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TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.611 sec
: Elapsed time for training with 1000 events: 0.618 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0166 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00134 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0104 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000382 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00244 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33549.5
: --------------------------------------------------------------
: 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 | 34800.4 33115.6 0.0192018 0.00176931 45891.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 34266.6 32465.4 0.0193871 0.00176984 45410 0
: 3 Minimum Test error found - save the configuration
: 3 | 33597.4 31750.2 0.0197304 0.00179668 44608.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 32904.4 31063.4 0.0197979 0.0017797 44399.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 32145 30276.3 0.0198048 0.00178124 44386.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 31263.5 29467.6 0.0197583 0.00178377 44507.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30576 28979.3 0.0198721 0.00177053 44195.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 30147.2 28613.4 0.0195929 0.00175043 44836.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 29795 28282.6 0.0196286 0.00176055 44772.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 29467.3 27978.7 0.0196539 0.00176311 44715.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 29167 27683.9 0.0196559 0.00175577 44692.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 28874.5 27402.3 0.0196718 0.00176867 44684.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 28590 27134.1 0.0196656 0.00176857 44700.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 28317.9 26872.3 0.0196658 0.00176359 44687.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 28052.6 26615.9 0.019668 0.00177029 44698.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 27789.5 26369.6 0.0196696 0.00176924 44691.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 27539.3 26121.3 0.01968 0.00176743 44661.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 27288.4 25879.4 0.0196939 0.00176439 44619.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 27042.3 25642.5 0.0199993 0.00176685 43877.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 26801.4 25408.7 0.0196776 0.00176336 44657.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 26564.7 25177.4 0.0196811 0.00176256 44646.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26329.4 24951.4 0.019676 0.00176215 44658.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 26099.4 24727.7 0.0196863 0.00176422 44637.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 25873.5 24504.7 0.0196915 0.00176208 44619.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 25647.2 24287.5 0.0196862 0.00175648 44618.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 25426.9 24071.5 0.0196905 0.00177013 44641.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 25206.6 23860.5 0.0197112 0.00177335 44598.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 24991.3 23650.7 0.0203765 0.00245444 44637.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24777.8 23443.3 0.0197067 0.00177242 44607.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 24565.4 23240.3 0.0197097 0.00178021 44619.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 24358.7 23036.6 0.0197016 0.00177 44614.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 24151.2 22836.8 0.0197003 0.00177335 44625.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 23946.7 22639.8 0.0197037 0.00177402 44618.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 23745.7 22443.6 0.0197097 0.00176936 44592.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 23546.3 22248.8 0.0197007 0.0017647 44603.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 23350.6 22053.6 0.0197176 0.00176842 44570.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 23151.8 21865.5 0.0197138 0.00176605 44573.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 22960.2 21677 0.0197053 0.00175957 44578.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 22766.8 21493.4 0.0196905 0.0017653 44629.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22577.7 21311.2 0.0197181 0.00176624 44563.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 22393.2 21126.5 0.0197117 0.00175854 44560.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 22206.4 20946 0.0197204 0.00176728 44560.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 22020.9 20770 0.0197154 0.00177433 44590.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 21841.8 20591.8 0.0197232 0.00177744 44578.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21662.1 20415.3 0.0197434 0.00178498 44547.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21482 20243.7 0.0198215 0.00181453 44427.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 21306.1 20073.2 0.0197527 0.00178443 44522.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 21131.1 19905 0.0197407 0.00177637 44532.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 20961.7 19733.5 0.019747 0.00178283 44533 0
: 50 Minimum Test error found - save the configuration
: 50 | 20786.8 19569.4 0.0197238 0.0017626 44540.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 20619.4 19403.9 0.0197454 0.00177785 44524.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 20449.1 19244 0.0197883 0.00177091 44401.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 20284.2 19083.7 0.0197531 0.00177764 44505.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 20122 18921.6 0.020212 0.00181786 43492.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 19956.8 18764.6 0.0197745 0.00178338 44466.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 19796.6 18607.5 0.0197775 0.00177851 44447 0
: 57 Minimum Test error found - save the configuration
: 57 | 19638.7 18449.6 0.0197899 0.00178575 44434.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 19475.8 18300.6 0.0198197 0.00179007 44371.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 19323.8 18146 0.0197892 0.00177956 44420.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19166.9 17996 0.0197587 0.0017717 44476.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 19012.7 17848.5 0.0197446 0.00176473 44494.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18862.4 17699.7 0.0197564 0.00177157 44481.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 18711.3 17552.7 0.0197659 0.0017796 44478.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 18560 17407 0.0197585 0.00177738 44491.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 18404.9 17229.6 0.0197604 0.00177941 44491.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 18306.7 17092.6 0.0198148 0.00178302 44366.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 18113.2 16974 0.0198258 0.00181743 44423.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 17970.6 16823.8 0.019805 0.00178477 44394.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 17812.6 16648.3 0.0201635 0.00179625 43555.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17668.5 16512 0.0198363 0.00179168 44334.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 17524.7 16375 0.0198423 0.00178979 44315.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 17369.6 16218.1 0.0198676 0.0018031 44285.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 17223.6 16077.8 0.0203166 0.00180091 43206.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 17075.8 15936.1 0.0198887 0.00179836 44222.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 16930.3 15792.9 0.0199075 0.00179972 44179.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 16788.7 15654.7 0.0203315 0.0018152 43205.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 16648.3 15517.6 0.0199428 0.00181631 44134.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 16505.2 15385 0.0199584 0.00181361 44089.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 16366.3 15250.5 0.0199463 0.00180235 44091.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 16227.9 15118.8 0.0199398 0.00180515 44114.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 16094.5 14984.1 0.0199337 0.00180116 44119.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 15958 14852.7 0.0199369 0.00179899 44106.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 15821.7 14722 0.0199386 0.00180058 44106.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 15690.2 14592.1 0.0202136 0.00182164 43497.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 15558 14461.4 0.0199947 0.00181337 44001.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 15424.8 14334.7 0.020006 0.00182478 44001.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 15295.8 14205.4 0.0199893 0.00181642 44021.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 15165.9 14077.3 0.0199895 0.00180593 43995.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 15036.1 13953.8 0.0199701 0.00180258 44034.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 14909.7 13830.8 0.0199603 0.00180351 44060.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 14785.1 13708.2 0.0199731 0.00180334 44029.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 14662.2 13584.5 0.0199665 0.00180404 44046.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 14536.7 13466.1 0.019971 0.00180371 44035.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 14415.9 13347.7 0.0199673 0.00180322 44043 0
: 95 Minimum Test error found - save the configuration
: 95 | 14295.1 13230.8 0.0199825 0.00180536 44011.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 14176.9 13112.4 0.0200193 0.00180861 43930.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 14058 12998 0.020242 0.00181277 43409.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13940.5 12882.2 0.0199942 0.00181434 44004.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 13824.2 12768.9 0.020261 0.00181061 43359.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 13710.4 12654.1 0.0199927 0.00180477 43985.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 13594.3 12543.8 0.0199914 0.0018041 43986.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 13481.6 12433.7 0.0199973 0.00180467 43973.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 13370.6 12322.5 0.0200018 0.00180611 43966.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 13257.4 12216 0.0199955 0.00180522 43979.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 13149.7 12106.3 0.0199801 0.00180315 44011.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 13038.9 12000.1 0.0200563 0.00181102 43846.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 12930.8 11894.6 0.0200426 0.00181726 43894.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12824.2 11788.8 0.0200131 0.00180893 43945.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 12717.8 11684 0.020208 0.00181391 43492.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 12613 11579.1 0.0200101 0.00180663 43947.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 12505.9 11479 0.020011 0.00180831 43949.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 12404.2 11376.8 0.0200126 0.00180719 43943.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 12301.2 11275.9 0.0200087 0.00180805 43954.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 12199.9 11174.9 0.0200102 0.00180567 43945.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 12098.5 11075.6 0.0200063 0.00180691 43957.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 11998.1 10977.3 0.0200152 0.0018085 43939.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 11899.1 10879.8 0.0200153 0.00180726 43936.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 11800.6 10783.2 0.0200176 0.00180133 43916.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 11702.9 10687.8 0.0200241 0.001801 43900.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 11606.6 10592.6 0.0202638 0.00179598 43318.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 11511.3 10497.5 0.0200192 0.00179403 43895.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 11415.8 10404.1 0.0200231 0.0018021 43905.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 11321 10312.2 0.0200235 0.00180125 43902.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 11227.5 10221.3 0.0200201 0.00180126 43910.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 11136.3 10128.9 0.0200165 0.00180079 43918.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 11043.8 10038.3 0.0200342 0.0018024 43879.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10952.3 9949.19 0.020044 0.00180878 43871.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 10862.4 9860.41 0.0200653 0.00182639 43862.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 10772.7 9772.34 0.0200494 0.00181526 43873.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 10683.1 9686.57 0.0200328 0.00180139 43880.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10597.3 9597.9 0.0200345 0.00180301 43880.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 10508.1 9512.69 0.0200386 0.00180403 43872.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 10424.9 9423.42 0.0200375 0.00180361 43874.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 10334.7 9341.54 0.0200445 0.00180307 43856.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 10251 9258.26 0.020046 0.00180362 43853.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 10168.2 9173.03 0.0200322 0.00180255 43884.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 10082.5 9091.94 0.0200348 0.00180248 43878 0
: 138 Minimum Test error found - save the configuration
: 138 | 10000.9 9009.03 0.0200424 0.0018025 43859.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9917.85 8928.36 0.0200384 0.00179627 43854.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 9836.14 8848.79 0.0204459 0.00182697 42966.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 9756.94 8766.97 0.0200391 0.00180294 43869 0
: 142 Minimum Test error found - save the configuration
: 142 | 9674.35 8689.69 0.0200348 0.00180453 43883.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 9595.8 8611.57 0.020057 0.00180365 43827.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9517.19 8533.65 0.0210988 0.00182 41496.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 9439.3 8455.97 0.0200492 0.00181236 43867.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 9362.46 8377.87 0.0200434 0.00181128 43878.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 9283.78 8303.21 0.0200475 0.00181173 43869.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 9209.49 8226.52 0.020073 0.00183448 43863.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 9132.95 8151.63 0.020057 0.00180522 43831.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 9056.44 8079.88 0.0200511 0.00182066 43882.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 8985.18 8003.74 0.0200874 0.00181731 43787.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 8909.52 7931.43 0.0200651 0.00181491 43835.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 8837.04 7858.72 0.0200645 0.00181339 43833 0
: 154 Minimum Test error found - save the configuration
: 154 | 8764.43 7786.87 0.0200596 0.00181146 43840.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 8692.75 7715.34 0.0200595 0.00181245 43842.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8620.92 7645.37 0.020061 0.00181525 43846 0
: 157 Minimum Test error found - save the configuration
: 157 | 8549.71 7576.88 0.0200857 0.00181421 43784 0
: 158 Minimum Test error found - save the configuration
: 158 | 8479.61 7509.19 0.0200432 0.00181111 43878.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 8413.39 7436.68 0.0204355 0.00181002 42951.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 8342.37 7367.94 0.0200632 0.0018062 43818.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8273.64 7300.45 0.0200505 0.00180671 43850.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 8207.07 7231.77 0.0200683 0.00180489 43803.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 8137.94 7166.62 0.0200517 0.00180533 43844.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 8072.22 7100.57 0.0200522 0.00180477 43841.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 8006.34 7034.91 0.0200658 0.00180645 43813.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7939.49 6971.79 0.0200541 0.0018045 43836.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7876.88 6905.85 0.0200632 0.00180547 43817 0
: 168 Minimum Test error found - save the configuration
: 168 | 7811.17 6841.87 0.0200662 0.00180527 43809.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 7747.17 6778.93 0.0200664 0.00180684 43812.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 7684.14 6716.01 0.020055 0.0017979 43818.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 7621.15 6653.63 0.0200845 0.00180529 43765.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7558.96 6591.76 0.0200677 0.00179816 43788.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 7497.1 6530.66 0.0200927 0.00180769 43751.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 7435.58 6470.29 0.0200666 0.00180514 43808.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 7375.16 6409.93 0.0200566 0.00180589 43833.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 7315.22 6349.42 0.0200569 0.0018046 43830.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 7254.63 6291 0.0200614 0.00180703 43825 0
: 178 Minimum Test error found - save the configuration
: 178 | 7196.98 6230.76 0.0200798 0.00180513 43776.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7136.59 6172.96 0.0200626 0.00180664 43821.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 7078.62 6115.48 0.0200715 0.00180601 43798.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 7021.53 6057.2 0.0200635 0.00180434 43813.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 6962.94 6001.65 0.0200614 0.00180599 43822.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6907.64 5943.95 0.0200821 0.00180108 43761.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 6850.58 5887.91 0.0200714 0.00180647 43799.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 6795.44 5831.52 0.0200791 0.00181444 43800.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 6738.18 5778.04 0.0200623 0.00181158 43833.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 6685.7 5721.4 0.0200811 0.00181365 43793.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6628.93 5668.92 0.0200771 0.00181494 43806.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 6575.02 5616.35 0.0200749 0.00181585 43813.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 6523.39 5561.51 0.020059 0.00181393 43847.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6468.56 5509.29 0.0200759 0.00181342 43805.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6416.33 5456.86 0.0200782 0.00181554 43805.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 6363.95 5405.01 0.0200805 0.00181475 43797.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6312.16 5353.39 0.0200775 0.00181526 43806.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 6260.27 5302.86 0.0200766 0.00180891 43793.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6209.79 5252.01 0.0204163 0.00181708 43012.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 6159.16 5201.79 0.0201087 0.00181398 43728.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 6108.37 5153.07 0.0200795 0.00181339 43797 0
: 199 Minimum Test error found - save the configuration
: 199 | 6059 5103.87 0.0200801 0.00181372 43796.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 6009.61 5055.12 0.0200761 0.00180767 43791.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 5961.36 5005.64 0.0200747 0.00180526 43789.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 5910.98 4959.33 0.0201019 0.00180118 43714.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 5864.09 4911.25 0.020083 0.00180089 43758.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 5816.29 4863.65 0.0200833 0.00180864 43776.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 5769.16 4816.19 0.0200658 0.00180717 43814.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 5720.68 4771.64 0.0200969 0.00180747 43741.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 5675.85 4724.57 0.0200873 0.00180704 43763.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 5628.28 4679.81 0.020084 0.00180789 43773 0
: 209 Minimum Test error found - save the configuration
: 209 | 5583.43 4633.91 0.0201038 0.00182396 43764.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 5537.36 4589.33 0.0200776 0.00180856 43790 0
: 211 Minimum Test error found - save the configuration
: 211 | 5492.15 4545.28 0.0200762 0.00180632 43788 0
: 212 Minimum Test error found - save the configuration
: 212 | 5447.34 4501.73 0.0200688 0.00179815 43786.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5403.06 4458.97 0.0200814 0.00179826 43756 0
: 214 Minimum Test error found - save the configuration
: 214 | 5360.61 4413.2 0.0200917 0.00180642 43751 0
: 215 Minimum Test error found - save the configuration
: 215 | 5314.8 4371.43 0.0200847 0.00180692 43768.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5272.25 4328.69 0.0200801 0.0018075 43781.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 5229.08 4286.93 0.0200674 0.00180532 43806.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 5186.68 4244.73 0.0200785 0.00180709 43784.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 5143.74 4203.97 0.0203597 0.00180767 43122.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 5102.27 4162.88 0.0200833 0.00180145 43759.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 5060.23 4122.28 0.0200823 0.00180897 43779.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 5019.16 4081.7 0.0200922 0.00181329 43766.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4977.68 4042.31 0.0200846 0.0018124 43782.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 4937.2 4002.78 0.0200853 0.00181437 43785.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4897.43 3962.87 0.0205095 0.00184865 42870.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 4856.64 3924.31 0.0203297 0.00181656 43212.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 4816.84 3886.32 0.020086 0.00181915 43795.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4778.66 3847.16 0.0200862 0.0018157 43786.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 4738.58 3809.54 0.0200779 0.00181426 43803 0
: 230 Minimum Test error found - save the configuration
: 230 | 4699.32 3773.14 0.020095 0.00181599 43766 0
: 231 Minimum Test error found - save the configuration
: 231 | 4661.95 3735.23 0.0200686 0.00181263 43821.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 4623.18 3698.76 0.0200846 0.00181363 43785.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 4585.19 3662.74 0.0200859 0.00180666 43765.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 4549.42 3624.46 0.0200954 0.00180147 43730.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 4510.78 3588.66 0.020096 0.00180244 43731.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 4473.62 3553.65 0.0206042 0.00182164 42592.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 4437.57 3518.02 0.0200981 0.00181014 43744.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 4401.04 3482.87 0.0200819 0.00180816 43778.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 4364.05 3450.03 0.0200864 0.00180026 43749 0
: 240 Minimum Test error found - save the configuration
: 240 | 4329.09 3415.02 0.0200867 0.0018017 43751.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 4292.74 3382.22 0.0200973 0.0018066 43738 0
: 242 Minimum Test error found - save the configuration
: 242 | 4258.65 3347.8 0.0200891 0.00180714 43758.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 4223.22 3314.27 0.0200946 0.00180832 43748.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 4188.92 3280.65 0.020091 0.00180826 43757 0
: 245 Minimum Test error found - save the configuration
: 245 | 4155.14 3246.39 0.0200857 0.00180767 43768.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4119.39 3214.69 0.0201501 0.00180933 43618.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 4086.28 3182.25 0.0200825 0.00180784 43776.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 4052.74 3150.13 0.0201079 0.00180988 43720.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 4018.1 3120.68 0.0202504 0.00182286 43413.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3986.68 3088.54 0.020096 0.00181728 43766.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3953.56 3057.19 0.0200936 0.0018153 43767.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3920.7 3026.37 0.0201157 0.00181593 43716.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3888.84 2995.18 0.0200967 0.00181493 43759.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3856.08 2965.62 0.0200902 0.00181436 43773.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 3825.65 2934.13 0.0200936 0.00181538 43768 0
: 256 Minimum Test error found - save the configuration
: 256 | 3792.15 2906.05 0.0201022 0.00181496 43746.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 3762.17 2876.23 0.0201254 0.00182275 43709.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 3730.47 2847.78 0.0201207 0.00183195 43742.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3700.32 2818.54 0.0201183 0.001818 43715.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 3669.72 2789.78 0.0200867 0.00181448 43782.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 3639.53 2761.47 0.0201069 0.00181825 43743.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 3608.84 2733.55 0.0200887 0.0018158 43780.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 3579.41 2705.48 0.0200995 0.00180951 43739.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3549.7 2677.69 0.0201054 0.00180375 43711.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 3520.41 2650.25 0.0200977 0.00180142 43724.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 3491.27 2623.19 0.0201003 0.00181081 43741 0
: 267 Minimum Test error found - save the configuration
: 267 | 3462.09 2596.42 0.0201082 0.00180898 43717.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 3433.37 2570.75 0.0200992 0.00180947 43740.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 3406.25 2543.09 0.0203538 0.00181072 43142.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 3376.64 2518.55 0.020111 0.00182454 43748.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3348.67 2492.46 0.020106 0.00180252 43707.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 3321.43 2466.55 0.0207388 0.00181868 42283 0
: 273 Minimum Test error found - save the configuration
: 273 | 3293.59 2440.22 0.0201038 0.00180907 43728.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 3266.03 2414.99 0.0200893 0.00180302 43748.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 3238.55 2390.13 0.0201025 0.00181019 43734.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 3210.99 2366.75 0.0201024 0.00181613 43748.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 3185.77 2340.97 0.0201109 0.00181783 43732.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 3158.4 2316.35 0.0201132 0.0018173 43725.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 3131 2293.67 0.0201046 0.00181916 43750.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 3105.64 2269.59 0.0201102 0.00181914 43737.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 3079.65 2245.63 0.0201005 0.00181954 43761.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 3054.53 2221.22 0.0201082 0.00181772 43738.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 3028.08 2197.82 0.0200934 0.00181201 43760.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 3002.33 2175.25 0.0206918 0.00182556 42403.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2976.88 2153.06 0.0201214 0.0018111 43691.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2952.45 2130.35 0.0201075 0.0018055 43711 0
: 287 Minimum Test error found - save the configuration
: 287 | 2927.65 2107.4 0.0201072 0.00180559 43712.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2902.54 2085.51 0.0201166 0.00181149 43703.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2878.09 2063.24 0.0201037 0.00181266 43737.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2854.2 2041.36 0.0201308 0.00183101 43716.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2829.31 2019.91 0.0201087 0.00181044 43719.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2805.7 1998.53 0.0201022 0.00181162 43738.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2781.77 1977.58 0.0201017 0.00181211 43740.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2758.51 1956.19 0.0201097 0.00181707 43733.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2734.92 1935.79 0.0201207 0.00182063 43715.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2711.77 1914.43 0.0201518 0.0018112 43619 0
: 297 Minimum Test error found - save the configuration
: 297 | 2688.47 1893.93 0.0201013 0.00181213 43741.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2665.54 1873.65 0.0201141 0.00181194 43710.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2642.97 1853.28 0.0201021 0.00181128 43737.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 2620.21 1833.56 0.020117 0.00181076 43701 0
: 301 Minimum Test error found - save the configuration
: 301 | 2597.76 1814.12 0.0201412 0.00181299 43648.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 2575.36 1795.08 0.0200973 0.00180341 43730.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 2554.44 1774.95 0.020104 0.00181165 43734.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 2531.79 1756.2 0.0201456 0.00182226 43660.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 2510.1 1737.01 0.0201199 0.00181978 43715.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 2488.41 1718.75 0.0201281 0.00182216 43701.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 2467.49 1699.73 0.0201162 0.0018212 43727.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 2446.09 1681.46 0.0201138 0.00181902 43728.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 2424.96 1663.8 0.0201062 0.00181898 43746.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 2404.39 1645.14 0.0205324 0.001857 42837 0
: 311 Minimum Test error found - save the configuration
: 311 | 2383.24 1627.21 0.0201124 0.00181949 43732.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 2363.22 1609.36 0.0201219 0.00182 43711.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 2342.57 1591.64 0.0201046 0.00181144 43732.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 2322.85 1573.42 0.0201025 0.00181181 43738.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 2302.14 1556.59 0.0201202 0.00180554 43680.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 2282.38 1539.44 0.0201189 0.00181361 43703.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2262.64 1522.32 0.020111 0.00181051 43714.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 2242.67 1505.78 0.0201104 0.00181077 43716.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 2223.46 1489.07 0.0204334 0.00181251 42962.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 2204.22 1472.45 0.020117 0.00180339 43683.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 2185.29 1455.61 0.0200899 0.00180519 43752.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 2165.22 1441.17 0.0201156 0.00181018 43703 0
: 323 Minimum Test error found - save the configuration
: 323 | 2147.51 1424.27 0.0201093 0.00181012 43717.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 2128.47 1407.96 0.0201183 0.00181057 43697.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 2109.37 1392.71 0.020118 0.00181258 43702.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 2091.26 1377.12 0.020099 0.00180919 43740.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2072.44 1362.42 0.0201047 0.00181093 43730.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 2055.05 1346.94 0.0214358 0.00182962 40803.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2036.79 1331.66 0.0201161 0.00181887 43722.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 2018.94 1316.49 0.0201143 0.0018184 43725.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 2001.21 1301.7 0.0201205 0.001822 43719.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1983.21 1288.08 0.020102 0.00182024 43759.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1966 1273.38 0.0202377 0.00180988 43412.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1948.64 1259.05 0.0201141 0.00181335 43714.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1931.43 1244.41 0.0201128 0.00181148 43712.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1914.18 1230.62 0.0201158 0.00181033 43702.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1897.13 1216.93 0.0201087 0.0018115 43722.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1880.42 1203.31 0.0201077 0.0018085 43717.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1863.8 1189.77 0.0201164 0.00181045 43701.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1847.33 1176.24 0.0201027 0.00181028 43733.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1830.88 1163.39 0.0201018 0.00180275 43718.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1815.09 1149.52 0.0200999 0.00180456 43726.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1797.97 1137.59 0.0201111 0.0018109 43715.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1782.74 1123.82 0.0201085 0.00181244 43725.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1766.75 1111.01 0.0201385 0.00181234 43653.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1750.6 1098.59 0.0201169 0.00181103 43702 0
: 347 Minimum Test error found - save the configuration
: 347 | 1735.36 1086.35 0.0201008 0.00181055 43739.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1719.79 1073.68 0.0202897 0.00181837 43310.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1703.63 1061.81 0.0201103 0.0018207 43740.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1689.09 1049.51 0.0201089 0.00181719 43735.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1673.25 1038.03 0.0201592 0.00183831 43665.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1658.5 1026.24 0.0201175 0.00182293 43728.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1643.67 1014.58 0.0203351 0.00182391 43217.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1628.91 1003.38 0.0201116 0.00181349 43720.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1613.67 992.106 0.0201315 0.00182327 43696.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1599.63 980.454 0.0201151 0.00182227 43732.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1584.79 969.789 0.0201136 0.00181996 43730.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1570.24 958.45 0.0201087 0.00181582 43732.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1555.87 947.989 0.0201082 0.00182129 43747.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1542.73 936.249 0.0200971 0.00181568 43760.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1527.63 926.58 0.0201036 0.00180813 43726.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1513.97 915.559 0.0201053 0.00180886 43724.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1499.94 905.14 0.0201087 0.00180433 43705.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1486.39 895.146 0.0201077 0.00180831 43717.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1473.23 883.852 0.0201097 0.00181257 43722.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1458.98 874.569 0.0201075 0.00180827 43717.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1446.14 864.948 0.0201077 0.00181014 43721.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1432.58 855.007 0.0200915 0.00180872 43757.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1419.23 845.106 0.0205207 0.00181402 42765.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 1405.97 835.924 0.0201073 0.00181376 43731.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1393.27 826.202 0.0201247 0.00182574 43718.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 1380.35 816.983 0.0201157 0.00181156 43706 0
: 373 Minimum Test error found - save the configuration
: 373 | 1368.22 807.051 0.0200948 0.00180886 43749.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 1354.93 798.01 0.0209524 0.00182968 41835 0
: 375 Minimum Test error found - save the configuration
: 375 | 1342.54 789.083 0.020114 0.00182057 43731.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 1329.76 780.068 0.0200913 0.0018172 43777.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 1317.47 771.255 0.0200907 0.00181164 43765.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 1305.03 762.335 0.0200921 0.00180934 43757.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 1293.58 753.025 0.0201012 0.0018165 43752.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 1280.89 745.283 0.0200947 0.00181773 43771 0
: 381 Minimum Test error found - save the configuration
: 381 | 1268.89 736.761 0.0200959 0.00181672 43765.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 1257.51 727.588 0.0201076 0.00181872 43742.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 1245.04 719.605 0.0200987 0.00181513 43755.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 1233.21 711.859 0.0200897 0.00181625 43779.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 1221.65 703.972 0.0200952 0.00180916 43749.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 1210.86 695.697 0.0201022 0.00180444 43721.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 1198.94 688.11 0.0200836 0.00180497 43767 0
: 388 Minimum Test error found - save the configuration
: 388 | 1187.94 680.016 0.0201003 0.00181051 43740.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1176.57 672.3 0.0205149 0.00181518 42781.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 1165.53 665.171 0.0201084 0.00181481 43731.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 1154.87 658.032 0.0201048 0.0018025 43710.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 1144.12 651.296 0.0200944 0.00180333 43737.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 1132.97 643.062 0.0201005 0.00180929 43736.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 1122.18 635.691 0.0204766 0.00219775 43766.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 1111.62 628.304 0.0204853 0.00182385 42869.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 1100.49 621.621 0.0201299 0.00182349 43700.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 1089.95 614.857 0.0201059 0.00181682 43742.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 1079.56 608.184 0.0202621 0.00197573 43748.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 1069.52 600.907 0.0201078 0.00181479 43732.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 1059.14 594.585 0.0201286 0.00183734 43736.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1048.84 587.415 0.0201009 0.00181474 43748.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 1038.83 581.17 0.0201001 0.00181756 43757.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 1028.75 575.063 0.0201025 0.00181409 43743.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 1019.43 567.722 0.020112 0.00183504 43770.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 1008.77 562.176 0.0201113 0.0018232 43744.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 999.312 555.874 0.0201014 0.00181693 43753 0
: 407 Minimum Test error found - save the configuration
: 407 | 989.665 549.778 0.0200896 0.00181749 43782.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 980.157 543.129 0.0201022 0.00180873 43731.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 970.585 537.158 0.0201035 0.00180411 43717.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 961.033 531.279 0.0200932 0.00180234 43737.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 951.84 526.174 0.0204077 0.00181736 43033.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 942.595 519.753 0.0201122 0.00181205 43715.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 933.092 514.663 0.0215761 0.00196258 40788.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 924.779 508.316 0.0200969 0.00181572 43760.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 915.11 502.777 0.0200839 0.00181799 43797.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 906.066 497.874 0.0200993 0.00181814 43761 0
: 417 Minimum Test error found - save the configuration
: 417 | 897.529 492.209 0.0200944 0.00181933 43775.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 888.886 487.139 0.0201032 0.00181688 43748.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 880.256 482.024 0.0201088 0.00181763 43736.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 871.404 476.703 0.020093 0.00180963 43755.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 862.778 471.333 0.0200892 0.00181072 43767.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 854.501 466.839 0.0201126 0.00181478 43721 0
: 423 Minimum Test error found - save the configuration
: 423 | 846.327 461.554 0.020099 0.0018171 43759 0
: 424 Minimum Test error found - save the configuration
: 424 | 837.68 456.453 0.0200983 0.001815 43755.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 829.301 451.331 0.0201254 0.00182411 43712.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 821.13 446.799 0.0201263 0.00182617 43715.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 812.83 442.094 0.0201278 0.00181949 43696 0
: 428 Minimum Test error found - save the configuration
: 428 | 804.75 437.497 0.020119 0.00180544 43683.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 797.22 432.502 0.0203905 0.00181896 43076.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 789.014 428.077 0.0200981 0.00180953 43743.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 781.231 423.476 0.0200994 0.00181163 43745.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 773.475 418.989 0.020118 0.00182823 43740.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 765.444 414.854 0.0201039 0.00180894 43727.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 758.174 411.151 0.0201156 0.00180224 43683.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 750.84 406.473 0.020103 0.00180295 43715.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 743.607 401.74 0.0203971 0.00181501 43052.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 735.838 398.341 0.020091 0.00180988 43761 0
: 438 Minimum Test error found - save the configuration
: 438 | 728.331 393.397 0.0201029 0.00180815 43728.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 720.974 389.368 0.0200943 0.00180763 43747.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 713.941 385.585 0.020088 0.00180748 43762.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 706.836 381.582 0.0201038 0.00181106 43733.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 699.677 377.26 0.0201065 0.00181245 43730.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 692.843 373.832 0.0201009 0.00181718 43754.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 685.366 369.628 0.0200967 0.00181626 43762.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 678.889 365.861 0.0200946 0.00181495 43764.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 672.327 361.724 0.0200905 0.00181543 43775.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 665.393 358.391 0.0200915 0.0018152 43772.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 658.438 355.028 0.0202733 0.00182964 43375.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 652.255 350.556 0.0204397 0.00182055 42966.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 645.012 347.322 0.0200948 0.00181576 43766 0
: 451 Minimum Test error found - save the configuration
: 451 | 639.093 343.7 0.0200827 0.0018164 43796.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 632.273 340.287 0.020089 0.00181579 43779.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 625.822 337.186 0.0200812 0.00181023 43785.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 619.708 333.378 0.0200952 0.00180916 43749.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 613.495 329.859 0.0201147 0.00180488 43692.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 607.125 326.668 0.0201068 0.00180928 43721.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 600.966 323.498 0.0200924 0.00180991 43757.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 595.048 320.134 0.0200857 0.00180975 43773.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 588.61 316.786 0.0200944 0.00180785 43747.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 582.612 313.526 0.0200837 0.00181004 43778.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 576.911 310.45 0.0201089 0.00182197 43747.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 570.817 307.451 0.0201079 0.00181995 43744.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 565.001 304.635 0.0201052 0.00180943 43726.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 559.393 301.394 0.0200819 0.0018016 43762.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 553.652 298.94 0.0200807 0.00180226 43767.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 548.125 295.917 0.020095 0.00180894 43749.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 542.664 292.636 0.0200826 0.00180718 43774.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 536.72 288.937 0.0200942 0.00181311 43761.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 531.394 285.872 0.0200804 0.00180707 43779.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 525.588 283.364 0.0200915 0.00180821 43755.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 520.489 280.434 0.0200768 0.0018116 43799.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 514.884 277.546 0.0200754 0.00180685 43791 0
: 473 Minimum Test error found - save the configuration
: 473 | 509.824 274.976 0.0200975 0.00181833 43765.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 504.339 271.956 0.0200939 0.00181326 43762.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 499.085 269.499 0.020082 0.0018104 43783.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 493.79 266.766 0.0201027 0.0018171 43750.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 489.09 264.415 0.0200941 0.00181338 43762 0
: 478 Minimum Test error found - save the configuration
: 478 | 483.95 261.491 0.0200855 0.00181543 43787.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 478.886 259.349 0.0205148 0.00223221 43757.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 473.981 256.479 0.0203992 0.00182286 43065.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 468.584 253.885 0.0200888 0.00181806 43785.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 464.031 252.128 0.0200901 0.00182049 43788.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 459.308 248.738 0.0200942 0.00181871 43774.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 454.201 246.42 0.0200939 0.00181579 43768.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 449.539 243.87 0.0200926 0.00181033 43758.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 444.919 241.436 0.0200883 0.00180239 43749.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 440.325 239.141 0.0200875 0.00180337 43753.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 435.609 237.01 0.0200993 0.00181054 43742.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 431.265 234.423 0.0200915 0.0018165 43775.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 426.58 231.93 0.0206653 0.0018244 42460.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 422.168 230.202 0.0200904 0.00180287 43745.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 418.071 227.904 0.0200816 0.00180429 43770.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 413.438 225.684 0.020106 0.00182764 43767.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 409.13 223.348 0.0201197 0.00181124 43695.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 404.521 221.308 0.0201206 0.00180972 43689.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 400.392 219.197 0.0200946 0.001807 43745.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 396.519 216.811 0.0200813 0.0018071 43777.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 392.25 215.098 0.0200839 0.0018148 43789.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 388.206 213.257 0.0202129 0.00182351 43503.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 384.191 210.699 0.020115 0.00181674 43720 0
: 501 Minimum Test error found - save the configuration
: 501 | 379.855 208.875 0.0200872 0.00181606 43785 0
: 502 Minimum Test error found - save the configuration
: 502 | 376.014 207.089 0.020084 0.00181439 43788.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 372.018 204.695 0.0200787 0.00181528 43803.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 367.794 202.742 0.0200968 0.00183313 43802.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 363.999 201.324 0.0200894 0.00180979 43764.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 360.323 198.968 0.0200881 0.0018096 43767.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 356.407 197.105 0.0200904 0.00181547 43775.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 352.853 195.301 0.0200765 0.00181456 43807 0
: 509 Minimum Test error found - save the configuration
: 509 | 349.072 193.349 0.02009 0.00181672 43779.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 345.407 191.478 0.0200886 0.00181953 43789.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 341.736 189.711 0.0200855 0.00181411 43784.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 338.152 187.798 0.0200812 0.00181591 43798.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 334.581 185.897 0.0201367 0.00187079 43797.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 331.097 184.712 0.0201107 0.00182716 43755.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 327.552 182.498 0.0200888 0.00180428 43753 0
: 516 Minimum Test error found - save the configuration
: 516 | 324.038 180.756 0.0200845 0.00180207 43757.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 320.556 179.088 0.0200935 0.00180713 43748.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 317.104 177.176 0.0200939 0.00180835 43750.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 313.632 176.061 0.0204137 0.00181363 43010.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 310.495 173.921 0.0200747 0.00180761 43794.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 306.844 172.245 0.020072 0.00181041 43807.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 303.646 170.548 0.0200918 0.00180177 43739.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 300.741 168.998 0.0200728 0.00180116 43783.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 297.342 167.451 0.0200891 0.00181167 43769.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 293.926 165.769 0.0204945 0.00181792 42834.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 290.874 164.831 0.0200901 0.00181015 43763.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 287.702 163.114 0.0200891 0.0018083 43761.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 284.8 161.698 0.0200977 0.00181168 43749.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 281.985 160.666 0.0200849 0.00180919 43774 0
: 530 Minimum Test error found - save the configuration
: 530 | 279.537 158.848 0.0201076 0.00181922 43743.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 275.674 157.015 0.0200886 0.00181547 43780.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 272.82 155.31 0.0200841 0.00181597 43792 0
: 533 Minimum Test error found - save the configuration
: 533 | 269.827 153.758 0.020093 0.00181677 43772.8 0
: 534 | 266.854 153.965 0.0200523 0.00176324 43742.1 1
: 535 Minimum Test error found - save the configuration
: 535 | 264.279 150.7 0.0200927 0.00181811 43776.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 260.844 149.222 0.0200938 0.00181712 43771.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 257.954 148.018 0.0200906 0.00181524 43774.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 255.278 146.535 0.0206313 0.00182035 42528.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 252.425 146.212 0.0200817 0.00181568 43797.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 249.591 143.769 0.0200885 0.00181659 43783 0
: 541 Minimum Test error found - save the configuration
: 541 | 246.895 142.507 0.0200918 0.00180901 43756.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 244.244 141.199 0.0200905 0.00180374 43747.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 241.853 140.752 0.0200835 0.00180067 43757 0
: 544 Minimum Test error found - save the configuration
: 544 | 239.006 138.815 0.020116 0.00181064 43703.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 236.408 137.046 0.0201209 0.00180889 43687.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 233.651 136.481 0.0200852 0.00180845 43771.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 231.572 134.549 0.020104 0.00180902 43727.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 228.422 133.964 0.020092 0.0018092 43757 0
: 549 Minimum Test error found - save the configuration
: 549 | 226.154 132.055 0.020099 0.00180948 43740.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 223.761 131.166 0.0201349 0.00181172 43660.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 221.251 129.72 0.0200874 0.00180303 43753.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 219.237 128.354 0.0200877 0.00180348 43753.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 216.505 126.961 0.0200955 0.00181109 43753.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 213.779 125.642 0.0201152 0.00182883 43748.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 211.24 125.179 0.0200953 0.00181354 43759.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 208.801 123.576 0.0200951 0.00180893 43748.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 206.59 122.336 0.0200858 0.0018099 43773.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 204.68 121.018 0.0200811 0.00181007 43785.2 0
: 559 | 202.376 121.398 0.0200357 0.00175561 43763.4 1
: 560 Minimum Test error found - save the configuration
: 560 | 199.909 118.765 0.0200795 0.00180884 43786.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 197.446 117.456 0.0200961 0.0018032 43732.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 195.047 116.315 0.0200958 0.00180945 43748.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 192.948 115.865 0.0201003 0.00181709 43756.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 190.475 114.272 0.0204922 0.00221466 43769.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 188.589 113.027 0.0201225 0.00181762 43704.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 186.136 112.086 0.0200819 0.00181474 43794.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 184.122 111.173 0.0200844 0.00180902 43774.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 182.03 109.775 0.0200996 0.00181106 43743.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 180.038 108.938 0.0205572 0.00182304 42702.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 177.71 108.382 0.0201128 0.00181103 43711.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 175.649 106.965 0.0200881 0.00180965 43767.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 173.848 105.913 0.0200737 0.00180241 43784.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 171.52 104.774 0.020087 0.00180325 43754.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 169.579 103.908 0.0204989 0.00182299 42835.9 0
: 575 | 167.774 104.103 0.0200659 0.00175795 43696.9 1
: 576 Minimum Test error found - save the configuration
: 576 | 165.674 101.987 0.0201109 0.00181785 43732.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 163.619 100.635 0.0200914 0.00181053 43761.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 161.543 100.014 0.0201475 0.00180805 43621.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 159.853 98.8497 0.0201037 0.00180935 43729.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 157.971 98.3824 0.0200995 0.00181084 43742.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 156.11 96.7128 0.0200961 0.00181043 43750.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 154.376 95.7212 0.020433 0.00181726 42974.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 152.343 95.0492 0.0200975 0.00180417 43731.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 150.198 94.082 0.020142 0.00181272 43646 0
: 585 Minimum Test error found - save the configuration
: 585 | 148.591 92.8811 0.020112 0.00181948 43733.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 146.739 91.881 0.0201055 0.00181872 43747.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 144.927 91.0205 0.0201076 0.00182102 43747.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 143.315 90.2416 0.0200859 0.00181671 43789.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 141.555 89.2961 0.0201049 0.00181974 43751.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 139.81 88.7662 0.0201247 0.00182239 43710.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 138.132 87.5329 0.020095 0.00181915 43773.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 136.48 87.2022 0.0201163 0.00182546 43737.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 134.829 85.6392 0.0201463 0.00183355 43685.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 133.074 84.8579 0.0201009 0.00181956 43760.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 131.417 84.1917 0.0201743 0.00182545 43599.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 129.968 83.414 0.0201044 0.00181837 43749.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 128.465 82.1689 0.0201009 0.00181647 43753.1 0
: 598 | 126.928 82.3355 0.0200423 0.00175742 43752.1 1
: 599 Minimum Test error found - save the configuration
: 599 | 125.229 81.573 0.0201349 0.00180654 43648.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 123.817 79.8109 0.0201005 0.00180247 43720.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 122.252 78.8234 0.0201094 0.00181165 43721.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 120.575 78.3846 0.0201138 0.00181071 43708.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 118.954 77.3092 0.0201028 0.00181216 43738.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 117.723 76.71 0.0201081 0.00181491 43732.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 116.304 75.6402 0.0201034 0.00181244 43737.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 114.798 75.0188 0.0200974 0.0018111 43748.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 113.236 74.2885 0.0206233 0.00184073 42592.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 111.839 73.462 0.0201154 0.00181171 43707 0
: 609 Minimum Test error found - save the configuration
: 609 | 110.429 72.804 0.0201005 0.00181179 43743 0
: 610 Minimum Test error found - save the configuration
: 610 | 109.03 72.1688 0.0200945 0.00181168 43756.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 107.802 71.4962 0.0201008 0.00181111 43740.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 106.328 70.3839 0.0201003 0.0018032 43722.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 104.878 70.117 0.0201109 0.00181215 43718.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 103.566 69.2794 0.0203526 0.00182252 43173.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 102.256 68.7085 0.0200986 0.00181654 43758.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 101.037 67.7212 0.0201052 0.00181922 43749.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 99.8676 67.1536 0.0201014 0.00181943 43759.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 98.5504 66.5029 0.0201075 0.001818 43740.8 0
: 619 | 97.5664 67.0345 0.0200509 0.00175952 43736.5 1
: 620 Minimum Test error found - save the configuration
: 620 | 96.3874 65.4427 0.0200947 0.00181164 43756.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 94.9647 64.6151 0.0201057 0.00181742 43743.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 93.6593 63.7262 0.0201146 0.00181628 43719.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 92.4572 63.1493 0.0201078 0.00181941 43743.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 91.1681 62.3444 0.0201274 0.00181904 43695.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 90.1877 62.0019 0.0201026 0.00181803 43752.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 89.168 61.7708 0.0201047 0.00180928 43726.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 87.8361 61.046 0.0201079 0.0018108 43722.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 86.777 60.278 0.0202954 0.00199558 43716.4 0
: 629 | 85.7467 61.1175 0.0200679 0.00175785 43691.9 1
: 630 Minimum Test error found - save the configuration
: 630 | 84.7598 58.759 0.0201087 0.00181092 43721.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 83.7223 58.7068 0.0201082 0.0018106 43721.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 82.289 58.1646 0.0200997 0.00181082 43742.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 81.2169 57.378 0.0205146 0.0018186 42790 0
: 634 Minimum Test error found - save the configuration
: 634 | 80.1979 56.3482 0.0201206 0.00180973 43689.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 79.0181 55.9571 0.020107 0.0018099 43722.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 78.2402 55.4573 0.0201169 0.00181178 43703.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 77.2958 54.8365 0.0201055 0.00180978 43726.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 76.2319 54.0715 0.0201059 0.00181271 43732.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 75.213 53.7821 0.0201152 0.00181161 43707.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 74.2604 53.3122 0.0201083 0.00181216 43725.1 0
: 641 | 73.1738 53.3795 0.020055 0.00175887 43725 1
: 642 Minimum Test error found - save the configuration
: 642 | 72.3401 52.8874 0.0201074 0.00181646 43737.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 71.3311 51.5692 0.0201248 0.00182072 43706.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 70.2729 51.0401 0.0201267 0.00181836 43696 0
: 645 Minimum Test error found - save the configuration
: 645 | 69.4661 50.2128 0.0203783 0.00193328 43372 0
: 646 | 68.5966 51.0186 0.0201246 0.00176129 43565.1 1
: 647 Minimum Test error found - save the configuration
: 647 | 68.0486 49.7422 0.0201208 0.0018207 43715.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 67.0721 49.1974 0.0200983 0.00181882 43764.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 66.0498 48.2479 0.0205393 0.00183909 42780.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.1497 48.0928 0.0201547 0.00181036 43610.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 64.3294 47.523 0.0201213 0.00181186 43693.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 63.5146 46.9469 0.0201195 0.00181203 43697.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 62.7716 46.6853 0.0201224 0.00181608 43700.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 61.7834 46.0063 0.0201389 0.00181636 43662 0
: 655 | 61.0367 46.7592 0.0200698 0.00175828 43688.3 1
: 656 Minimum Test error found - save the configuration
: 656 | 60.3969 45.0963 0.0201343 0.00182088 43683.7 0
: 657 | 59.7149 45.581 0.0200595 0.00175833 43713.2 1
: 658 Minimum Test error found - save the configuration
: 658 | 59.1069 44.5107 0.0201167 0.0018055 43689.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 58.1561 44.2101 0.0201259 0.00181139 43681.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 57.1008 43.4333 0.0201186 0.00181288 43702.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 56.2225 43.371 0.0201105 0.0018104 43715.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 55.8711 42.9512 0.0201112 0.00181018 43713.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 55.038 42.5722 0.0201339 0.00181311 43666.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 54.0808 42.0186 0.020112 0.00181051 43712.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 53.5045 41.357 0.0201088 0.00181077 43720.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 52.8613 41.1326 0.0201097 0.00181615 43731.3 0
: 667 | 52.1089 41.6818 0.0200538 0.00175922 43728.9 1
: 668 Minimum Test error found - save the configuration
: 668 | 51.9268 40.8098 0.0201226 0.00182059 43711 0
: 669 Minimum Test error found - save the configuration
: 669 | 51.3786 40.2505 0.0201163 0.00181948 43723.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 50.24 39.5329 0.0201145 0.00181813 43724.5 0
: 671 | 49.578 39.8081 0.0200544 0.00176561 43742.6 1
: 672 Minimum Test error found - save the configuration
: 672 | 48.816 38.8097 0.0200946 0.00181956 43775.6 0
: 673 | 48.0601 38.9765 0.0200543 0.00176526 43742 1
: 674 | 47.5447 38.826 0.0200532 0.00176551 43745.3 2
: 675 | 47.3726 39.2804 0.0200545 0.00176458 43739.9 3
: 676 Minimum Test error found - save the configuration
: 676 | 46.5082 37.6618 0.0201278 0.00182018 43697.6 0
: 677 | 46.5711 37.9987 0.0200645 0.00175929 43703.5 1
: 678 Minimum Test error found - save the configuration
: 678 | 45.3654 37.366 0.02013 0.00182853 43712.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 44.4718 36.4546 0.0201951 0.00185735 43625.9 0
: 680 | 43.8002 36.4893 0.0201122 0.00177056 43616.5 1
: 681 Minimum Test error found - save the configuration
: 681 | 43.1756 35.8293 0.0201328 0.0018307 43710.9 0
: 682 | 42.741 36.0289 0.0200779 0.00175965 43672.4 1
: 683 Minimum Test error found - save the configuration
: 683 | 42.092 35.1541 0.0201339 0.00180936 43657.3 0
: 684 | 41.374 35.4872 0.0200576 0.00175239 43703.4 1
: 685 Minimum Test error found - save the configuration
: 685 | 40.9044 34.6053 0.0201261 0.00181607 43691.9 0
: 686 | 40.6047 34.8124 0.0200468 0.00175797 43742.5 1
: 687 Minimum Test error found - save the configuration
: 687 | 40.0113 34.3806 0.0201431 0.00182022 43661.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.3515 33.769 0.0201224 0.00181579 43700 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.711 33.4865 0.0201202 0.00181437 43701.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.4171 33.0839 0.0201174 0.00181456 43709.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.9535 32.8972 0.0201134 0.00181092 43709.8 0
: 692 | 37.5875 32.9187 0.020068 0.00175084 43674.9 1
: 693 Minimum Test error found - save the configuration
: 693 | 36.9638 32.4813 0.0201229 0.00181221 43690.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 36.5432 32.0332 0.0201221 0.00181382 43696 0
: 695 Minimum Test error found - save the configuration
: 695 | 36.0816 31.9352 0.0201112 0.00181244 43718.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 35.371 31.8894 0.0201131 0.00181011 43708.6 0
: 697 | 35.2372 32.3739 0.0200853 0.00176166 43659.5 1
: 698 Minimum Test error found - save the configuration
: 698 | 34.5776 31.123 0.0201363 0.00182226 43682.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 34.0818 31.1116 0.0201311 0.00181751 43683.4 0
: 700 | 33.5817 31.57 0.0200765 0.00176069 43678.2 1
: 701 Minimum Test error found - save the configuration
: 701 | 33.4033 30.7411 0.0201429 0.0018253 43673.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.8244 30.4174 0.0201321 0.00182955 43709.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 32.3623 29.7846 0.020151 0.00182459 43652.9 0
: 704 Minimum Test error found - save the configuration
: 704 | 31.8612 29.4983 0.0201283 0.00182216 43701.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.298 29.1695 0.0201162 0.00182615 43739.6 0
: 706 | 30.8794 29.1741 0.0200612 0.00176801 43732.1 1
: 707 Minimum Test error found - save the configuration
: 707 | 30.5116 28.8868 0.0201409 0.00182799 43685 0
: 708 Minimum Test error found - save the configuration
: 708 | 30.3045 28.5812 0.0201453 0.00182869 43676.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 29.934 28.26 0.0201201 0.0018226 43721.9 0
: 710 | 29.4982 28.6835 0.0202461 0.00179531 43358.7 1
: 711 | 29.0469 28.3399 0.0202185 0.001763 43347.5 2
: 712 Minimum Test error found - save the configuration
: 712 | 29.0473 28.0399 0.020149 0.00182226 43652.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.5606 27.8326 0.0201171 0.00180705 43691.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 28.2162 27.6837 0.0201267 0.00181145 43679.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.8516 27.0936 0.0201257 0.00181172 43682.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 27.3184 26.8149 0.020114 0.00181774 43724.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.9063 26.7774 0.0201202 0.0018129 43698.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.6408 26.6241 0.0201152 0.00181347 43711.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.1676 26.1048 0.020123 0.00181218 43689.9 0
: 720 | 25.8009 26.2532 0.0200586 0.00175054 43696.6 1
: 721 Minimum Test error found - save the configuration
: 721 | 25.7877 25.7833 0.0202095 0.00182016 43503.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 25.2899 25.7411 0.0201282 0.00181325 43680.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 24.9694 25.7143 0.0201327 0.00181378 43670.6 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.7214 25.2637 0.0201336 0.00181451 43670.3 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.4178 24.9139 0.020121 0.0018126 43695.7 0
: 726 | 23.972 25.8725 0.0200701 0.00175896 43689.2 1
: 727 Minimum Test error found - save the configuration
: 727 | 23.8021 24.8768 0.0201248 0.00181456 43691.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.5426 24.4946 0.0201595 0.00182611 43636.1 0
: 729 | 23.2894 24.7241 0.0200953 0.00176753 43649.7 1
: 730 Minimum Test error found - save the configuration
: 730 | 23.2759 24.178 0.0201197 0.00182185 43720.9 0
: 731 | 22.608 24.2937 0.0200673 0.00176488 43710.2 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.3764 23.9307 0.0201157 0.00181945 43724.7 0
: 733 Minimum Test error found - save the configuration
: 733 | 22.1541 23.8603 0.0201202 0.00182157 43719 0
: 734 Minimum Test error found - save the configuration
: 734 | 21.7055 23.5554 0.0207174 0.00195565 42639.9 0
: 735 Minimum Test error found - save the configuration
: 735 | 21.7874 23.212 0.0202237 0.00183167 43497.2 0
: 736 | 21.2784 23.2739 0.0200639 0.00175712 43699.6 1
: 737 Minimum Test error found - save the configuration
: 737 | 21.1698 22.8475 0.0201214 0.00180636 43679.8 0
: 738 | 20.9862 22.9802 0.0200594 0.00175233 43699.1 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.6927 22.6822 0.0201187 0.00181379 43704.1 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.4714 22.6322 0.0201199 0.00181267 43698.6 0
: 741 Minimum Test error found - save the configuration
: 741 | 20.2157 22.1705 0.0201012 0.00181236 43742.6 0
: 742 | 20.0858 22.5891 0.0200663 0.00175776 43695.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 20.0778 21.9841 0.0201121 0.00181262 43717.2 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.6032 21.7666 0.0201458 0.00182662 43670.1 0
: 745 Minimum Test error found - save the configuration
: 745 | 19.1899 21.5122 0.0201292 0.00181474 43681.4 0
: 746 | 18.9805 21.6922 0.0200517 0.00175119 43714.6 1
: 747 Minimum Test error found - save the configuration
: 747 | 18.6797 21.4581 0.0201276 0.00181527 43686.4 0
: 748 Minimum Test error found - save the configuration
: 748 | 18.4839 21.1508 0.0201391 0.00181918 43668.4 0
: 749 | 18.3773 21.2157 0.0200714 0.0017584 43684.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 18.0921 20.9918 0.020125 0.0018152 43692.5 0
: 751 | 17.8847 21.082 0.02006 0.00175667 43707.9 1
: 752 Minimum Test error found - save the configuration
: 752 | 17.8484 20.5987 0.0201892 0.00184786 43617.3 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.4957 20.4123 0.0201347 0.00182195 43685.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.2272 20.1014 0.0201354 0.00182218 43684.2 0
: 755 | 17.1805 20.6256 0.0200542 0.00176374 43738.7 1
: 756 Minimum Test error found - save the configuration
: 756 | 17.2788 19.7726 0.0201201 0.00182034 43716.5 0
: 757 | 17.0244 20.1452 0.02007 0.00176463 43703 1
: 758 Minimum Test error found - save the configuration
: 758 | 16.7104 19.5537 0.0201171 0.00181958 43721.7 0
: 759 | 16.8288 20.5807 0.0200714 0.00176647 43704.1 1
: 760 | 16.6388 19.6076 0.0200686 0.00175982 43694.9 2
: 761 Minimum Test error found - save the configuration
: 761 | 16.0278 19.5195 0.0201151 0.00181405 43713.2 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.8525 19.0996 0.0201312 0.00181982 43688.7 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.5875 18.9558 0.0201135 0.00182125 43734.3 0
: 764 | 15.5221 19.03 0.0200625 0.00176598 43724.1 1
: 765 Minimum Test error found - save the configuration
: 765 | 15.5078 18.9351 0.0201165 0.00182052 43725.5 0
: 766 Minimum Test error found - save the configuration
: 766 | 15.1734 18.6591 0.0201262 0.00181996 43700.9 0
: 767 Minimum Test error found - save the configuration
: 767 | 15.1238 18.5426 0.0201311 0.00181336 43673.6 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.7328 18.2515 0.0201222 0.00180568 43676.4 0
: 769 | 14.7394 18.4119 0.0200837 0.0017511 43638.1 1
: 770 Minimum Test error found - save the configuration
: 770 | 14.6142 17.9439 0.0201263 0.00181349 43685.2 0
: 771 | 14.3983 18.2027 0.0200546 0.00175965 43727.9 1
: 772 Minimum Test error found - save the configuration
: 772 | 14.4409 17.8079 0.0201084 0.0018119 43724.3 0
: 773 | 14.1261 18.173 0.0200759 0.0017567 43670 1
: 774 Minimum Test error found - save the configuration
: 774 | 14.1876 17.6146 0.0203682 0.00189072 43296 0
: 775 | 14.0415 17.7767 0.0201097 0.00175166 43577.7 1
: 776 Minimum Test error found - save the configuration
: 776 | 13.6473 17.0759 0.0201994 0.00181814 43522.7 0
: 777 | 13.5887 17.2622 0.0200747 0.00175818 43676.3 1
: 778 | 13.6123 17.3673 0.0200618 0.00175677 43703.9 2
: 779 | 13.3709 17.1037 0.0200561 0.00175697 43718 3
: 780 Minimum Test error found - save the configuration
: 780 | 13.2489 17.0188 0.0201219 0.00181857 43707.9 0
: 781 Minimum Test error found - save the configuration
: 781 | 12.9334 16.7065 0.0201042 0.00181129 43732.9 0
: 782 | 12.7896 16.843 0.0200538 0.00175913 43728.6 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.8102 16.6068 0.0201142 0.00182144 43733.3 0
: 784 Minimum Test error found - save the configuration
: 784 | 12.6255 16.0627 0.0201486 0.00181356 43632.2 0
: 785 | 12.5223 16.3071 0.0200535 0.00175831 43727.4 1
: 786 Minimum Test error found - save the configuration
: 786 | 12.3335 15.9218 0.0201143 0.00181626 43720.5 0
: 787 | 12.162 16.1612 0.020063 0.00176636 43723.8 1
: 788 Minimum Test error found - save the configuration
: 788 | 11.9944 15.5414 0.0201148 0.00182236 43733.8 0
: 789 | 12.06 16.2342 0.0200616 0.00176626 43726.9 1
: 790 | 12.285 15.9311 0.0202112 0.00176782 43375.9 2
: 791 | 11.8552 15.8628 0.0200708 0.00176309 43697.3 3
: 792 Minimum Test error found - save the configuration
: 792 | 11.9101 15.189 0.0201364 0.00181815 43672.2 0
: 793 | 11.4161 15.3286 0.0200894 0.00176043 43646.8 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.4144 15.0697 0.0201618 0.00183895 43661.4 0
: 795 Minimum Test error found - save the configuration
: 795 | 11.1299 14.8674 0.0201327 0.00182224 43691 0
: 796 Minimum Test error found - save the configuration
: 796 | 10.965 14.6796 0.0201925 0.00184068 43592.5 0
: 797 | 10.8892 14.7763 0.0200814 0.00176506 43676.7 1
: 798 | 10.8359 14.9736 0.0200917 0.00175952 43639.2 2
: 799 | 10.7794 15.6583 0.020057 0.00175951 43721.9 3
: 800 | 10.7409 15.0059 0.0200602 0.00175111 43694.1 4
: 801 | 10.616 14.6893 0.0200655 0.00174999 43678.8 5
: 802 | 10.7222 15.0537 0.0200501 0.00175221 43720.8 6
: 803 | 10.6248 14.8671 0.020058 0.00175921 43718.8 7
: 804 | 10.5703 15.8233 0.0200831 0.00175911 43658.7 8
: 805 Minimum Test error found - save the configuration
: 805 | 10.5636 14.2301 0.0201328 0.0018225 43691.4 0
: 806 Minimum Test error found - save the configuration
: 806 | 10.1201 14.1329 0.0201238 0.00181209 43687.8 0
: 807 | 10.3101 15.162 0.0200627 0.00175774 43704.1 1
: 808 Minimum Test error found - save the configuration
: 808 | 10.201 13.8841 0.0201191 0.0018135 43702.4 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.65883 13.6206 0.0201201 0.00181252 43697.8 0
: 810 Minimum Test error found - save the configuration
: 810 | 9.57216 13.477 0.0201257 0.00180733 43672 0
: 811 Minimum Test error found - save the configuration
: 811 | 9.42027 13.3733 0.0201225 0.00181164 43690 0
: 812 | 9.45455 14.0253 0.0200642 0.00175685 43698.4 1
: 813 Minimum Test error found - save the configuration
: 813 | 9.31285 13.2363 0.0201183 0.00181184 43700.4 0
: 814 Minimum Test error found - save the configuration
: 814 | 9.2747 13.0797 0.0201319 0.00181581 43677.3 0
: 815 Minimum Test error found - save the configuration
: 815 | 9.25877 12.975 0.0203019 0.0018209 43287.6 0
: 816 | 9.01183 13.0978 0.0200671 0.00175255 43681.2 1
: 817 Minimum Test error found - save the configuration
: 817 | 8.95625 12.8443 0.0201384 0.00181406 43657.7 0
: 818 | 8.85273 13.0986 0.0200726 0.00176672 43701.7 1
: 819 | 8.90193 12.9608 0.0204373 0.0021392 43720.4 2
: 820 Minimum Test error found - save the configuration
: 820 | 8.81896 12.7049 0.020182 0.00183003 43592 0
: 821 Minimum Test error found - save the configuration
: 821 | 8.66731 12.411 0.0201233 0.00181532 43696.7 0
: 822 | 8.47667 12.5579 0.0200633 0.00176006 43708 1
: 823 | 8.65073 12.4853 0.020058 0.00175838 43716.8 2
: 824 | 8.63617 12.8348 0.0201482 0.00176676 43522.2 3
: 825 | 8.58157 12.441 0.020067 0.00176561 43712.6 4
: 826 | 8.76577 13.0271 0.0200703 0.00176397 43700.6 5
: 827 Minimum Test error found - save the configuration
: 827 | 8.16096 11.9725 0.0201297 0.00182707 43709.6 0
: 828 | 8.13969 12.2 0.0200589 0.00176427 43728.6 1
: 829 | 8.0191 12.7339 0.0200559 0.00176469 43736.9 2
: 830 Minimum Test error found - save the configuration
: 830 | 8.06219 11.619 0.0201572 0.00184427 43685.1 0
: 831 | 7.84268 11.863 0.0200856 0.00175496 43642.7 1
: 832 | 7.73961 11.8899 0.0200829 0.00175248 43643.3 2
: 833 | 7.9931 11.7981 0.0200763 0.00176001 43676.9 3
: 834 Minimum Test error found - save the configuration
: 834 | 7.64057 11.4317 0.0201296 0.00182333 43700.8 0
: 835 | 7.53526 11.4971 0.0200689 0.00175847 43690.9 1
: 836 Minimum Test error found - save the configuration
: 836 | 7.51896 11.2998 0.0201237 0.0018189 43704.4 0
: 837 | 7.66083 12.0785 0.0200641 0.00175674 43698.3 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.73267 11.1837 0.0201108 0.00181187 43718.4 0
: 839 Minimum Test error found - save the configuration
: 839 | 7.57467 11.1199 0.0201398 0.00181651 43660.2 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.35272 10.9718 0.0201494 0.00182142 43649.1 0
: 841 | 7.30283 11.0788 0.0200838 0.00175887 43656.4 1
: 842 | 7.19083 11.0821 0.0200648 0.00175738 43698.2 2
: 843 Minimum Test error found - save the configuration
: 843 | 7.05193 10.8245 0.0202264 0.00193114 43727.1 0
: 844 Minimum Test error found - save the configuration
: 844 | 7.07893 10.7914 0.0201706 0.00181789 43590.2 0
: 845 | 6.9451 11.1021 0.0200664 0.00175795 43695.6 1
: 846 | 7.09703 10.9819 0.0200819 0.00175804 43659 2
: 847 Minimum Test error found - save the configuration
: 847 | 7.08708 10.546 0.0201391 0.00182015 43670.7 0
: 848 | 7.03012 11.1033 0.0201479 0.00176449 43517.6 1
: 849 | 6.94484 10.7847 0.0200695 0.00176589 43707.3 2
: 850 Minimum Test error found - save the configuration
: 850 | 7.2481 10.2596 0.0201288 0.00182313 43702.4 0
: 851 | 7.03689 11.2605 0.0200628 0.00176409 43719 1
: 852 | 7.02787 10.2862 0.0200766 0.00178282 43730.6 2
: 853 Minimum Test error found - save the configuration
: 853 | 6.63403 10.1424 0.0201207 0.00181873 43711.1 0
: 854 | 6.56356 10.3698 0.0200815 0.00176775 43682.9 1
: 855 Minimum Test error found - save the configuration
: 855 | 6.5933 10.0021 0.0201251 0.00182217 43708.9 0
: 856 | 6.41488 10.1356 0.0200659 0.00175919 43699.8 1
: 857 | 6.54833 10.013 0.0200665 0.00175874 43697.3 2
: 858 Minimum Test error found - save the configuration
: 858 | 6.70097 9.73668 0.0201265 0.00182154 43704.1 0
: 859 | 6.53421 10.1612 0.0200655 0.00176357 43711.1 1
: 860 | 6.4082 9.95984 0.0200572 0.00176413 43732.4 2
: 861 | 6.22009 10.0288 0.0200586 0.00176432 43729.6 3
: 862 | 6.43261 9.96241 0.020055 0.00176482 43739.3 4
: 863 | 6.44047 10.1158 0.0200617 0.00176593 43726 5
: 864 Minimum Test error found - save the configuration
: 864 | 6.32546 9.44369 0.0201148 0.0018242 43738.2 0
: 865 Minimum Test error found - save the configuration
: 865 | 6.1664 9.31258 0.0201281 0.00181985 43696.1 0
: 866 | 6.10437 9.85334 0.0200651 0.00175226 43685.3 1
: 867 | 6.36031 10.0729 0.0200593 0.00175205 43698.5 2
: 868 Minimum Test error found - save the configuration
: 868 | 6.04143 8.94335 0.0201357 0.00181694 43671.1 0
: 869 | 6.05505 10.2946 0.020072 0.00175835 43683.2 1
: 870 | 6.40377 10.2561 0.0201023 0.00176015 43615.3 2
: 871 Minimum Test error found - save the configuration
: 871 | 6.19403 8.94208 0.0201276 0.00182067 43699.2 0
: 872 | 5.81269 9.18994 0.0200731 0.00175984 43684.2 1
: 873 | 5.62763 8.96476 0.0200711 0.00175713 43682.4 2
: 874 | 5.64245 9.32497 0.0200964 0.0017614 43632.4 3
: 875 | 5.88269 9.73876 0.0201038 0.0017526 43594 4
: 876 | 6.21609 9.32577 0.0200812 0.00175088 43643.5 5
: 877 | 5.68047 9.14402 0.0200658 0.00175209 43683.1 6
: 878 | 5.5929 9.15338 0.0200663 0.00175702 43693.7 7
: 879 Minimum Test error found - save the configuration
: 879 | 5.67561 8.50889 0.0201353 0.00182066 43680.8 0
: 880 | 5.61737 8.88599 0.0203964 0.00178467 42983.5 1
: 881 | 5.64597 8.61801 0.0202885 0.00175833 43172.8 2
: 882 Minimum Test error found - save the configuration
: 882 | 5.46243 8.2863 0.0201334 0.00182519 43696.3 0
: 883 | 5.51249 8.5899 0.0200783 0.00176591 43686.4 1
: 884 | 5.56123 8.32796 0.0200657 0.00176572 43716 2
: 885 | 5.41235 8.36782 0.0200777 0.0017637 43682.5 3
: 886 Minimum Test error found - save the configuration
: 886 | 5.61199 8.25277 0.0201234 0.00182141 43711 0
: 887 | 5.5311 8.52074 0.0200659 0.00176657 43717.5 1
: 888 | 5.64442 8.83672 0.0200642 0.00176638 43721 2
: 889 | 5.94271 9.75579 0.0200615 0.00176572 43725.9 3
: 890 | 5.9226 8.83541 0.0200691 0.00176516 43706.4 4
: 891 Minimum Test error found - save the configuration
: 891 | 5.55694 8.17112 0.0201154 0.00181552 43716.2 0
: 892 | 5.27628 8.46654 0.0200762 0.00175949 43676 1
: 893 Minimum Test error found - save the configuration
: 893 | 5.31329 8.04436 0.0201561 0.00182131 43632.9 0
: 894 | 5.44864 8.77401 0.0200605 0.00176559 43728 1
: 895 | 5.52745 8.60862 0.0200692 0.00176573 43707.5 2
: 896 Minimum Test error found - save the configuration
: 896 | 5.38811 7.71726 0.0201343 0.00182198 43686.4 0
: 897 Minimum Test error found - save the configuration
: 897 | 5.19992 7.39683 0.0201198 0.00182043 43717.5 0
: 898 | 4.92048 7.6442 0.0200914 0.00175813 43636.5 1
: 899 | 5.05571 7.97947 0.020073 0.00175054 43662.3 2
: 900 | 5.52225 9.55607 0.0200705 0.00175495 43678.8 3
: 901 | 5.34562 7.57467 0.0200613 0.00175143 43692.4 4
: 902 Minimum Test error found - save the configuration
: 902 | 5.01946 7.28638 0.0201438 0.00181782 43653.8 0
: 903 | 4.88983 7.43292 0.020075 0.00175925 43678.3 1
: 904 | 4.79344 7.37055 0.0212653 0.0029485 43675.7 2
: 905 | 4.98635 7.40215 0.0200923 0.00175805 43634.2 3
: 906 | 4.90764 7.32082 0.0200619 0.00175723 43704.8 4
: 907 Minimum Test error found - save the configuration
: 907 | 4.91269 7.13362 0.0201493 0.00182756 43664 0
: 908 | 4.86021 7.33534 0.0200658 0.00175844 43698.2 1
: 909 Minimum Test error found - save the configuration
: 909 | 4.89428 7.05574 0.0201263 0.00182134 43703.9 0
: 910 | 4.77839 7.58369 0.0200757 0.00176765 43696.6 1
: 911 | 4.69923 7.10801 0.0200736 0.001767 43700 2
: 912 Minimum Test error found - save the configuration
: 912 | 4.64058 6.8953 0.0201412 0.00182387 43674.6 0
: 913 | 4.5208 6.95012 0.0200695 0.00176669 43709.2 1
: 914 | 4.78901 7.11283 0.0200769 0.00176988 43699.2 2
: 915 | 4.67364 7.01531 0.0200743 0.00176593 43695.8 3
: 916 Minimum Test error found - save the configuration
: 916 | 4.65799 6.78786 0.0201176 0.00182166 43725.5 0
: 917 | 4.77244 6.92078 0.0200689 0.00176177 43698.8 1
: 918 Minimum Test error found - save the configuration
: 918 | 4.741 6.76756 0.0201274 0.00181791 43693.3 0
: 919 Minimum Test error found - save the configuration
: 919 | 4.47104 6.6834 0.0201347 0.00182029 43681.4 0
: 920 Minimum Test error found - save the configuration
: 920 | 4.55265 6.50404 0.0201294 0.00182057 43694.7 0
: 921 Minimum Test error found - save the configuration
: 921 | 4.55646 6.44584 0.0201236 0.00182031 43708 0
: 922 | 4.49768 7.05163 0.0200676 0.00176706 43714.6 1
: 923 Minimum Test error found - save the configuration
: 923 | 4.64107 6.37521 0.0201229 0.00182266 43715.2 0
: 924 | 4.39968 6.43734 0.0200725 0.00175977 43685.4 1
: 925 | 4.47124 6.52372 0.0200612 0.0017523 43694.7 2
: 926 Minimum Test error found - save the configuration
: 926 | 4.66289 6.31376 0.0201304 0.00180774 43661.9 0
: 927 | 4.32275 6.67429 0.0200815 0.00175751 43658.6 1
: 928 Minimum Test error found - save the configuration
: 928 | 4.37983 6.2324 0.0201226 0.00181433 43696.1 0
: 929 | 4.36818 6.26207 0.0200686 0.00175825 43691 1
: 930 | 4.45818 6.41207 0.0200699 0.00176394 43701.6 2
: 931 | 4.48261 6.36494 0.0201522 0.00176717 43513.7 3
: 932 | 4.39482 7.1028 0.0201543 0.00176333 43499.6 4
: 933 | 4.68254 6.62693 0.0200861 0.00175527 43642.4 5
: 934 | 4.37421 6.59891 0.0200698 0.00175305 43675.9 6
: 935 Minimum Test error found - save the configuration
: 935 | 4.16875 5.94725 0.0201445 0.00182546 43670.5 0
: 936 | 4.32315 7.37967 0.0200781 0.00175945 43671.4 1
: 937 | 4.61855 6.03859 0.0200701 0.00175925 43690 2
: 938 | 4.33669 6.26174 0.0200787 0.00175956 43670.3 3
: 939 | 4.20712 6.00172 0.0200837 0.00175844 43655.5 4
: 940 | 4.54015 6.14973 0.0200707 0.00175959 43689.2 5
: 941 | 4.07481 6.20176 0.0200823 0.0017583 43658.5 6
: 942 | 3.96609 5.98039 0.020069 0.00176023 43694.8 7
: 943 | 4.08816 7.07648 0.0200681 0.00175813 43692.1 8
: 944 Minimum Test error found - save the configuration
: 944 | 4.34871 5.88313 0.0201563 0.00182818 43648.8 0
: 945 Minimum Test error found - save the configuration
: 945 | 4.31676 5.5295 0.0201727 0.0018407 43639.5 0
: 946 | 4.01254 5.91345 0.0200802 0.0017673 43685 1
: 947 | 4.16859 6.38847 0.0202639 0.00176938 43256 2
: 948 | 4.08602 5.69149 0.0200805 0.00176921 43688.9 3
: 949 Minimum Test error found - save the configuration
: 949 | 4.05849 5.51636 0.0201816 0.00183227 43598.3 0
: 950 Minimum Test error found - save the configuration
: 950 | 4.01986 5.41925 0.0201327 0.00181607 43676 0
: 951 | 4.18988 5.93244 0.0200953 0.00176015 43632.1 1
: 952 | 4.85804 5.93204 0.0200821 0.00176767 43681.4 2
: 953 | 4.34148 6.17367 0.0200834 0.00176617 43674.7 3
: 954 | 4.21957 5.77698 0.0200816 0.00176734 43681.9 4
: 955 | 4.09334 5.5242 0.0200861 0.00176703 43670.4 5
: 956 | 3.99534 5.80606 0.0200825 0.00176527 43674.7 6
: 957 Minimum Test error found - save the configuration
: 957 | 4.04457 5.33481 0.0201404 0.00182603 43681.6 0
: 958 Minimum Test error found - save the configuration
: 958 | 3.88602 5.31938 0.0201306 0.00181599 43681.1 0
: 959 | 3.84491 5.70473 0.0200758 0.00175373 43663.2 1
: 960 Minimum Test error found - save the configuration
: 960 | 3.97834 5.25972 0.02014 0.00181422 43654.3 0
: 961 | 3.68548 5.65448 0.0200718 0.00176003 43687.8 1
: 962 | 3.83609 6.49556 0.0200798 0.00176174 43672.7 2
: 963 Minimum Test error found - save the configuration
: 963 | 3.8395 4.9964 0.0201448 0.00181565 43646.3 0
: 964 | 3.68786 5.17543 0.0200756 0.00175951 43677.3 1
: 965 | 3.72263 6.17106 0.0200706 0.00175967 43689.7 2
: 966 Minimum Test error found - save the configuration
: 966 | 3.79829 4.90195 0.020139 0.00181405 43656.2 0
: 967 | 3.58705 5.11744 0.0201063 0.00175479 43593.1 1
: 968 | 3.68992 4.95659 0.0200799 0.00175256 43650.5 2
: 969 | 3.84666 5.12711 0.0200918 0.00175181 43620.5 3
: 970 | 3.71566 5.22712 0.0200826 0.0017584 43658 4
: 971 Minimum Test error found - save the configuration
: 971 | 3.62733 4.89255 0.0201348 0.00181842 43676.7 0
: 972 Minimum Test error found - save the configuration
: 972 | 3.66847 4.82937 0.0201298 0.00181384 43677.7 0
: 973 | 3.63106 5.07272 0.0200696 0.00175979 43692.5 1
: 974 | 3.8068 4.96133 0.0200841 0.00176016 43658.7 2
: 975 | 3.74721 5.16078 0.0200851 0.00176019 43656.6 3
: 976 | 3.66726 4.99131 0.0200807 0.00175163 43646.6 4
: 977 | 3.78519 5.12936 0.0200842 0.00175944 43656.8 5
: 978 Minimum Test error found - save the configuration
: 978 | 3.57011 4.57892 0.0201462 0.00182612 43668 0
: 979 | 3.51436 5.0044 0.0200832 0.00176899 43682 1
: 980 | 3.4598 4.76928 0.020087 0.00176818 43671 2
: 981 Minimum Test error found - save the configuration
: 981 | 3.54189 4.50639 0.0201302 0.00182284 43698.2 0
: 982 | 3.45491 4.57133 0.0200878 0.00176928 43671.6 1
: 983 | 3.48694 4.78193 0.0200877 0.00176696 43666.4 2
: 984 | 3.56755 4.5988 0.0200789 0.00176685 43687.1 3
: 985 | 3.80225 5.39324 0.0200838 0.00176872 43679.9 4
: 986 | 3.79465 4.8979 0.020081 0.00176196 43670.5 5
: 987 | 3.96692 5.26229 0.0201088 0.00176286 43606.5 6
: 988 | 3.77164 4.80961 0.0204631 0.00177536 42808.8 7
: 989 | 3.55227 5.14789 0.0200813 0.00176968 43688.1 8
: 990 Minimum Test error found - save the configuration
: 990 | 3.40919 4.33778 0.0201503 0.00182746 43661.4 0
: 991 Minimum Test error found - save the configuration
: 991 | 3.42636 4.29735 0.0201289 0.00180822 43666.5 0
: 992 Minimum Test error found - save the configuration
: 992 | 3.30927 4.29088 0.0201648 0.00181616 43599.9 0
: 993 Minimum Test error found - save the configuration
: 993 | 3.42676 4.21113 0.0201452 0.00181403 43641.4 0
: 994 | 3.20892 4.82689 0.0200764 0.00176058 43678 1
: 995 Minimum Test error found - save the configuration
: 995 | 3.31628 4.20249 0.020143 0.00181543 43650.1 0
: 996 | 3.23277 4.37844 0.0200777 0.00175853 43670 1
: 997 | 3.37554 4.64595 0.0201343 0.0017597 43538.4 2
: 998 | 3.54448 4.23525 0.0200842 0.00175346 43642.6 3
: 999 Minimum Test error found - save the configuration
: 999 | 3.52267 4.13526 0.0201504 0.00181301 43626.7 0
: 1000 | 3.26033 4.20981 0.0200925 0.00175975 43637.8 1
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.41837 4.09475 0.0201372 0.00181625 43665.8 0
: 1002 Minimum Test error found - save the configuration
: 1002 | 3.30912 4.08815 0.0201578 0.00181699 43618.5 0
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.1317 4.01454 0.0201527 0.00181704 43630.7 0
: 1004 | 3.37661 4.33077 0.0200832 0.00176011 43660.8 1
: 1005 Minimum Test error found - save the configuration
: 1005 | 3.49305 3.99166 0.0201337 0.00181149 43662.9 0
: 1006 | 3.40915 4.2238 0.020106 0.00176223 43611.6 1
: 1007 | 3.27748 4.19938 0.0200917 0.0017663 43655.2 2
: 1008 | 3.36217 4.09748 0.0200714 0.00176805 43708 3
: 1009 | 3.45947 4.56642 0.0200924 0.0017671 43655.6 4
: 1010 | 3.44426 4.13705 0.0200902 0.00176759 43661.8 5
: 1011 Minimum Test error found - save the configuration
: 1011 | 3.39365 3.97478 0.0201505 0.00182581 43657 0
: 1012 | 3.39533 3.97701 0.0200914 0.00177017 43665.1 1
: 1013 | 3.38937 4.04579 0.0200861 0.00176774 43672 2
: 1014 Minimum Test error found - save the configuration
: 1014 | 3.27703 3.83942 0.0201439 0.00181567 43648.4 0
: 1015 | 3.33579 4.29387 0.0200865 0.0017611 43655.2 1
: 1016 | 3.30328 3.97186 0.0200969 0.00177032 43652.5 2
: 1017 | 3.72122 4.51304 0.0200983 0.00176641 43639.8 3
: 1018 | 3.24546 4.38165 0.0200782 0.00176859 43693 4
: 1019 | 3.33669 4.08067 0.0201128 0.00176779 43608.5 5
: 1020 Minimum Test error found - save the configuration
: 1020 | 3.13503 3.76976 0.0201371 0.00182554 43688.3 0
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.06368 3.71391 0.0201365 0.00181382 43661.8 0
: 1022 | 3.13192 3.90237 0.0200908 0.0017546 43629.6 1
: 1023 | 3.3312 3.93495 0.0200774 0.00175313 43657.9 2
: 1024 | 3.18511 3.88338 0.0200791 0.00175402 43655.9 3
: 1025 Minimum Test error found - save the configuration
: 1025 | 3.13481 3.51085 0.020236 0.00190965 43653.1 0
: 1026 | 3.14358 3.5628 0.0201157 0.00176199 43588 1
: 1027 | 3.08584 3.79898 0.0200818 0.00176099 43666.1 2
: 1028 | 3.01397 3.59199 0.0200828 0.00176013 43661.8 3
: 1029 | 3.15705 3.8341 0.0200928 0.00175981 43637.2 4
: 1030 | 3.16524 3.8872 0.0200883 0.00175964 43647.5 5
: 1031 Minimum Test error found - save the configuration
: 1031 | 3.16438 3.47427 0.0201439 0.00181492 43646.6 0
: 1032 | 3.44201 3.94971 0.0201074 0.00176125 43605.9 1
: 1033 | 3.20543 4.11105 0.0200883 0.00175995 43648.2 2
: 1034 | 3.53021 4.91328 0.0200873 0.00176088 43652.9 3
: 1035 Minimum Test error found - save the configuration
: 1035 | 3.26691 3.44702 0.0201422 0.00181557 43652.4 0
: 1036 | 3.22403 4.47322 0.0200833 0.00176066 43661.9 1
: 1037 | 3.20886 3.46164 0.0200866 0.00175926 43650.7 2
: 1038 | 3.13668 5.127 0.0200847 0.00175934 43655.3 3
: 1039 | 3.40606 3.47842 0.020086 0.00175745 43647.8 4
: 1040 | 3.16018 4.29585 0.0200994 0.00176238 43627.6 5
: 1041 Minimum Test error found - save the configuration
: 1041 | 3.19323 3.36283 0.0201568 0.00183167 43655.8 0
: 1042 | 3.06864 3.75427 0.0200873 0.00176801 43669.7 1
: 1043 Minimum Test error found - save the configuration
: 1043 | 3.11183 3.24434 0.0201479 0.0018248 43660.7 0
: 1044 | 3.09187 3.75442 0.0200851 0.00176885 43677.1 1
: 1045 Minimum Test error found - save the configuration
: 1045 | 3.1164 3.19086 0.0201441 0.00182417 43668.2 0
: 1046 | 2.94113 3.68969 0.0201006 0.00178615 43681.3 1
: 1047 | 3.19982 3.47885 0.0201659 0.00176531 43476.9 2
: 1048 | 2.75156 3.75017 0.020104 0.00176346 43619.1 3
: 1049 | 2.88278 3.24058 0.0201045 0.00177045 43634.6 4
: 1050 | 3.00649 3.92385 0.0200878 0.00176829 43669.2 5
: 1051 | 3.3161 3.31104 0.0201095 0.00177213 43626.8 6
: 1052 | 3.03036 3.29763 0.0200957 0.00176879 43651.6 7
: 1053 Minimum Test error found - save the configuration
: 1053 | 2.97798 3.12325 0.0201515 0.0018341 43674.2 0
: 1054 Minimum Test error found - save the configuration
: 1054 | 2.95011 3.04668 0.0201483 0.0018164 43639.8 0
: 1055 | 2.98277 3.17595 0.020097 0.00175562 43617.3 1
: 1056 | 3.02485 3.87705 0.020097 0.0017605 43628.9 2
: 1057 | 2.92981 3.08521 0.0200943 0.00176274 43640.5 3
: 1058 | 2.86904 3.14914 0.02009 0.00176068 43645.9 4
: 1059 | 2.9284 3.31913 0.0200935 0.0017597 43635.3 5
: 1060 | 2.93265 3.06179 0.020163 0.00177026 43495.4 6
: 1061 | 2.87398 3.20096 0.0201669 0.00177053 43486.9 7
: 1062 | 3.39254 3.27633 0.0201483 0.00176016 43506.4 8
: 1063 Minimum Test error found - save the configuration
: 1063 | 2.86146 2.91114 0.0201952 0.00185252 43614.1 0
: 1064 | 2.873 3.19577 0.0200915 0.00176148 43644.3 1
: 1065 Minimum Test error found - save the configuration
: 1065 | 3.22616 2.84752 0.0201372 0.00181384 43660.1 0
: 1066 | 3.07461 3.2634 0.0200914 0.00176118 43643.9 1
: 1067 | 2.81316 3.00936 0.0200946 0.00176083 43635.3 2
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.72599 2.77513 0.0201495 0.00181702 43638.4 0
: 1069 | 2.92056 3.45131 0.0200944 0.00175549 43623.1 1
: 1070 | 2.98111 2.84826 0.0200952 0.00176081 43633.8 2
: 1071 | 2.77654 3.03055 0.0201015 0.00177171 43644.9 3
: 1072 | 3.22348 2.99914 0.0201023 0.00177007 43638.9 4
: 1073 | 3.19839 2.94906 0.0213056 0.00177392 40959.1 5
: 1074 | 2.8342 2.91607 0.0201003 0.00176159 43623.6 6
: 1075 | 2.65899 2.96209 0.0200898 0.00175995 43644.7 7
: 1076 | 2.88932 2.88638 0.0200805 0.00175504 43655.1 8
: 1077 | 2.68787 3.32757 0.0200935 0.00175452 43623 9
: 1078 | 2.85757 2.85711 0.0201073 0.00176735 43620.7 10
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.84761 2.77341 0.0201685 0.0018365 43639.6 0
: 1080 Minimum Test error found - save the configuration
: 1080 | 2.91723 2.76601 0.0201827 0.00181871 43563.6 0
: 1081 | 2.699 3.11152 0.0201075 0.00176108 43605.3 1
: 1082 Minimum Test error found - save the configuration
: 1082 | 2.71585 2.67899 0.0201395 0.00181424 43655.6 0
: 1083 | 2.85414 2.84028 0.0200924 0.00175453 43625.5 1
: 1084 | 2.60186 2.79578 0.0200964 0.00175437 43615.7 2
: 1085 | 2.71323 3.10703 0.0201026 0.00176504 43626.3 3
: 1086 | 2.87304 3.05425 0.0200904 0.00176129 43646.5 4
: 1087 | 2.71469 2.97433 0.020088 0.00176052 43650.3 5
: 1088 | 2.7338 2.81682 0.0201435 0.00176245 43523 6
: 1089 | 2.87052 3.52256 0.0201115 0.00176173 43597.3 7
: 1090 Minimum Test error found - save the configuration
: 1090 | 2.95165 2.52975 0.0201426 0.00181953 43660.9 0
: 1091 | 2.73183 2.92201 0.0200909 0.00175669 43634.2 1
: 1092 | 2.71397 2.75954 0.0201068 0.00176278 43610.9 2
: 1093 | 2.60878 3.13417 0.0201071 0.00177364 43636 3
: 1094 | 3.10333 3.84631 0.0200973 0.00176776 43645.4 4
: 1095 | 3.14285 2.62864 0.0200834 0.00176849 43680.2 5
: 1096 | 2.84702 3.19066 0.0201231 0.00177396 43598.8 6
: 1097 | 2.93412 2.72557 0.0201677 0.00177065 43485.2 7
: 1098 | 2.53658 2.66824 0.0200843 0.00176903 43679.5 8
: 1099 Minimum Test error found - save the configuration
: 1099 | 2.57714 2.51897 0.0201472 0.00182554 43664.2 0
: 1100 | 2.4718 2.63352 0.0201092 0.00178086 43648.3 1
: 1101 | 2.76455 3.39222 0.0200991 0.00176803 43641.7 2
: 1102 | 3.00137 2.59707 0.0200947 0.00176866 43653.8 3
: 1103 | 2.98912 3.15704 0.0200983 0.00176944 43646.9 4
: 1104 | 3.3868 2.7783 0.0201253 0.00179089 43633.7 5
: 1105 | 2.8463 2.78975 0.0200847 0.0017681 43676.2 6
: 1106 | 2.78548 2.56635 0.0200988 0.00176158 43627 7
: 1107 Minimum Test error found - save the configuration
: 1107 | 2.42064 2.34098 0.0201498 0.00182039 43645.6 0
: 1108 | 2.53611 2.63672 0.0200835 0.00175433 43646.4 1
: 1109 | 2.48189 2.55844 0.0201024 0.00176143 43618.2 2
: 1110 | 2.61548 2.85423 0.0200896 0.00176157 43649.1 3
: 1111 | 2.54242 2.54336 0.0200976 0.00176186 43630.6 4
: 1112 | 2.56212 2.51771 0.0201059 0.00176205 43611.4 5
: 1113 | 2.45917 2.58915 0.0200993 0.0017611 43624.8 6
: 1114 Minimum Test error found - save the configuration
: 1114 | 2.59051 2.27938 0.0201604 0.00182173 43623.8 0
: 1115 | 2.40779 2.53254 0.0201003 0.0017632 43627.3 1
: 1116 | 2.4103 2.3442 0.0201086 0.00175547 43589.4 2
: 1117 | 2.38701 2.44253 0.0200834 0.00175404 43645.9 3
: 1118 Minimum Test error found - save the configuration
: 1118 | 2.39497 2.27067 0.0201478 0.00181555 43639.1 0
: 1119 | 2.5986 2.4927 0.0200905 0.00176291 43650 1
: 1120 | 2.51329 3.1556 0.0200867 0.00176111 43654.9 2
: 1121 | 2.49845 2.6133 0.0200913 0.0017616 43645.1 3
: 1122 | 2.7673 3.05298 0.0201106 0.00176244 43601 4
: 1123 | 2.86876 2.5615 0.0200999 0.00176244 43626.5 5
: 1124 | 2.6156 2.2839 0.0200952 0.00175591 43622.2 6
: 1125 | 2.50814 2.54833 0.0201052 0.00176246 43614 7
: 1126 | 2.38736 2.49208 0.0201059 0.001769 43627.9 8
: 1127 | 2.40449 2.27709 0.0201029 0.00176872 43634.3 9
: 1128 Minimum Test error found - save the configuration
: 1128 | 2.42578 2.22901 0.0201657 0.00183264 43637.1 0
: 1129 | 2.35483 2.61381 0.0201046 0.00177056 43634.7 1
: 1130 | 2.30883 2.37238 0.0200915 0.00177061 43665.9 2
: 1131 | 2.37752 2.31175 0.0201016 0.00177002 43640.5 3
: 1132 | 2.35269 2.75893 0.0201048 0.00176445 43619.6 4
: 1133 | 2.45833 2.23159 0.0201004 0.00176133 43622.8 5
: 1134 | 2.29474 2.27497 0.0201087 0.00176802 43618.8 6
: 1135 | 2.35314 2.24498 0.0201021 0.00177106 43641.7 7
: 1136 Minimum Test error found - save the configuration
: 1136 | 2.27771 2.103 0.0201658 0.0018298 43630 0
: 1137 Minimum Test error found - save the configuration
: 1137 | 2.42845 2.09265 0.0201728 0.00184184 43642 0
: 1138 | 2.46024 2.15441 0.0201062 0.00177056 43630.8 1
: 1139 | 2.31944 2.45962 0.0200944 0.00176135 43637 2
: 1140 | 2.2911 2.39973 0.020101 0.00175774 43612.8 3
: 1141 | 2.3295 2.24912 0.0200941 0.00175659 43626.3 4
: 1142 | 2.41582 3.31624 0.02009 0.0017619 43648.7 5
: 1143 | 2.49197 2.2143 0.0201324 0.00176269 43550 6
: 1144 | 2.3505 2.30925 0.0200998 0.00176202 43625.8 7
: 1145 | 2.42925 2.25833 0.0201021 0.00176194 43620 8
: 1146 | 2.39859 2.13117 0.0201309 0.00176264 43553.5 9
: 1147 | 2.47233 2.14917 0.0201078 0.00176395 43611.4 10
: 1148 | 2.67212 2.74487 0.0200928 0.00175714 43630.8 11
: 1149 | 2.41879 2.13866 0.020089 0.00175656 43638.6 12
: 1150 | 2.17947 2.22079 0.0201188 0.00176298 43583 13
: 1151 | 2.47317 2.41274 0.0200996 0.00176283 43628.1 14
: 1152 | 2.47868 2.18521 0.0201035 0.00176407 43621.8 15
: 1153 | 2.26843 2.50367 0.0201284 0.00178172 43604.6 16
: 1154 | 2.37872 2.10688 0.0201193 0.00176157 43578.4 17
: 1155 | 2.38451 2.31961 0.0200885 0.00176361 43656.4 18
: 1156 | 2.39409 2.54564 0.0204772 0.00177453 42774.7 19
: 1157 Minimum Test error found - save the configuration
: 1157 | 2.27136 2.08816 0.0201868 0.00184757 43622.4 0
: 1158 Minimum Test error found - save the configuration
: 1158 | 2.23911 2.06288 0.020153 0.00182667 43653.1 0
: 1159 | 2.29484 2.33491 0.0201052 0.00176903 43629.6 1
: 1160 | 2.35101 2.11758 0.0201142 0.0017714 43613.8 2
: 1161 Minimum Test error found - save the configuration
: 1161 | 2.22641 2.05837 0.0201615 0.00182029 43617.6 0
: 1162 | 2.19418 2.22499 0.0201182 0.00177036 43601.8 1
: 1163 | 2.30156 2.18739 0.0201106 0.00177315 43626.6 2
: 1164 | 2.3631 2.45173 0.0201084 0.00177001 43624.4 3
: 1165 | 2.32555 2.4813 0.0200963 0.00177023 43653.7 4
: 1166 | 2.54029 2.428 0.0201209 0.00177161 43598.3 5
: 1167 | 2.70923 3.19685 0.0200977 0.00176375 43634.9 6
: 1168 Minimum Test error found - save the configuration
: 1168 | 2.28066 1.99438 0.020155 0.00181357 43617 0
: 1169 | 2.22033 2.06865 0.0201064 0.00175611 43595.9 1
: 1170 | 2.43554 2.14196 0.0201045 0.00176332 43617.6 2
: 1171 | 2.39119 2.48122 0.0201026 0.0017637 43623.1 3
: 1172 | 2.28226 2.50635 0.0201019 0.0017638 43625.1 4
: 1173 Minimum Test error found - save the configuration
: 1173 | 2.2385 1.9083 0.0201629 0.00182161 43617.5 0
: 1174 | 2.28197 1.93802 0.0200962 0.00176272 43636.1 1
: 1175 | 2.24741 2.6047 0.020105 0.00176287 43615.6 2
: 1176 | 2.41233 1.95335 0.0200935 0.00175624 43626.9 3
: 1177 | 2.82851 2.10357 0.0201083 0.00175854 43597.4 4
: 1178 | 2.61711 2.65716 0.0201197 0.00176426 43583.8 5
: 1179 | 2.26678 2.1042 0.0201093 0.00176464 43609.3 6
: 1180 | 2.27039 2.01312 0.0203586 0.00176326 43021.5 7
: 1181 | 2.2033 1.96093 0.0201115 0.00176414 43603.1 8
: 1182 | 2.09187 2.39672 0.0201111 0.00175793 43589.3 9
: 1183 | 2.32957 1.98323 0.0201105 0.00176277 43602.1 10
: 1184 | 2.07242 2.06395 0.0201057 0.00177123 43633.6 11
: 1185 | 2.37738 2.42873 0.0201119 0.00176973 43615.4 12
: 1186 | 2.10116 2.46952 0.0201003 0.0017694 43642.2 13
: 1187 | 2.46595 3.0203 0.0201055 0.00177133 43634.3 14
: 1188 | 2.43511 2.14166 0.0200965 0.00176963 43651.7 15
: 1189 | 2.14166 1.96832 0.0200972 0.00177094 43653.1 16
: 1190 | 2.28082 2.80449 0.0201276 0.00179176 43630.3 17
: 1191 | 2.70113 2.61185 0.0201123 0.00176322 43598.9 18
: 1192 Minimum Test error found - save the configuration
: 1192 | 2.51223 1.82232 0.0201778 0.00183276 43608.6 0
: 1193 Minimum Test error found - save the configuration
: 1193 | 2.22885 1.81613 0.0201696 0.00182638 43612.9 0
: 1194 | 2.34906 2.32615 0.0200907 0.00176894 43663.9 1
: 1195 | 2.12689 2.32372 0.020104 0.00177075 43636.5 2
: 1196 | 2.50584 2.27373 0.0201535 0.00176313 43501 3
: 1197 | 2.18642 2.42051 0.0201174 0.00175606 43569.9 4
: 1198 | 2.28644 2.246 0.0201028 0.00175802 43609.2 5
: 1199 | 2.11914 1.87405 0.0201338 0.00176294 43547.3 6
: 1200 | 2.20896 2.26159 0.0201132 0.00176341 43597.2 7
: 1201 | 2.0647 1.85613 0.0201052 0.00176586 43622.2 8
: 1202 | 1.97804 2.09215 0.0200923 0.00176327 43646.5 9
: 1203 | 2.13037 2.93384 0.0201223 0.00176658 43583.1 10
: 1204 | 2.31383 1.94658 0.0201098 0.00176328 43604.9 11
: 1205 | 2.20611 2.30385 0.0200956 0.00175621 43622 12
: 1206 | 2.27324 1.99449 0.0201075 0.00175725 43596.1 13
: 1207 | 2.01137 2.18271 0.0201092 0.00176265 43604.9 14
: 1208 | 2.26224 1.90195 0.0200912 0.00176259 43647.7 15
: 1209 | 2.41831 2.12298 0.0202826 0.00176312 43197.8 16
: 1210 | 2.19685 2.17683 0.0201076 0.00176346 43610.8 17
: 1211 | 2.2055 2.06363 0.0201223 0.0017632 43575.2 18
: 1212 | 2.63611 2.15294 0.0201064 0.00175755 43599.4 19
: 1213 | 2.25582 2.28156 0.0201415 0.0017679 43540.6 20
: 1214 | 1.98631 1.83018 0.0201176 0.00177008 43602.7 21
:
: Elapsed time for training with 1000 events: 24.4 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0288 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.58 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.322 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.76244e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.34372e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0679 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0935 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00567 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.23 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 2 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: 0.0459 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00919 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: 0.0944 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0138 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: 0.00744 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00255 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: 0.232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0285 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.01 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.226 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.197 0.174 1.54 1.22 | 3.280 3.294
: datasetreg BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: datasetreg KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: datasetreg PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: datasetreg LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : 0.183 0.170 1.38 1.06 | 3.304 3.326
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:561
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4089
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:414
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.