: 920 | 4.2399 6.62029 0.0201677 0.0018118 43582.8 1
: 921 | 4.46601 6.40769 0.0201424 0.00177927 43565.6 2
: 922 | 4.48041 6.92926 0.0201434 0.00177172 43545.4 3
: 923 | 4.56245 7.39857 0.0201908 0.00177191 43433.7 4
: 924 | 4.70614 6.63061 0.0201464 0.00176969 43533.4 5
: 925 | 4.5223 6.64669 0.020175 0.00177765 43484.6 6
: 926 | 4.51168 6.98863 0.020157 0.00176983 43508.7 7
: 927 Minimum Test error found - save the configuration
: 927 | 4.51949 6.37276 0.0201943 0.0018348 43574.1 0
: 928 | 4.19584 6.94621 0.0201925 0.00176332 43409.4 1
: 929 Minimum Test error found - save the configuration
: 929 | 4.25666 6.20776 0.0201931 0.00182424 43552 0
: 930 | 4.09999 6.4391 0.020168 0.00177051 43484.3 1
: 931 Minimum Test error found - save the configuration
: 931 | 4.03727 6.03537 0.0201848 0.00182261 43567.8 0
: 932 | 4.06505 6.25195 0.0201234 0.00176736 43582.4 1
: 933 Minimum Test error found - save the configuration
: 933 | 4.14524 5.95454 0.0202006 0.00182021 43524.6 0
: 934 | 4.02793 6.26312 0.0201388 0.00176655 43543.9 1
: 935 | 4.05376 6.16722 0.0202005 0.00178107 43432.5 2
: 936 | 3.96077 5.97702 0.0201244 0.00177663 43602.1 3
: 937 Minimum Test error found - save the configuration
: 937 | 4.13173 5.85932 0.020202 0.00183667 43560.3 0
: 938 Minimum Test error found - save the configuration
: 938 | 3.93368 5.72861 0.0202447 0.00183972 43466.5 0
: 939 | 4.10186 6.7429 0.0201347 0.00177606 43576.1 1
: 940 Minimum Test error found - save the configuration
: 940 | 3.89207 5.53611 0.0202335 0.00183892 43491.1 0
: 941 | 3.96402 6.24974 0.0201372 0.00177731 43573.3 1
: 942 | 3.92413 5.65438 0.020139 0.00177738 43569.1 2
: 943 | 4.03618 6.10421 0.0201817 0.0017745 43461.2 3
: 944 Minimum Test error found - save the configuration
: 944 | 3.74272 5.42325 0.0202271 0.00182815 43480.8 0
: 945 | 3.72155 5.46213 0.0201617 0.00177047 43499 1
: 946 | 3.77625 5.43193 0.0201338 0.00176735 43557.6 2
: 947 | 3.9065 5.52035 0.0201491 0.00178536 43564.2 3
: 948 | 3.88555 5.48688 0.0201737 0.00176851 43466 4
: 949 | 3.75676 5.54275 0.0201237 0.00176111 43566.8 5
: 950 Minimum Test error found - save the configuration
: 950 | 3.81463 5.37286 0.0202384 0.00183107 43461 0
: 951 | 3.73841 5.42178 0.0201336 0.0017683 43560.4 1
: 952 | 3.626 6.03061 0.0222937 0.00178798 39013.5 2
: 953 Minimum Test error found - save the configuration
: 953 | 3.74663 5.20737 0.020272 0.00184415 43412.5 0
: 954 Minimum Test error found - save the configuration
: 954 | 3.99582 5.11857 0.0201992 0.00182288 43534.4 0
: 955 | 3.79983 5.47347 0.0202039 0.00176901 43395.9 1
: 956 | 3.77327 5.33835 0.0201274 0.00176972 43578.4 2
: 957 Minimum Test error found - save the configuration
: 957 | 3.83354 4.97859 0.0202531 0.00185283 43477.5 0
: 958 | 3.71865 5.39935 0.0201978 0.00176293 43396.1 1
: 959 | 3.86976 5.39281 0.0201293 0.00176983 43574.3 2
: 960 | 3.71935 5.24114 0.02017 0.00177152 43482 3
: 961 | 3.626 5.48817 0.0201174 0.00176765 43597.4 4
: 962 | 3.71519 5.38398 0.0201667 0.00181245 43586.7 5
: 963 | 3.58959 5.20307 0.020145 0.00176122 43516.5 6
: 964 | 3.54491 5.02839 0.0202069 0.00180045 43463.1 7
: 965 Minimum Test error found - save the configuration
: 965 | 3.52194 4.84579 0.0202853 0.00186956 43441 0
: 966 | 3.61167 5.45876 0.0201261 0.0017769 43598.6 1
: 967 | 3.8677 5.12324 0.0202306 0.00183771 43495 2
: 968 | 3.59729 4.95981 0.020133 0.00176905 43563.5 3
: 969 | 3.47045 4.90443 0.0201309 0.00176876 43567.9 4
: 970 | 3.65537 5.95259 0.0201689 0.00177959 43503.6 5
: 971 | 3.79085 5.2587 0.0201406 0.00177679 43564 6
: 972 | 3.59705 5.23357 0.0201773 0.00178777 43502.9 7
: 973 Minimum Test error found - save the configuration
: 973 | 3.59213 4.72969 0.0202054 0.00184278 43566.8 0
: 974 Minimum Test error found - save the configuration
: 974 | 3.44747 4.68321 0.0201969 0.00181578 43522.9 0
: 975 | 3.31081 4.91075 0.0201809 0.00177137 43455.8 1
: 976 | 3.56104 4.95912 0.0201354 0.00178296 43590.8 2
: 977 | 3.44464 5.23215 0.0202043 0.0017738 43406.2 3
: 978 | 3.67185 5.07147 0.0201666 0.00177028 43486.9 4
: 979 | 3.51502 4.73677 0.0201417 0.00176108 43524.1 5
: 980 Minimum Test error found - save the configuration
: 980 | 3.46663 4.62512 0.0202732 0.0018379 43395 0
: 981 | 3.53071 5.96451 0.0201627 0.0017775 43513.2 1
: 982 Minimum Test error found - save the configuration
: 982 | 3.82057 4.62092 0.0203382 0.00186849 43314.1 0
: 983 Minimum Test error found - save the configuration
: 983 | 3.31386 4.38352 0.0203097 0.00185332 43345.4 0
: 984 | 3.43188 4.62999 0.0202032 0.00178268 43429.8 1
: 985 | 3.59236 4.78497 0.0202213 0.00178404 43390.3 2
: 986 | 3.90293 4.46994 0.0201951 0.00179219 43471.3 3
: 987 | 4.01446 4.50284 0.0202417 0.00178795 43351.7 4
: 988 Minimum Test error found - save the configuration
: 988 | 3.44418 4.28141 0.0202765 0.00185013 43416 0
: 989 | 3.38784 4.83617 0.0202446 0.00176285 43285.8 1
: 990 | 3.86147 4.91409 0.0202096 0.00177371 43393.6 2
: 991 | 3.66419 4.41452 0.020159 0.00177367 43512.9 3
: 992 | 3.65812 4.48827 0.020187 0.0017722 43443.3 4
: 993 | 3.55183 4.2916 0.0201733 0.00176964 43469.6 5
: 994 | 3.36596 4.42145 0.020159 0.00176222 43485.8 6
: 995 | 3.24484 4.54698 0.0202124 0.00177438 43388.7 7
: 996 | 3.27848 4.32725 0.020165 0.00177102 43492.5 8
: 997 | 3.30981 4.36309 0.0201881 0.00177265 43441.8 9
: 998 | 3.15651 4.45372 0.0201658 0.00177095 43490.5 10
: 999 | 3.21734 4.36038 0.0201518 0.00176283 43504.3 11
: 1000 | 3.24764 4.46432 0.0202543 0.0017843 43313.5 12
: 1001 | 3.36779 4.57582 0.0201712 0.00178208 43504 13
: 1002 Minimum Test error found - save the configuration
: 1002 | 3.1978 3.96464 0.0202988 0.00185433 43373.4 0
: 1003 | 3.17017 4.67686 0.0201593 0.00177294 43510.4 1
: 1004 | 3.43163 4.06815 0.0201743 0.00177806 43487.1 2
: 1005 | 3.26404 4.47401 0.0202158 0.00177903 43391.6 3
: 1006 | 3.42495 4.76604 0.0201641 0.00177784 43510.7 4
: 1007 | 3.67938 5.04407 0.0201876 0.00178106 43462.8 5
: 1008 | 3.52767 4.23083 0.0201747 0.00177386 43476.4 6
: 1009 | 3.31767 4.03689 0.0201749 0.00177145 43470.1 7
: 1010 | 3.19069 4.00054 0.0202017 0.0017738 43412.4 8
: 1011 | 3.39385 4.01346 0.0201674 0.00177041 43485.5 9
: 1012 Minimum Test error found - save the configuration
: 1012 | 3.18109 3.88702 0.0202865 0.00184357 43376.9 0
: 1013 Minimum Test error found - save the configuration
: 1013 | 3.28327 3.81743 0.0202372 0.00182783 43456.1 0
: 1014 | 3.04961 4.47595 0.0202103 0.00180892 43475 1
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.26558 3.79848 0.0202344 0.00182932 43466.2 0
: 1016 | 3.17255 3.98417 0.0201598 0.00176992 43502.1 1
: 1017 | 3.09132 3.80455 0.0202049 0.0017629 43379.3 2
: 1018 Minimum Test error found - save the configuration
: 1018 | 2.95761 3.65634 0.0202457 0.00183659 43456.6 0
: 1019 | 3.01665 4.07028 0.0202072 0.00182391 43517.9 1
: 1020 | 3.12541 4.10803 0.0201717 0.00177978 43497.3 2
: 1021 | 3.20409 4.20521 0.0201614 0.00177828 43518.1 3
: 1022 | 3.38784 3.86958 0.0202045 0.00178162 43424.2 4
: 1023 Minimum Test error found - save the configuration
: 1023 | 3.35871 3.62845 0.0202279 0.0018409 43509.1 0
: 1024 | 3.10834 3.89576 0.0201855 0.00178751 43482.9 1
: 1025 | 2.99098 4.13099 0.0201773 0.00178967 43507.4 2
: 1026 | 3.05223 3.98562 0.0201631 0.00177909 43516.1 3
: 1027 Minimum Test error found - save the configuration
: 1027 | 2.95067 3.59283 0.0202776 0.00183422 43376 0
: 1028 | 2.93543 3.66829 0.0201628 0.00176902 43492.9 1
: 1029 | 3.08402 3.84022 0.0202004 0.00177148 43410 2
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.43767 3.51824 0.0202182 0.00182832 43502.1 0
: 1031 | 3.04028 3.80001 0.0201446 0.00176277 43521.2 1
: 1032 Minimum Test error found - save the configuration
: 1032 | 3.51303 3.4718 0.0202814 0.0018297 43356.5 0
: 1033 | 3.3492 3.504 0.0201539 0.00177001 43516.3 1
: 1034 | 2.99955 4.23523 0.020216 0.0017695 43368.6 2
: 1035 | 3.03683 3.51437 0.0201612 0.0017692 43497.1 3
: 1036 Minimum Test error found - save the configuration
: 1036 | 3.14981 3.45601 0.0202095 0.00182079 43505 0
: 1037 | 3.25484 3.47843 0.020278 0.00178643 43262.9 1
: 1038 | 2.97341 4.06716 0.0201711 0.00177966 43498.4 2
: 1039 | 3.04438 3.88271 0.0202049 0.00178285 43426.2 3
: 1040 Minimum Test error found - save the configuration
: 1040 | 3.06556 3.38232 0.0202474 0.00183767 43455.3 0
: 1041 | 3.17675 3.48056 0.0201489 0.00178105 43554.4 1
: 1042 Minimum Test error found - save the configuration
: 1042 | 3.13539 3.34262 0.0202804 0.00184932 43405 0
: 1043 | 2.8883 3.46727 0.02018 0.00178078 43480 1
: 1044 Minimum Test error found - save the configuration
: 1044 | 2.93695 3.3229 0.0203048 0.00184847 43345.5 0
: 1045 Minimum Test error found - save the configuration
: 1045 | 3.06343 3.1077 0.0202308 0.00182693 43469.2 0
: 1046 | 3.00215 3.20252 0.0201564 0.00177265 43516.6 1
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.8542 3.08361 0.0202647 0.00183252 43402.2 0
: 1048 | 3.19816 3.27991 0.0201619 0.00177117 43500.2 1
: 1049 | 2.88094 3.21052 0.0202133 0.00176581 43366.4 2
: 1050 | 2.87068 3.32517 0.0201837 0.00177196 43450.6 3
: 1051 | 3.05577 3.1557 0.0201632 0.00177096 43496.6 4
: 1052 Minimum Test error found - save the configuration
: 1052 | 2.74001 2.98982 0.0202911 0.00184953 43380.2 0
: 1053 | 2.84245 3.28442 0.0201857 0.00176424 43427.7 1
: 1054 | 2.90168 3.21023 0.0202288 0.00177297 43346.7 2
: 1055 | 2.8982 3.37505 0.0201866 0.00178106 43465.1 3
: 1056 | 3.10989 3.40293 0.0201638 0.00177926 43514.9 4
: 1057 | 3.05963 3.52323 0.0202133 0.00178702 43416.2 5
: 1058 | 3.23516 3.43804 0.020163 0.0017703 43495.6 6
: 1059 | 3.30533 3.07953 0.0202323 0.00179653 43394 7
: 1060 | 3.14899 3.41444 0.0201751 0.00178711 43506.6 8
: 1061 | 3.309 3.73421 0.0201639 0.00178115 43519 9
: 1062 | 3.55478 3.20355 0.0202572 0.00178464 43307.5 10
: 1063 | 2.86115 3.03964 0.0201627 0.00176366 43480.5 11
: 1064 | 2.65899 3.15777 0.0202549 0.00177877 43299 12
: 1065 | 2.76151 3.35895 0.0202336 0.00177573 43341.8 13
: 1066 | 2.74926 3.04183 0.0201971 0.00180482 43496.6 14
: 1067 | 2.8616 3.10555 0.0201667 0.00176357 43470.9 15
: 1068 | 2.88916 3.15741 0.0201695 0.00177127 43482.4 16
: 1069 Minimum Test error found - save the configuration
: 1069 | 2.8231 2.80207 0.0202779 0.00184435 43399.2 0
: 1070 | 2.67141 2.85983 0.0201779 0.00177262 43465.9 1
: 1071 Minimum Test error found - save the configuration
: 1071 | 2.66324 2.75171 0.0202821 0.00187565 43463.1 0
: 1072 | 2.60333 2.8428 0.0201819 0.00177192 43454.7 1
: 1073 | 2.69421 2.79469 0.0201917 0.00178171 43454.6 2
: 1074 Minimum Test error found - save the configuration
: 1074 | 2.63148 2.7046 0.0202695 0.00184881 43429.4 0
: 1075 | 2.79445 3.08799 0.0201646 0.00178071 43516.3 1
: 1076 | 2.84926 3.76643 0.0201797 0.00177647 43470.7 2
: 1077 | 3.17102 3.28289 0.0201861 0.00177677 43456.1 3
: 1078 | 2.91082 2.83018 0.0201934 0.00179854 43490.5 4
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.84546 2.54782 0.0202834 0.00184184 43380.3 0
: 1080 | 2.77235 2.73686 0.0201684 0.00177377 43491 1
: 1081 | 2.62447 2.83394 0.0202206 0.00177468 43370 2
: 1082 Minimum Test error found - save the configuration
: 1082 | 2.6154 2.46855 0.0202438 0.00182919 43443.8 0
: 1083 | 2.6812 2.78241 0.0201872 0.00177251 43443.6 1
: 1084 | 2.9197 2.92301 0.0202264 0.00176605 43336.1 2
: 1085 | 3.09031 2.84218 0.0202142 0.00177392 43383.3 3
: 1086 | 2.84896 3.52079 0.0202228 0.00177548 43366.6 4
: 1087 | 2.93905 2.60546 0.0201642 0.00177272 43498.3 5
: 1088 | 2.62446 2.96977 0.0201657 0.00177277 43495 6
: 1089 | 2.84172 2.72971 0.0202362 0.00176631 43313.8 7
: 1090 | 2.79348 3.1018 0.020186 0.00177271 43447 8
: 1091 | 2.77946 2.58039 0.0202038 0.00178326 43429.8 9
: 1092 | 2.79865 2.79388 0.0201747 0.00178227 43496.1 10
: 1093 | 2.97434 3.23052 0.0201758 0.00178112 43490.7 11
: 1094 | 2.78177 2.70939 0.0202234 0.00177609 43366.9 12
: 1095 | 2.99297 3.12911 0.020171 0.00178138 43502.8 13
: 1096 | 2.65767 2.5587 0.0202319 0.00179156 43383.3 14
: 1097 | 2.62949 2.67293 0.0201914 0.00178988 43474.8 15
: 1098 | 2.69761 2.78129 0.0201862 0.00178202 43468.4 16
: 1099 | 2.67848 2.59698 0.0202103 0.00176578 43373.3 17
: 1100 | 2.61993 2.68615 0.0201651 0.00177242 43495.7 18
: 1101 | 2.50836 2.47608 0.0202028 0.00177355 43409.3 19
: 1102 Minimum Test error found - save the configuration
: 1102 | 2.56162 2.27698 0.0202585 0.00186026 43482.5 0
: 1103 | 2.50916 2.62912 0.0201934 0.00176362 43408 1
: 1104 | 2.57122 2.73334 0.020218 0.00177438 43375.5 2
: 1105 | 2.56908 2.39171 0.0201821 0.00177374 43458.6 3
: 1106 | 2.79228 2.68908 0.0201968 0.00177353 43423.5 4
: 1107 | 2.82777 2.69894 0.0201834 0.00177188 43450.9 5
: 1108 | 2.68265 2.63001 0.0201771 0.00176427 43447.9 6
: 1109 | 2.7703 2.81832 0.020257 0.00178834 43316.6 7
: 1110 | 2.7524 2.40947 0.0201718 0.00177905 43495.5 8
: 1111 | 2.68386 2.5542 0.0202152 0.00178209 43400.3 9
: 1112 | 2.54097 2.65216 0.0201707 0.00177176 43480.9 10
: 1113 | 2.48428 2.50595 0.0201798 0.0017731 43462.4 11
: 1114 | 2.39491 2.35648 0.020211 0.00178355 43413.5 12
: 1115 | 2.38125 2.59458 0.0201769 0.00178225 43491 13
: 1116 | 2.5312 2.3623 0.0201933 0.00178282 43453.4 14
: 1117 | 2.46251 2.34829 0.020209 0.00179639 43448.5 15
: 1118 | 2.56145 2.41163 0.0202007 0.00180601 43490.7 16
: 1119 | 2.51133 2.62912 0.0201977 0.00177089 43415 17
: 1120 | 2.65399 2.51222 0.0201685 0.00177081 43483.6 18
: 1121 Minimum Test error found - save the configuration
: 1121 | 2.48665 2.15434 0.0202833 0.00184316 43383.6 0
: 1122 | 2.41596 2.36709 0.0202044 0.00176543 43386.5 1
: 1123 | 2.60046 2.26181 0.0202222 0.00180756 43443.8 2
: 1124 | 2.52102 2.67564 0.0202335 0.00177377 43337.6 3
: 1125 | 2.56495 3.01171 0.0201867 0.00177432 43449 4
: 1126 | 2.65769 2.48567 0.0202219 0.00176704 43349 5
: 1127 | 2.58537 2.61029 0.0201901 0.0017796 43453.4 6
: 1128 | 2.40613 2.3686 0.0202096 0.0017852 43420.7 7
: 1129 | 2.5238 3.81828 0.0201768 0.00178198 43490.6 8
: 1130 | 2.97837 2.24641 0.0201994 0.00180324 43487.5 9
: 1131 | 2.51313 2.36735 0.0202314 0.00178278 43363.6 10
: 1132 | 2.56481 3.11867 0.0201693 0.00178206 43508.5 11
: 1133 | 2.61093 2.46544 0.0202488 0.00178386 43325.3 12
: 1134 | 2.54276 2.48759 0.020177 0.0017814 43488.6 13
: 1135 | 2.49912 2.17542 0.0201672 0.00177277 43491.4 14
: 1136 | 2.29851 2.39207 0.0202426 0.00177786 43325.8 15
: 1137 | 2.38702 2.21592 0.020186 0.00177432 43450.6 16
: 1138 Minimum Test error found - save the configuration
: 1138 | 2.48226 2.12432 0.0203108 0.00184895 43332.6 0
: 1139 | 2.64314 2.59281 0.0201833 0.00176365 43431.8 1
: 1140 Minimum Test error found - save the configuration
: 1140 | 2.81784 2.08176 0.0202563 0.00182903 43414 0
: 1141 | 2.44776 2.36006 0.0202257 0.00177749 43364.7 1
: 1142 | 2.51237 2.19991 0.0201803 0.00177239 43459.5 2
: 1143 | 2.45888 2.34458 0.0202368 0.00176735 43314.8 3
: 1144 | 2.27607 2.14578 0.0201892 0.00177313 43440.4 4
: 1145 | 2.31966 2.10508 0.0201887 0.0017852 43470 5
: 1146 | 2.17808 2.14844 0.0202098 0.00178202 43412.7 6
: 1147 | 2.41767 2.55742 0.0202041 0.00178186 43425.9 7
: 1148 | 2.58724 2.46144 0.0202371 0.00177977 43343.2 8
: 1149 | 2.70009 2.73554 0.0202058 0.00178234 43422.8 9
: 1150 Minimum Test error found - save the configuration
: 1150 | 2.20104 2.01885 0.020277 0.00186503 43450 0
: 1151 | 2.12202 2.46792 0.0202991 0.00179 43221.9 1
: 1152 | 2.27084 2.49187 0.0201862 0.00176714 43433.2 2
: 1153 | 2.42581 2.31369 0.0202621 0.0017772 43278.6 3
: 1154 | 2.13356 2.08545 0.0201822 0.00177329 43457.3 4
: 1155 | 2.35023 2.53701 0.0201786 0.0017742 43467.9 5
: 1156 | 2.49084 2.13929 0.0202286 0.00176727 43333.9 6
: 1157 | 2.43225 2.72628 0.0201874 0.00177335 43445.2 7
: 1158 | 2.49173 2.51945 0.0202345 0.00177487 43337.7 8
: 1159 | 2.28629 2.28458 0.0201825 0.00177297 43455.7 9
: 1160 Minimum Test error found - save the configuration
: 1160 | 2.20145 1.98408 0.0202546 0.00184218 43448.8 0
: 1161 | 2.05123 2.41148 0.0202628 0.00177755 43277.7 1
: 1162 | 2.26721 2.02402 0.0202121 0.00178923 43424.3 2
: 1163 | 2.20187 2.31055 0.0202307 0.00178423 43368.8 3
: 1164 | 2.38227 2.30265 0.0202023 0.00177677 43418 4
: 1165 | 2.3068 2.10516 0.0201853 0.00178099 43468.1 5
: 1166 | 2.2971 2.04095 0.0202402 0.00178548 43349.3 6
: 1167 | 2.30665 2.39985 0.0201781 0.00178057 43484.2 7
: 1168 | 2.28744 2.96613 0.0202283 0.00178407 43374.1 8
: 1169 | 2.38983 2.06184 0.0201808 0.00176535 43441.8 9
: 1170 | 2.49168 2.16126 0.0202206 0.00180615 43444.2 10
: 1171 | 2.34542 2.49956 0.0201898 0.00177627 43446.4 11
: 1172 Minimum Test error found - save the configuration
: 1172 | 2.44746 1.97633 0.0202333 0.00183854 43490.8 0
: 1173 | 2.2008 2.13319 0.0202279 0.00176825 43337.7 1
: 1174 | 2.19259 2.22178 0.0201862 0.00177156 43443.7 2
: 1175 | 2.40194 2.01972 0.0202158 0.00178125 43396.7 3
: 1176 Minimum Test error found - save the configuration
: 1176 | 2.16166 1.93373 0.0202663 0.00184151 43419.7 0
: 1177 | 2.03651 1.97527 0.0202598 0.00177597 43281.1 1
: 1178 | 2.00887 1.97165 0.0203061 0.00178641 43197.3 2
: 1179 Minimum Test error found - save the configuration
: 1179 | 2.10256 1.76333 0.0202915 0.00187651 43442.8 0
: 1180 | 2.20386 2.16983 0.0202372 0.00178534 43356 1
: 1181 | 2.35403 2.90184 0.0202353 0.00178605 43362.3 2
: 1182 | 2.6986 2.66663 0.0202059 0.00178489 43428.7 3
: 1183 | 2.67988 1.91494 0.0202389 0.00178506 43351.4 4
: 1184 | 2.24629 2.05864 0.0201998 0.00178875 43452.1 5
: 1185 | 2.26402 1.98452 0.0203051 0.00178342 43192.6 6
: 1186 | 2.33349 2.23856 0.020312 0.00178643 43183.6 7
: 1187 | 2.37466 2.37181 0.0202146 0.00178041 43397.7 8
: 1188 | 2.28766 1.9647 0.020293 0.00178088 43214.8 9
: 1189 | 2.1131 2.08402 0.0201882 0.00177448 43445.9 10
: 1190 | 2.24574 2.29418 0.0202293 0.00177505 43350.4 11
: 1191 | 2.25341 2.11391 0.0201807 0.00177262 43459.2 12
: 1192 | 2.22458 1.96892 0.0201801 0.00176587 43444.6 13
: 1193 Minimum Test error found - save the configuration
: 1193 | 2.13466 1.72404 0.0203271 0.00185407 43306.5 0
: 1194 | 2.1755 2.08676 0.0201794 0.00178153 43483.4 1
: 1195 | 2.44266 2.11373 0.0202101 0.00178513 43419.3 2
: 1196 | 2.23237 1.97365 0.0201871 0.00177462 43448.7 3
: 1197 | 2.01118 2.12028 0.0202036 0.00178316 43430 4
: 1198 | 1.94562 2.19352 0.0202215 0.00178392 43389.6 5
: 1199 | 2.30494 3.4841 0.0202115 0.00178424 43413.9 6
: 1200 | 2.21506 1.74159 0.0202223 0.00178501 43390.3 7
: 1201 | 2.01225 2.18796 0.0201761 0.00176396 43449.5 8
: 1202 | 2.20507 2.06009 0.0201861 0.00177265 43446.5 9
: 1203 | 2.30617 2.11069 0.0202175 0.00177534 43378.9 10
: 1204 | 2.16663 1.8758 0.0201934 0.00177733 43440.3 11
: 1205 | 2.03773 1.76723 0.0202318 0.0017689 43330.2 12
: 1206 | 2.17679 1.91373 0.0201878 0.0017739 43445.5 13
: 1207 | 2.02162 2.12186 0.0201961 0.00177233 43422.1 14
: 1208 | 2.05807 2.15812 0.0202195 0.00177451 43372.3 15
: 1209 | 2.08257 1.94476 0.0201832 0.00177092 43449.2 16
: 1210 | 2.01183 1.897 0.0202206 0.00176723 43352.6 17
: 1211 | 2.16716 2.06475 0.0202026 0.0017816 43428.6 18
: 1212 | 2.06315 1.95421 0.020188 0.00178843 43479.3 19
: 1213 | 2.03273 2.13043 0.0202123 0.00178401 43411.6 20
: 1214 | 2.06145 2.40047 0.0201994 0.00177351 43417.2 21
:
: Elapsed time for training with 1000 events: 24.6 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0278 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.55 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.301 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.73041e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31311e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0685 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.091 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00543 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.229 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 1.87 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: 0.0467 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00587 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: 0.0918 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.00654 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00113 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: 0.229 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.026 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: 1.86 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.208 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : -0.0285 -0.0743 1.49 1.20 | 3.278 3.288
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : -0.0354 -0.0890 1.37 1.08 | 3.334 3.347
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
unsigned int UInt_t
Definition: RtypesCore.h:46
double Double_t
Definition: RtypesCore.h:59
#define gROOT
Definition: TROOT.h:406
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
A specialized string object used for TTree selections.
Definition: TCut.h:25
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:3997
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:879
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:523
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:562
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:631
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:511
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:484
This is the main MVA steering class.
Definition: Factory.h:80
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
static Tools & Instance()
Definition: Tools.cxx:75
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1211
@ kFDA
Definition: Types.h:94
@ kBDT
Definition: Types.h:88
@ kPDERS
Definition: Types.h:82
@ kPDEFoam
Definition: Types.h:96
@ kSVM
Definition: Types.h:91
@ kKNN
Definition: Types.h:85
@ kMLP
Definition: Types.h:92
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
Basic string class.
Definition: TString.h:136
Bool_t IsNull() const
Definition: TString.h:407
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition: TSystem.cxx:1294
A TTree represents a columnar dataset.
Definition: TTree.h:79
int main(int argc, char **argv)
create variable transformations
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Tools & gTools()
Author
Andreas Hoecker

Definition in file TMVARegression.C.