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Reference Guide
TMVARegression.C File Reference
Tutorials » TMVA tutorials

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"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#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 {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
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;
}
UInt_t
unsigned int UInt_t
Definition: RtypesCore.h:46
Double_t
double Double_t
Definition: RtypesCore.h:59
gROOT
#define gROOT
Definition: TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
TCut
A specialized string object used for TTree selections.
Definition: TCut.h:25
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:3997
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:879
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:523
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:562
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:631
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:511
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition: DataLoader.cxx:484
TMVA::Factory
This is the main MVA steering class.
Definition: Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition: Tools.cxx:75
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1211
TMVA::Types::kFDA
@ kFDA
Definition: Types.h:94
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:88
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:82
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:96
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:91
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:85
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:92
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
TString
Basic string class.
Definition: TString.h:136
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:407
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition: TSystem.cxx:1294
TTree
A TTree represents a columnar dataset.
Definition: TTree.h:79
main
int main(int argc, char **argv)
Definition: histspeedtest.cxx:751
TMVA
create variable transformations
Definition: GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::gTools
Tools & gTools()
Author
Andreas Hoecker

Definition in file TMVARegression.C.