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TMVARegression.C File Reference
Tutorials » Machine Learning 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: 0.608 sec
: Elapsed time for training with 1000 events: 0.616 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00671 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: 0.00126 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00936 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: 0.000369 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00205 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33530.4
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 34793.7 33112.8 0.0192835 0.00177269 45686.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 34257.6 32454.4 0.0194178 0.00176219 45311.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 33521.7 31653.9 0.0197018 0.00178387 44648.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 32767.6 30884.4 0.0198173 0.00178556 44366.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 31955.7 30043.2 0.0198113 0.0017776 44361.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 31016.9 29193.4 0.0197925 0.00179636 44454 0
: 7 Minimum Test error found - save the configuration
: 7 | 30271 28648.5 0.0197024 0.00175447 44573.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 29802.9 28265.6 0.019651 0.00175817 44710.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 29435.1 27932.8 0.0196496 0.00175882 44715.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 29107.6 27623.7 0.0196289 0.00175296 44752.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 28803.2 27327.9 0.0196403 0.00176523 44755.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 28506.7 27050 0.0196939 0.00177002 44633.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28228.7 26776.9 0.0196686 0.00176187 44676 0
: 14 Minimum Test error found - save the configuration
: 14 | 27951.8 26518.1 0.0196498 0.00176441 44729.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 27690.9 26260.2 0.0196531 0.00176543 44723.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 27425.8 26017.2 0.0199002 0.00184008 44296.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 27179 25769.2 0.0196454 0.0017558 44718.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 26930 25527.3 0.019676 0.00176117 44655.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 26683.9 25293.3 0.019665 0.00175965 44679.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 26447 25059.1 0.0196654 0.00175463 44666 0
: 21 Minimum Test error found - save the configuration
: 21 | 26209.1 24832 0.0196702 0.00176073 44669.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 25978 24606.5 0.0196952 0.00176452 44616.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 25749.8 24383.4 0.0196774 0.00175702 44641.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 25521.6 24167.1 0.0196748 0.00176703 44673.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 25303 23947.8 0.0196869 0.00176888 44647.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 25080.7 23735.1 0.0197012 0.00177091 44617.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 24863.2 23525.7 0.0196908 0.00177045 44642 0
: 28 Minimum Test error found - save the configuration
: 28 | 24648.8 23318.9 0.0197098 0.00176974 44593 0
: 29 Minimum Test error found - save the configuration
: 29 | 24437.9 23113.2 0.0197048 0.00176962 44605.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 24228.7 22910.1 0.019701 0.0017582 44586 0
: 31 Minimum Test error found - save the configuration
: 31 | 24024.2 22706.3 0.0197101 0.00176551 44581.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 23814.4 22512.8 0.019727 0.00176979 44550.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 23615.4 22316.4 0.0197173 0.00176716 44567.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 23417 22120.1 0.0197249 0.00176136 44534.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 23217.5 21928.7 0.019743 0.00176809 44506.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 23019.9 21742.4 0.0197577 0.00177893 44496.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 22830.2 21552.1 0.0197376 0.00176839 44520.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 22638.7 21364.2 0.0197391 0.00176417 44506.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 22448.2 21179.9 0.019743 0.00177605 44526.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 22259.2 21000.1 0.019753 0.00177677 44503.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 22076 20818.8 0.0197402 0.00177576 44532.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 21891.1 20641.4 0.0197478 0.00177072 44501.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 21710.2 20464.7 0.0197673 0.00177816 44471.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 21530.3 20290 0.0197677 0.00177747 44468.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21353.6 20115.1 0.0197658 0.00177787 44474.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 21175.7 19944.7 0.0197394 0.00176322 44503.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 21001.4 19775.7 0.019747 0.0017736 44510.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 20827.7 19609.7 0.0197684 0.00177246 44454.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 20657 19444 0.0197599 0.00177321 44477.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 20489 19274.8 0.0197576 0.00177075 44476.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 20315.3 19099.4 0.0197638 0.00176893 44457 0
: 52 Minimum Test error found - save the configuration
: 52 | 20143.6 18932.1 0.0197875 0.00177839 44421.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 19976.9 18764.9 0.0198013 0.00177711 44384.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 19811.1 18608 0.0198014 0.00177874 44388.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 19645.7 18446.8 0.019801 0.00177885 44389.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 19486.1 18291.1 0.0197988 0.00177362 44382.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 19326.1 18130.7 0.0198444 0.00178699 44303.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 19163.9 17972 0.0198295 0.0017874 44340.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 19004.4 17818.5 0.0198368 0.00178942 44327.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 18847.5 17660.1 0.0198362 0.0017903 44331.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 18694 17515.5 0.019847 0.00179022 44304.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 18535.2 17356.5 0.0198987 0.00179461 44188.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 18382 17205.5 0.0198833 0.00178833 44211.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 18223.7 17058.4 0.0199088 0.00179052 44154.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 18072.2 16909 0.0199139 0.00179699 44157.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 17923.1 16760.1 0.0199195 0.00179471 44138.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 17768.8 16614.9 0.0199313 0.0018102 44147.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 17623.8 16471.1 0.0199366 0.0017981 44105.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 17471.6 16327.5 0.0199891 0.00186084 44130 0
: 70 Minimum Test error found - save the configuration
: 70 | 17326.7 16183.3 0.0199719 0.0018012 44026.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 17179.8 16041.3 0.019952 0.00180204 44077.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 17034.9 15901.5 0.019973 0.00180207 44026.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 16891.6 15760.5 0.0199913 0.00181538 44014.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 16747.2 15624.9 0.0199778 0.00180579 44023.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 16608.6 15485.8 0.0199842 0.00180455 44005.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 16468.1 15348.7 0.0199764 0.00180371 44022.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 16327.4 15216.7 0.0200014 0.00180611 43967.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 16192.2 15080.9 0.0199963 0.00180562 43978.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 16054.9 14948.3 0.0204237 0.00183255 43031.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 15920.9 14815.7 0.0199964 0.00179799 43959.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 15785.9 14685.4 0.0199979 0.00180608 43975.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 15654.3 14555.1 0.0200003 0.00180923 43977.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 15522.6 14426.7 0.0200067 0.00180756 43958.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 15392.8 14299.1 0.0200067 0.00180517 43952.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 15261.5 14175.9 0.0200108 0.00180804 43949.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 15136.6 14049.7 0.0200247 0.00180938 43919.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15008.6 13926.5 0.0200974 0.00182637 43785.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 14883.9 13803.4 0.020035 0.00181164 43899.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 14759.4 13681.5 0.0200288 0.00180977 43910.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 14634.6 13563.8 0.0200231 0.001809 43922.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 14514.1 13443.7 0.0200388 0.00181003 43886.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 14393.2 13324.7 0.0200693 0.00181014 43813.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 14273.8 13205.8 0.020029 0.00181108 43912.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 14154 13089.4 0.0200469 0.00181206 43872.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 14035.1 12975.5 0.0200453 0.0018143 43881.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 13917.8 12863.3 0.0200499 0.00181295 43866.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 13803.9 12749.1 0.0200494 0.00181036 43862 0
: 98 Minimum Test error found - save the configuration
: 98 | 13688.2 12636.9 0.0200513 0.00181388 43865.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 13574.8 12525.3 0.0200576 0.00180425 43827.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 13461.5 12415.2 0.020061 0.00179965 43808.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 13350.5 12304.7 0.0200654 0.00180519 43811.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 13239.9 12194.7 0.0200571 0.00180447 43829.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 13130.1 12085.4 0.0200534 0.00180431 43837.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 13019.3 11980 0.0200512 0.00180529 43845.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 12911.7 11874.5 0.0200603 0.00180602 43825.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 12804.2 11770.7 0.0200553 0.00180729 43840.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 12700 11664.7 0.0200902 0.00180988 43762.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12593.6 11561.2 0.0200566 0.00180641 43835.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 12488 11460.6 0.0200611 0.00180574 43822.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 12385.1 11360.1 0.0200566 0.00180597 43834.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 12283.9 11257.9 0.0200729 0.00179847 43777.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 12181.9 11157.1 0.0200615 0.0018002 43808.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 12080.4 11058.4 0.0200711 0.00180014 43785.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 11979.8 10961.4 0.0200793 0.00180816 43784.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 11881.9 10863.5 0.0200712 0.0018066 43800.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 11784.3 10765.6 0.0200698 0.00180733 43805.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 11685.7 10670.5 0.020067 0.0018064 43810.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 11588.2 10577.6 0.0200603 0.00180601 43825.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 11493.2 10484.3 0.0200651 0.0018065 43815 0
: 120 Minimum Test error found - save the configuration
: 120 | 11398.9 10390.9 0.0200757 0.00180824 43793.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 11305.5 10297.1 0.0200664 0.00180764 43814.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 11212.5 10203.7 0.0200671 0.00180703 43811.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 11118.4 10113.6 0.0200752 0.0018067 43791.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 11027.6 10022.7 0.0200732 0.00180152 43783.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 10936.9 9932.28 0.0200849 0.00180146 43755.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 10845.8 9844.12 0.0201034 0.00181293 43738.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 10758.2 9754.02 0.020091 0.00181573 43775 0
: 128 Minimum Test error found - save the configuration
: 128 | 10666.8 9668.71 0.0201026 0.00183118 43784.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 10580.1 9582.28 0.0201003 0.0018192 43761.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 10493 9496.54 0.0201147 0.00184771 43794.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 10405.7 9412.48 0.0200799 0.00181422 43797.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 10322 9326.13 0.0200773 0.00181541 43807.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 10237 9240.76 0.0200898 0.00180892 43761.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 10150.6 9159.68 0.0200772 0.00180979 43793.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 10068.3 9076.93 0.0200743 0.00180976 43800.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 9984.81 8995.84 0.0200769 0.00181601 43809.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 9903.25 8914.45 0.0200782 0.00181446 43802.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 9821.69 8833.79 0.0200828 0.00181684 43797.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 9740.12 8755.02 0.0201592 0.00182528 43635.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 9661.37 8675 0.0200911 0.0018165 43776.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 9581.64 8595.85 0.0200972 0.00181867 43767.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 9502.56 8517.85 0.0200839 0.00181689 43794.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 9424.34 8440.82 0.0201187 0.00180757 43689.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 9348.2 8362.47 0.0200965 0.00180316 43731.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9270.14 8286.75 0.0201778 0.00181449 43565 0
: 146 Minimum Test error found - save the configuration
: 146 | 9193.88 8211.89 0.0201113 0.00181398 43722.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 9118.41 8137.64 0.0201133 0.00181151 43711.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 9043.28 8064.25 0.0201293 0.00183101 43719.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 8970.05 7989.93 0.0201128 0.00181153 43712.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 8895.42 7917.91 0.0201044 0.0018117 43733.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 8823.53 7844.61 0.0201101 0.00180519 43704.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 8749.78 7773.97 0.0201079 0.00181166 43724.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 8679.6 7701.32 0.0201124 0.00181122 43713.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8607.21 7631.02 0.0201358 0.00181157 43658 0
: 155 Minimum Test error found - save the configuration
: 155 | 8535.4 7563.3 0.0201085 0.00181087 43721.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 8467.93 7491.97 0.020113 0.00180908 43706.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 8397.63 7422.57 0.0200975 0.00180936 43744.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 8328.4 7354.26 0.0201105 0.00181198 43719.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 8260.4 7286.22 0.0201094 0.00180422 43703.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 8191.83 7219.97 0.0201228 0.00181795 43704.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 8124.74 7154.04 0.0201055 0.00181733 43744.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 8058.64 7087.97 0.0200996 0.00181694 43757.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 7992.55 7022.47 0.0201204 0.00181798 43710.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 7927.2 6957.33 0.0201241 0.00181778 43700.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 7862.76 6891.98 0.0201234 0.00181901 43705.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7797.74 6828.02 0.0205154 0.0018527 42866.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 7733.69 6765.08 0.0201149 0.00182116 43730.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 7670.45 6702.38 0.0201301 0.00181924 43690 0
: 169 Minimum Test error found - save the configuration
: 169 | 7607.69 6640.3 0.0201172 0.00181745 43716.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 7545.29 6578.66 0.0201142 0.00182055 43731.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7484.63 6516 0.0201084 0.0018057 43709.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 7422.01 6456.19 0.0201178 0.00180997 43697.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 7361.37 6396.49 0.0200948 0.00181042 43753.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 7301.99 6335.96 0.0201192 0.00181011 43694 0
: 175 Minimum Test error found - save the configuration
: 175 | 7241.57 6277.05 0.0201109 0.00181104 43716.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 7182.54 6218.45 0.0201104 0.00181045 43716 0
: 177 Minimum Test error found - save the configuration
: 177 | 7124.35 6159.46 0.0201121 0.00181359 43719.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 7065.74 6101.58 0.02011 0.00181179 43720.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 7008.51 6043.12 0.0201445 0.00180892 43631 0
: 180 Minimum Test error found - save the configuration
: 180 | 6950.11 5986.91 0.0201084 0.00181268 43726 0
: 181 Minimum Test error found - save the configuration
: 181 | 6894.26 5929.72 0.020142 0.00181217 43644.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 6837.18 5874.14 0.0201112 0.00180996 43712.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 6781.81 5818.32 0.0201207 0.00181006 43690.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 6725.7 5764.19 0.020117 0.00181077 43701 0
: 185 Minimum Test error found - save the configuration
: 185 | 6671.56 5709.43 0.0201556 0.00182222 43636.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6616.4 5655.72 0.0201425 0.00180698 43631.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 6562.02 5603.41 0.0201344 0.00181326 43665.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 6509.59 5549.26 0.0201204 0.00181758 43709.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 6455.59 5497.13 0.0201691 0.00182489 43610.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 6403.15 5444.7 0.0201195 0.00181775 43711.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 6351.35 5392.09 0.0201225 0.00181962 43709.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 6298.94 5340.72 0.0201169 0.00181788 43718.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 6247.88 5289.25 0.020102 0.0018124 43740.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 6196.58 5238.92 0.0201089 0.0018111 43721.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 6146.26 5188.31 0.0201204 0.00181896 43712.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6095.18 5139.71 0.0201175 0.00181798 43717 0
: 197 Minimum Test error found - save the configuration
: 197 | 6046.3 5089.96 0.0201154 0.0018171 43719.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5995.97 5042.36 0.0201185 0.00182238 43725 0
: 199 Minimum Test error found - save the configuration
: 199 | 5947.23 4995.12 0.0201128 0.00181767 43727.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 5899.75 4945.99 0.0201189 0.00181889 43715.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 5851.95 4897.14 0.0201114 0.00180563 43702 0
: 202 Minimum Test error found - save the configuration
: 202 | 5802.25 4851.76 0.0201132 0.0018058 43698.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 5757.33 4803.32 0.0201106 0.00181001 43714.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 5708.44 4758.1 0.0201151 0.0018127 43710 0
: 205 Minimum Test error found - save the configuration
: 205 | 5662.92 4711.39 0.020122 0.00181041 43688.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 5616.5 4665.52 0.0201241 0.0018123 43687.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 5570.36 4620.57 0.0201426 0.00181155 43641.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5523.95 4577.66 0.0201187 0.00180982 43694.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 5479.62 4533.7 0.0201409 0.00182193 43670.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 5435.7 4489.27 0.0201294 0.00181142 43672.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 5391.79 4444.27 0.0201358 0.00181182 43658.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 5345.9 4402.18 0.0201225 0.00181048 43687.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5302.56 4360.17 0.0201187 0.00181104 43697.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 5261.16 4315.41 0.0201131 0.00181174 43712.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5216.49 4273.65 0.020143 0.00181342 43645.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 5173.73 4232.57 0.0201353 0.00180732 43649.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 5131.2 4191.98 0.0201333 0.00181809 43679.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 5089.78 4150.65 0.0201217 0.00181702 43704.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 5047.21 4111.39 0.0201284 0.00183027 43720.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 5007.74 4069.57 0.020109 0.0018188 43739.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4965.97 4029.9 0.020137 0.00181928 43673.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4925.32 3989.65 0.0201207 0.00181846 43710.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4884.82 3951.28 0.0201126 0.0018126 43715.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 4844.65 3912.41 0.020121 0.00182005 43713.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 4804.84 3874.45 0.0201251 0.00181866 43700.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 4766.93 3834.55 0.0201261 0.0018185 43697.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 4726.34 3797.61 0.0201251 0.00183053 43728.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 4687.74 3760.51 0.0201226 0.00181897 43707.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 4649.26 3724.13 0.0201424 0.00183444 43696.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 4612.3 3686.15 0.0201373 0.00180748 43644.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 4573.6 3649.97 0.0201233 0.00180574 43674 0
: 232 Minimum Test error found - save the configuration
: 232 | 4537.02 3612.63 0.0201243 0.00181223 43686.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 4498.53 3577.71 0.0201315 0.00181337 43672.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 4461.61 3542.64 0.0201231 0.0018131 43692 0
: 235 Minimum Test error found - save the configuration
: 235 | 4424.95 3508.14 0.0201285 0.0018128 43678.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 4389.56 3472.39 0.0201172 0.00181157 43702.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 4352.96 3437.88 0.0201326 0.00180548 43651.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 4316.96 3403.96 0.0201397 0.00180758 43639.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 4282.18 3369.28 0.0201962 0.00182183 43538.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 4246.32 3335.92 0.0201279 0.00181293 43680.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 4210.9 3303.34 0.0201249 0.00181417 43690.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 4177.56 3270.27 0.0201324 0.00181434 43672.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 4142.46 3237.95 0.0201299 0.0018116 43672.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 4108.35 3205.26 0.0201272 0.00180667 43666.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 4075.56 3171.71 0.0201421 0.00181939 43661.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 4041.26 3139.6 0.0201278 0.00181972 43696.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 4007.93 3108.02 0.0201338 0.00181855 43679.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3974.81 3076.58 0.0201484 0.0018286 43668.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3942.32 3044.98 0.0201454 0.0018247 43666.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3909 3015.16 0.0201268 0.00182202 43704.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3877.52 2984.24 0.0201386 0.0018146 43658.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3845.29 2953.91 0.0203551 0.0018195 43160.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3813.84 2923.4 0.0207652 0.00188721 42377.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3781.54 2894.16 0.0202342 0.00183955 43491 0
: 255 Minimum Test error found - save the configuration
: 255 | 3750.15 2865.87 0.0201708 0.00181628 43586 0
: 256 Minimum Test error found - save the configuration
: 256 | 3720.21 2836.65 0.0201678 0.00181617 43592.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3688.59 2808.58 0.02014 0.00181247 43650.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 3658.85 2779.01 0.0201383 0.00180664 43640.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 3628.15 2750.93 0.0201381 0.00181821 43668.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 3598.16 2722.63 0.020128 0.00182091 43699 0
: 261 Minimum Test error found - save the configuration
: 261 | 3567.77 2695.44 0.0201251 0.00182296 43710.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 3539.34 2667.53 0.0201216 0.00181924 43710.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 3509.35 2639.9 0.0201347 0.00182 43680.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 3480.2 2612.77 0.0201396 0.00181388 43654.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 3451.3 2586.16 0.0201458 0.0018227 43660.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 3422.71 2560.3 0.0201348 0.00182019 43680.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 3393.56 2534.67 0.0201444 0.00182161 43661.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 3366.89 2507.22 0.0201414 0.00182098 43667.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 3337.55 2481.91 0.0201284 0.00182019 43696.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 3310.09 2456.12 0.0201451 0.00182018 43656.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 3281.83 2432.1 0.0201562 0.00180997 43605.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 3255.74 2405.72 0.0201635 0.00181444 43598.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 3228.22 2380.52 0.0201385 0.00181638 43663.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 3200.37 2356.71 0.0201345 0.00181796 43676.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 3174.67 2331.66 0.0201335 0.00181398 43669.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 3148.03 2307.73 0.0201395 0.00181688 43661.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 3121.04 2284.09 0.0201369 0.00180819 43647.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 3095.57 2259.39 0.0201443 0.00181404 43643.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 3069.21 2235.19 0.0201347 0.00181152 43660.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 3042.53 2212.34 0.0201347 0.00181497 43668.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 3017.51 2189.11 0.0201515 0.00181587 43630.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2991.97 2166.23 0.0201586 0.00181671 43616.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2966.79 2143.88 0.0201436 0.00181339 43643.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2942.41 2120.77 0.0201389 0.00180715 43640 0
: 285 Minimum Test error found - save the configuration
: 285 | 2916.5 2098.77 0.0201566 0.00182325 43636.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2892.06 2076.84 0.0201529 0.00182125 43640.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2868.15 2054.31 0.020137 0.00182196 43679.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2843.72 2032.34 0.0201276 0.00182038 43698.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2819.54 2010.47 0.0201443 0.0018207 43659.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2795.86 1988.49 0.0201696 0.00184255 43651.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2771.37 1968.31 0.0201758 0.00183265 43613.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2747.95 1947.7 0.0201453 0.0018244 43666 0
: 293 Minimum Test error found - save the configuration
: 293 | 2725.29 1926.45 0.0201518 0.0018236 43648.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2701.35 1906.18 0.020159 0.00182167 43626.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2678.85 1885.13 0.0201483 0.00182434 43658.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2655.52 1865.22 0.0201365 0.00180967 43651.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2633.03 1844.99 0.0201566 0.00181517 43617.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2610.57 1825.34 0.0201446 0.00181613 43647.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 2588.6 1805.38 0.020145 0.0018164 43647.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 2565.75 1786.27 0.0201462 0.00181524 43642.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 2544.17 1767.18 0.0201511 0.00181671 43633.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 2522.64 1747.76 0.0201481 0.00180964 43624.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 2500.49 1728.97 0.0201492 0.00181592 43636.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2479.05 1710.38 0.0201568 0.0018184 43624.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 2458.21 1691.84 0.020165 0.00181718 43601.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 2436.99 1673.86 0.020147 0.00181516 43639.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 2416.96 1655.08 0.0201484 0.00181616 43638.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 2394.89 1636.71 0.0201455 0.00180804 43626.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 2374.75 1618.21 0.0201579 0.00181642 43617 0
: 310 Minimum Test error found - save the configuration
: 310 | 2353.72 1600.8 0.0201548 0.00182148 43636.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2333.14 1584.15 0.0201538 0.00182111 43637.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 2313.37 1566.78 0.0201552 0.0018214 43635.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2293.66 1549.28 0.0201518 0.00182268 43646.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 2273.47 1532.18 0.0201436 0.00181517 43648 0
: 315 Minimum Test error found - save the configuration
: 315 | 2253.37 1515.9 0.020142 0.00182148 43666.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 2234.56 1498.83 0.0201439 0.00182233 43664.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 2215.01 1481.96 0.0201463 0.00182416 43663.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 2195.89 1465.87 0.0201556 0.00182286 43637.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 2176.19 1449.67 0.0201399 0.00182428 43678.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 2157 1433.86 0.0201566 0.00182054 43629.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 2139.11 1417.36 0.0201596 0.00180976 43597.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 2119.52 1401.66 0.0202022 0.00182254 43526.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 2101.39 1385.73 0.0201439 0.00181732 43652.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 2082.98 1370.21 0.0201628 0.00181992 43613.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 2064.67 1354.73 0.0201538 0.00181581 43625.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 2046.47 1339.66 0.0201647 0.0018108 43587.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 2028.52 1324.65 0.0201552 0.00181525 43620.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 2010.54 1309.87 0.0201355 0.00181654 43670.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1992.75 1295.52 0.0201734 0.00181678 43580.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1975.59 1281.17 0.0201449 0.0018146 43643.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1957.67 1266.87 0.0201413 0.00181646 43656.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1940.75 1252.73 0.020157 0.00181014 43604.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1924.44 1237.75 0.0201629 0.00182306 43621 0
: 334 Minimum Test error found - save the configuration
: 334 | 1906.66 1224.11 0.0201387 0.00182106 43673.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1890.15 1209.67 0.0201367 0.00182292 43683 0
: 336 Minimum Test error found - save the configuration
: 336 | 1872.62 1196.23 0.0202276 0.00183993 43507.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1856.08 1183.28 0.0201368 0.00182285 43682.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1839.92 1169.83 0.0201392 0.00181706 43663 0
: 339 Minimum Test error found - save the configuration
: 339 | 1823.71 1156.9 0.0204898 0.00216116 43647.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1807.17 1143.52 0.0201728 0.0018369 43630.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1791.19 1130.71 0.0201368 0.00182189 43680.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1775.08 1118.55 0.0201409 0.0018089 43639.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1759.55 1105.13 0.0201456 0.00181699 43647.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1743.6 1092.72 0.0201384 0.00181559 43661.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1727.94 1080.44 0.0201484 0.00181702 43641 0
: 346 Minimum Test error found - save the configuration
: 346 | 1712.43 1068.25 0.0201437 0.00181563 43648.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1696.98 1057.05 0.0201396 0.00181696 43661.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1682.05 1044.47 0.0201392 0.00181025 43646.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1666.46 1032.84 0.0201545 0.00180984 43609.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1651.89 1021.12 0.0201509 0.00181471 43629.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1636.94 1009.33 0.0201643 0.0018336 43642.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1622.12 997.61 0.0201508 0.00181462 43629.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1606.66 986.638 0.0201458 0.00181626 43645.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1592.64 975.16 0.0201786 0.00181222 43558 0
: 355 Minimum Test error found - save the configuration
: 355 | 1577.92 964.458 0.0201331 0.00181047 43661.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1563.9 953.244 0.0201581 0.0018227 43631.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1549.76 942.47 0.0201433 0.00182217 43665.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1535.39 931.806 0.0201394 0.00182216 43674.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1521.34 920.98 0.020133 0.00182214 43689.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1507.14 910.729 0.0201531 0.00182193 43641.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1494.03 900.235 0.0201371 0.00181688 43667.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1480.14 889.977 0.0201467 0.00182169 43656.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1466.55 880.188 0.0201411 0.00182299 43672.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1453.3 869.875 0.0201427 0.00182419 43671.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1439.62 860.005 0.0201431 0.00182204 43665.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1426.42 850.238 0.0201366 0.00182343 43684.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1413.02 840.911 0.020137 0.00181678 43667.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1400.25 830.96 0.0201432 0.0018082 43632.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1387.47 821.089 0.0201479 0.00181564 43638.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1373.99 812.078 0.0201315 0.00181525 43677 0
: 371 Minimum Test error found - save the configuration
: 371 | 1361.4 802.971 0.0201545 0.00183028 43658.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 1349.09 793.885 0.0201252 0.00181436 43689.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 1336.38 785.079 0.0201333 0.00181344 43668.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 1323.97 775.806 0.0201324 0.00180879 43659.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 1312.39 766.374 0.0201507 0.00181567 43632.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 1299.2 757.712 0.0201407 0.00181584 43656.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 1286.98 749.24 0.0201402 0.00181637 43659.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 1275.12 740.763 0.02014 0.0018158 43658.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 1263.32 732.647 0.0201388 0.00181587 43661 0
: 380 Minimum Test error found - save the configuration
: 380 | 1251.57 724.233 0.0201383 0.00181298 43655.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 1239.78 715.95 0.0201498 0.0018104 43622 0
: 382 Minimum Test error found - save the configuration
: 382 | 1228.09 707.867 0.0201827 0.00182502 43578.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 1216.62 699.724 0.0201343 0.00182139 43684.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 1204.95 692.101 0.0201733 0.00182819 43608.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 1193.67 684.465 0.0201416 0.00182239 43670.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 1182.63 676.207 0.0201517 0.00182215 43645.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 1170.98 669.204 0.0201415 0.00181407 43650.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 1159.82 661.682 0.0201531 0.00182014 43637.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 1149.55 653.798 0.0201384 0.00182225 43677.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 1137.98 646.374 0.0201379 0.0018199 43672.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 1127.11 639.328 0.0201468 0.0018227 43658.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 1116.32 632.092 0.0201424 0.0018233 43670.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 1105.7 624.714 0.0201343 0.00180949 43656.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 1095.11 617.633 0.0201429 0.00181498 43649.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 1084.78 610.913 0.0201301 0.00181455 43678.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 1074.15 604.043 0.020137 0.0018154 43664.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 1063.76 597.462 0.0201253 0.00181502 43691.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 1053.84 590.67 0.0201278 0.00181425 43683.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 1043.74 584.238 0.0201215 0.00181359 43697 0
: 400 Minimum Test error found - save the configuration
: 400 | 1033.82 578.051 0.0201298 0.00180837 43664.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 1024.17 571.135 0.0201419 0.00181359 43648.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 1013.94 564.94 0.0201266 0.00181307 43683.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 1004.06 558.448 0.0201255 0.00181298 43685.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 994.575 552.307 0.0201368 0.00181532 43664.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 984.42 546.175 0.0201295 0.00181443 43679.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 975.249 540.514 0.0201293 0.00181442 43680.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 965.526 534.494 0.0201375 0.00180647 43641.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 956.453 528.263 0.0201454 0.00181999 43655.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 946.803 522.399 0.0201271 0.00182209 43703.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 937.891 516.558 0.0201292 0.00181959 43692.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 928.736 511.547 0.0201151 0.00182029 43728.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 919.563 505.92 0.0201347 0.00182064 43682.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 910.388 500.579 0.0201426 0.00182265 43668.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 901.795 494.727 0.0201151 0.00181395 43713.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 893.1 489.191 0.0201446 0.00182236 43662.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 883.976 484.07 0.0201251 0.00182091 43705.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 875.38 479.107 0.0201344 0.00182136 43684.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 866.867 473.733 0.0201206 0.00182035 43715.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 858.164 468.532 0.0201654 0.00184164 43659.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 849.659 463.22 0.0201307 0.0018197 43689.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 841.57 458.09 0.0201376 0.00180842 43646.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 832.699 453.276 0.0201429 0.00181487 43649 0
: 423 Minimum Test error found - save the configuration
: 423 | 824.529 448.536 0.0201398 0.00181679 43660.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 816.725 443.611 0.0201402 0.00181407 43653.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 808.32 438.78 0.0201461 0.00181465 43640.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 800.658 434.706 0.0205644 0.00185414 42757.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 792.322 429.977 0.0201682 0.00181742 43594.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 784.794 425.095 0.0201477 0.00181984 43649.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 777.204 420.787 0.020139 0.00181476 43658.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 769.322 416.023 0.0201591 0.00181444 43609.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 761.832 412.031 0.0201461 0.00180868 43626.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 753.916 407.51 0.020194 0.00184012 43587.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 746.198 402.975 0.0201582 0.00182296 43631.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 738.805 398.851 0.0201543 0.00182277 43640.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 731.747 394.832 0.0201496 0.00182227 43650.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 724.153 390.472 0.0201509 0.00181646 43633.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 716.886 386.444 0.0201464 0.00181448 43639.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 709.787 382.211 0.0201632 0.00182414 43622.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 703.373 378.298 0.0201467 0.00182389 43661.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 695.606 374.868 0.0201438 0.00182004 43659.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 688.733 370.247 0.0201433 0.00182383 43669.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 681.874 366.217 0.0201446 0.00182159 43661 0
: 443 Minimum Test error found - save the configuration
: 443 | 674.907 362.514 0.0201434 0.00180911 43634.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 667.95 358.971 0.0201541 0.0018155 43623.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 661.341 355.041 0.0201371 0.0018149 43663 0
: 446 Minimum Test error found - save the configuration
: 446 | 654.537 351.272 0.020142 0.00181793 43658.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 648.039 347.604 0.0201445 0.00181497 43645.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 641.381 344.126 0.0201172 0.00181433 43709.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 635.236 340.229 0.0201386 0.0018098 43647.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 628.689 336.765 0.0201306 0.00180994 43666.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 621.678 333.498 0.0201334 0.00181336 43668 0
: 452 Minimum Test error found - save the configuration
: 452 | 615.636 330.705 0.0201558 0.00183058 43655.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 609.609 326.764 0.0201419 0.00181456 43650.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 603.344 323.624 0.0201496 0.0018165 43636.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 597.01 320.323 0.020144 0.00181624 43649.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 591.197 317.208 0.0201307 0.00180926 43664.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 585.008 313.718 0.0201493 0.00182228 43651.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 579.012 311.067 0.0201443 0.00182665 43673.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 573.301 307.529 0.0201408 0.00182165 43670.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 567.33 304.527 0.0201427 0.00182203 43666.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 562.184 301.641 0.0201393 0.00182063 43671.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 555.784 298.171 0.0201371 0.00181617 43665.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 550.066 295.039 0.0201389 0.00181479 43658.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 544.182 292.533 0.0201418 0.00182199 43668.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 538.736 289.169 0.0201392 0.00182219 43675.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 532.941 286.881 0.0201222 0.00182163 43714.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 527.702 283.386 0.0201338 0.00181948 43681.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 522.138 280.93 0.0201556 0.00182147 43634.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 516.803 277.781 0.0201308 0.00180971 43665.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 511.328 275.442 0.0201423 0.00181629 43653.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 506.248 271.83 0.0201565 0.00181846 43625.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 500.613 269.533 0.0201482 0.0018164 43639.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 495.604 266.467 0.0201354 0.00181676 43671.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 490.21 264.063 0.020121 0.00181734 43707 0
: 475 Minimum Test error found - save the configuration
: 475 | 485.342 261.758 0.0201464 0.00181617 43643.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 480.503 258.916 0.0201405 0.00180795 43638.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 475.328 256.303 0.0201467 0.00181361 43636.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 470.238 254.102 0.0201412 0.00181462 43652.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 465.453 251.48 0.0201308 0.00181492 43677.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 460.72 248.651 0.0201322 0.00181568 43676.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 455.539 246.44 0.020133 0.00181459 43671.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 451.248 244.641 0.0201432 0.00180963 43635.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 446.651 241.891 0.0201404 0.00181644 43658.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 441.678 239.485 0.0201633 0.00182647 43628 0
: 485 Minimum Test error found - save the configuration
: 485 | 437.207 237.1 0.0201427 0.00182428 43671.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 432.671 235.311 0.0201458 0.00182097 43656.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 428.509 233.038 0.0201515 0.00182272 43647.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 423.926 230.015 0.0201385 0.00181503 43659.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 419.143 227.897 0.0201438 0.00181411 43645 0
: 490 Minimum Test error found - save the configuration
: 490 | 414.734 225.545 0.0201311 0.00182175 43693.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 410.786 223.747 0.0201416 0.0018221 43669.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 406.082 221.857 0.0201401 0.00182701 43684.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 402.12 219.457 0.02015 0.00182351 43652.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 397.567 217.008 0.0201476 0.00182227 43655.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 393.422 215.007 0.020146 0.00180923 43628.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 389.492 212.902 0.0201834 0.00182892 43586.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 384.949 210.807 0.0201536 0.0018177 43630.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 381.166 208.848 0.0201264 0.00181445 43687.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 377.339 206.642 0.0201483 0.00181617 43639.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 373.14 204.748 0.0201336 0.00181355 43667.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 369.256 202.818 0.0201245 0.00181532 43693.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 365.233 201.483 0.0201271 0.00180806 43670.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 361.385 199.086 0.0201413 0.00180869 43638.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 357.679 197.269 0.0201413 0.00181947 43663.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 353.855 195.342 0.0201258 0.00182046 43703 0
: 506 Minimum Test error found - save the configuration
: 506 | 350.578 193.225 0.020137 0.00182094 43677.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 346.446 192.029 0.0201203 0.00181962 43714.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 342.686 189.971 0.0201166 0.00182049 43725 0
: 509 Minimum Test error found - save the configuration
: 509 | 339.186 188.151 0.0201259 0.00181367 43686.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 335.563 186.045 0.0201357 0.00181374 43663.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 331.995 184.359 0.0201296 0.00182204 43697.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 328.388 182.397 0.0201205 0.00182377 43723.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 324.863 181.522 0.0206023 0.00191361 42806.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 321.654 179.488 0.0201547 0.00182841 43653.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 318.804 178.146 0.0201474 0.00182345 43658.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 315.004 175.543 0.0201443 0.00181385 43643.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 311.229 175.017 0.0201438 0.00181363 43644 0
: 518 Minimum Test error found - save the configuration
: 518 | 308.069 172.61 0.0201321 0.00181327 43670.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 304.658 171.053 0.0201203 0.00181298 43698.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 301.358 169.246 0.020116 0.00180783 43696.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 298.144 167.512 0.020143 0.00181923 43659.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 294.949 166.073 0.0201381 0.0018141 43658.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 291.944 164.143 0.0201328 0.00181401 43670.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 288.388 163.023 0.0201424 0.00181512 43650.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 285.822 161.463 0.0201357 0.0018162 43669.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 282.398 159.697 0.0201369 0.00180972 43651.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 279.465 159.134 0.0201333 0.00180879 43657.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 276.521 156.738 0.0201351 0.00181992 43679.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 273.601 156.677 0.0201317 0.00182153 43691.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 270.95 154.038 0.0201276 0.00182027 43698.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 267.445 152.455 0.0201206 0.00182286 43721.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 264.582 150.884 0.0201351 0.00182476 43691.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 261.706 149.594 0.0201336 0.0018168 43675.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 259.11 148.769 0.0201488 0.00182351 43655.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 256.322 146.788 0.020142 0.00182391 43672.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 253.492 145.351 0.0201296 0.0018195 43691.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 250.661 144.284 0.0201274 0.00182157 43702 0
: 538 Minimum Test error found - save the configuration
: 538 | 248.079 142.939 0.0201245 0.0018198 43704.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 245.275 142.198 0.0201249 0.00182079 43706.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 242.593 139.914 0.0201188 0.0018091 43692.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 239.89 138.926 0.0201323 0.001807 43655.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 237.462 137.689 0.0201245 0.00181548 43694.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 234.78 135.933 0.0201288 0.00181521 43683.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 232.016 135.188 0.0201233 0.0018144 43694.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 229.746 133.907 0.0201326 0.00181445 43672.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 227.234 132.51 0.0201266 0.00181369 43685.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 224.439 131.472 0.0201159 0.00180658 43693.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 222.041 129.554 0.0201264 0.0018063 43667.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 219.649 128.248 0.020141 0.00181345 43650 0
: 550 Minimum Test error found - save the configuration
: 550 | 216.909 127.153 0.0202347 0.00182321 43451.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 214.625 126.063 0.0201314 0.00181701 43681.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 212.18 124.728 0.0201357 0.00181414 43664.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 209.864 123.83 0.0201585 0.00181079 43602.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 207.457 122.191 0.0201335 0.00180767 43654.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 205.221 121.099 0.0201423 0.00182234 43668.2 0
: 556 | 202.845 121.515 0.0200789 0.00176723 43688 1
: 557 Minimum Test error found - save the configuration
: 557 | 200.649 119.052 0.0201292 0.0018299 43717.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 198.168 117.811 0.0201251 0.00182069 43705.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 195.921 116.903 0.0201461 0.00182195 43658.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 193.787 115.597 0.0201342 0.00181859 43678.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 191.647 114.887 0.0201311 0.00181344 43673.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 189.277 113.555 0.0201313 0.00181925 43687.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 187.083 112.769 0.0201248 0.00182013 43704.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 185.136 111.208 0.0201302 0.00181899 43689.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 182.924 109.878 0.0201345 0.00182087 43683.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 180.613 109.022 0.0201301 0.00181906 43689.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 178.487 108.161 0.0201337 0.00181997 43683.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 176.403 107.099 0.020125 0.00180703 43672.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 174.217 105.823 0.0201385 0.00181401 43657.3 0
: 570 | 172.573 105.892 0.0200777 0.0017621 43678.7 1
: 571 Minimum Test error found - save the configuration
: 571 | 170.49 103.764 0.0201278 0.00181364 43681.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 168.292 103.585 0.0201209 0.00181273 43696.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 166.397 101.897 0.0201194 0.00181454 43704.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 164.399 100.742 0.0201327 0.00181436 43672.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 162.228 99.7383 0.0201306 0.00180737 43660.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 160.359 98.9091 0.0201398 0.00181511 43656.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 158.594 98.898 0.0201352 0.00181336 43663.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 156.809 97.1158 0.0201265 0.00181326 43684.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 155.258 96.0929 0.0201225 0.00181226 43691.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 153.306 95.26 0.0201195 0.0018103 43693.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 151.166 94.7315 0.020123 0.00181383 43694 0
: 582 Minimum Test error found - save the configuration
: 582 | 149.384 93.392 0.0201198 0.00180521 43681 0
: 583 Minimum Test error found - save the configuration
: 583 | 147.758 92.3131 0.0201221 0.00180626 43677.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 146.085 91.4539 0.0202144 0.00183982 43538.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 144.109 91.2414 0.020143 0.00183404 43694.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 142.389 89.6149 0.0201187 0.00182021 43719.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 140.574 88.8732 0.0201141 0.00181847 43726.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 138.909 87.6468 0.0201213 0.00181924 43710.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 137.201 87.307 0.0201327 0.00181261 43667.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 135.999 86.3091 0.020136 0.00181843 43674 0
: 591 Minimum Test error found - save the configuration
: 591 | 133.941 85.1036 0.0201328 0.00181978 43684.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 132.384 84.2382 0.0201244 0.00182026 43705.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 130.476 83.6896 0.0201131 0.00181752 43726.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 128.889 82.6959 0.0201212 0.00181933 43711.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 127.479 82.2356 0.0201606 0.00185195 43695.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 125.847 80.9256 0.0201276 0.00180814 43669.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 124.125 80.3429 0.0201403 0.00181375 43652.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 122.941 79.6848 0.020126 0.00181441 43688.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 121.397 78.9571 0.0201206 0.00181356 43699.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 119.973 78.3481 0.0205081 0.0018385 42850.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 118.829 77.4633 0.0201176 0.00180803 43693 0
: 602 Minimum Test error found - save the configuration
: 602 | 117.345 75.9938 0.0201089 0.00181166 43722.4 0
: 603 | 115.617 76.4854 0.020067 0.00175888 43696.3 1
: 604 Minimum Test error found - save the configuration
: 604 | 113.975 74.8148 0.0201555 0.00181983 43630.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 112.676 73.5822 0.0201333 0.00181373 43669.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 111.226 72.8855 0.0201148 0.00181061 43705.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 109.754 72.2777 0.0201321 0.00181335 43671 0
: 608 Minimum Test error found - save the configuration
: 608 | 108.426 71.5613 0.0202822 0.00183857 43375.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 106.959 70.9427 0.0201262 0.00182066 43702.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 105.759 70.2419 0.0201283 0.00181814 43691.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 104.51 69.5625 0.0201104 0.00181921 43737 0
: 612 | 103.471 69.702 0.0200858 0.00177856 43698.5 1
: 613 Minimum Test error found - save the configuration
: 613 | 101.856 68.1565 0.0202908 0.0018309 43337.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 100.569 67.0658 0.0201376 0.00182139 43677.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 99.1627 66.6477 0.0201195 0.00182196 43721.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 97.9083 65.9164 0.0201282 0.00183721 43737.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 96.6432 65.0726 0.0201148 0.00181783 43723.1 0
: 618 | 95.5339 65.7226 0.0200733 0.00176603 43698.5 1
: 619 Minimum Test error found - save the configuration
: 619 | 94.3783 63.7968 0.0201045 0.00181799 43748.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 92.9389 63.638 0.0201068 0.00181866 43744.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 91.8616 62.9117 0.0202772 0.00182793 43362 0
: 622 Minimum Test error found - save the configuration
: 622 | 90.8156 62.4586 0.020122 0.00181297 43694.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 89.595 61.4373 0.0204672 0.00181713 42895.3 0
: 624 | 88.7713 61.651 0.0200784 0.00175391 43657.4 1
: 625 Minimum Test error found - save the configuration
: 625 | 87.6579 61.0475 0.0201289 0.00180611 43661.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 86.2635 60.5741 0.0201184 0.00181303 43703 0
: 627 Minimum Test error found - save the configuration
: 627 | 85.1102 58.895 0.0201347 0.00181689 43673.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.0878 58.6736 0.0201219 0.00181325 43695.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 82.6997 57.6377 0.0201444 0.00181379 43642.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 81.5032 57.2246 0.0201215 0.00181301 43695.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 80.6543 56.9918 0.0201144 0.00181237 43710.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 79.7139 56.4901 0.0201219 0.00180511 43675.9 0
: 633 | 78.8201 57.6136 0.0200819 0.00175128 43642.7 1
: 634 Minimum Test error found - save the configuration
: 634 | 77.687 55.319 0.0201568 0.00184181 43680.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 76.4678 54.386 0.0201225 0.00181907 43707.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 75.543 53.9756 0.0201301 0.00182351 43700 0
: 637 Minimum Test error found - save the configuration
: 637 | 74.6769 53.951 0.0201165 0.00181753 43718.2 0
: 638 | 73.6606 55.3205 0.0200644 0.00176236 43711.1 1
: 639 Minimum Test error found - save the configuration
: 639 | 72.8404 52.3567 0.0201129 0.00181921 43730.9 0
: 640 | 71.8086 52.509 0.0200749 0.00176234 43686 1
: 641 Minimum Test error found - save the configuration
: 641 | 70.9126 51.3911 0.0201134 0.0018142 43717.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 69.764 51.296 0.0201341 0.00181912 43680 0
: 643 Minimum Test error found - save the configuration
: 643 | 69.0941 49.979 0.0201212 0.00181844 43709.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 67.849 49.6526 0.0201224 0.00182018 43710.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 66.9169 49.4587 0.020107 0.00181786 43741.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 66.0444 48.6956 0.0201172 0.0018175 43716.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 65.2095 48.4343 0.0201163 0.00181971 43724 0
: 648 Minimum Test error found - save the configuration
: 648 | 64.6324 48.3467 0.0201252 0.00180524 43668.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 63.7593 47.6206 0.0201203 0.00181114 43693.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 62.8008 46.5593 0.0201137 0.00181176 43711.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 61.6648 46.5097 0.0201124 0.00181161 43713.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 60.9152 45.9955 0.0201102 0.00180991 43715.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 60.3988 45.4703 0.0201572 0.00181547 43616.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 59.3196 44.9397 0.0201192 0.00181203 43698.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 58.5289 44.5052 0.0201136 0.00180489 43695.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 57.8559 44.179 0.0201206 0.00180751 43684.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.0514 43.6613 0.0201175 0.00180969 43697.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.5042 43.4032 0.0201184 0.00181057 43697 0
: 659 Minimum Test error found - save the configuration
: 659 | 55.4899 42.6877 0.0201396 0.00182863 43689.6 0
: 660 | 54.9199 42.8239 0.0200605 0.00175639 43706.1 1
: 661 | 54.3016 42.6908 0.0200638 0.00175773 43701.2 2
: 662 Minimum Test error found - save the configuration
: 662 | 53.4352 41.4531 0.0201786 0.00181786 43571.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 52.8415 41.2188 0.0201221 0.00180427 43673.3 0
: 664 | 52.2472 41.2781 0.0200544 0.0017523 43710.9 1
: 665 Minimum Test error found - save the configuration
: 665 | 51.7784 40.3662 0.0201346 0.0018197 43680.4 0
: 666 | 50.7579 40.4958 0.0200774 0.00176443 43684.9 1
: 667 Minimum Test error found - save the configuration
: 667 | 49.8711 39.6241 0.0201255 0.00182524 43715.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 49.1789 39.2619 0.0201144 0.00181714 43722.4 0
: 669 | 48.4839 39.3427 0.0200671 0.00176371 43707.7 1
: 670 Minimum Test error found - save the configuration
: 670 | 47.8679 38.517 0.0201116 0.00181926 43734.1 0
: 671 | 47.3446 38.7882 0.0200515 0.0017621 43741.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 46.6868 37.8624 0.020103 0.0018115 43736.1 0
: 673 | 46.2178 38.0582 0.0200615 0.00175922 43710.4 1
: 674 Minimum Test error found - save the configuration
: 674 | 45.4253 37.4701 0.0201245 0.00181884 43702.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 44.8378 37.2955 0.0201075 0.00181802 43740.9 0
: 676 | 44.3737 37.5299 0.020044 0.00176344 43762.4 1
: 677 Minimum Test error found - save the configuration
: 677 | 43.6765 36.3905 0.0200958 0.0018169 43766.2 0
: 678 | 43.0728 36.7158 0.0200522 0.00176421 43744.5 1
: 679 Minimum Test error found - save the configuration
: 679 | 42.7571 35.7895 0.0201114 0.00181728 43729.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 41.9459 35.3344 0.0201108 0.0018186 43734.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 41.373 34.9049 0.0201264 0.00184745 43766.3 0
: 682 | 40.9739 35.438 0.0200709 0.00175104 43668.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 40.6073 34.7728 0.0201178 0.00180979 43696.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 39.9291 33.9631 0.0201143 0.00181265 43711.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 39.2378 33.7607 0.0201331 0.00181484 43672.3 0
: 686 | 38.7915 34.0275 0.0200631 0.00176089 43710.5 1
: 687 Minimum Test error found - save the configuration
: 687 | 38.36 33.2657 0.0206742 0.00184429 42485.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 37.7202 32.9845 0.0201509 0.001813 43625.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 37.2184 32.6879 0.0201175 0.00181173 43702 0
: 690 | 36.788 32.8002 0.0200531 0.00175802 43727.5 1
: 691 Minimum Test error found - save the configuration
: 691 | 36.5093 32.1737 0.0201181 0.00181234 43702.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 35.9568 32.0262 0.020123 0.00181195 43689.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 35.2837 31.9835 0.0201107 0.00181257 43720.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.0276 31.0885 0.0201155 0.00180437 43689.3 0
: 695 | 34.535 31.3667 0.0200753 0.00175729 43672.8 1
: 696 Minimum Test error found - save the configuration
: 696 | 34.024 31.0082 0.0201085 0.00181652 43735 0
: 697 Minimum Test error found - save the configuration
: 697 | 33.5623 30.9658 0.0201185 0.00181895 43716.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.203 30.0915 0.0201186 0.00181799 43714.3 0
: 699 | 32.6138 30.8439 0.0200579 0.0017649 43732.5 1
: 700 | 32.3348 30.2176 0.020051 0.00176278 43743.9 2
: 701 Minimum Test error found - save the configuration
: 701 | 32.0896 29.5839 0.0201151 0.00181714 43720.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 31.7425 29.2222 0.0201186 0.00181808 43714.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 31.2506 29.1679 0.0201065 0.00181096 43726.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 30.8707 28.8518 0.0201209 0.00181808 43709.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.3555 28.7572 0.0201089 0.00181658 43734.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.1101 28.5509 0.0201401 0.00184856 43736.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.3793 28.21 0.0201688 0.00182661 43615.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 29.0417 28.0092 0.0201075 0.00181885 43743 0
: 709 | 28.5722 28.0558 0.020049 0.00176382 43751.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 28.2055 27.5124 0.0201096 0.00181599 43731.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 27.9295 27.4562 0.0201081 0.00180437 43706.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 27.7152 27.1894 0.0201196 0.00180853 43689.5 0
: 713 | 27.4966 27.3299 0.020046 0.00175653 43740.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 27.1428 26.8447 0.0200993 0.00181057 43742.8 0
: 715 | 26.7383 26.9153 0.0200638 0.00175701 43699.6 1
: 716 Minimum Test error found - save the configuration
: 716 | 26.7057 26.8263 0.0201144 0.00181182 43709.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.2652 26.2914 0.020111 0.00181228 43718.9 0
: 718 Minimum Test error found - save the configuration
: 718 | 25.9936 25.6209 0.0200995 0.00180914 43738.9 0
: 719 | 25.428 25.6568 0.0200486 0.00175676 43735.3 1
: 720 | 24.9667 25.6651 0.0200469 0.00175011 43723.5 2
: 721 Minimum Test error found - save the configuration
: 721 | 24.715 25.5864 0.0201077 0.00180403 43707.2 0
: 722 Minimum Test error found - save the configuration
: 722 | 24.4111 25.0422 0.02012 0.00181033 43692.7 0
: 723 Minimum Test error found - save the configuration
: 723 | 23.952 24.8779 0.0201302 0.00181188 43672.2 0
: 724 | 23.8402 25.1711 0.0200619 0.00175617 43702.1 1
: 725 | 23.9009 24.8781 0.0200423 0.0017566 43750 2
: 726 Minimum Test error found - save the configuration
: 726 | 23.2501 24.3283 0.0201254 0.00181442 43689.7 0
: 727 Minimum Test error found - save the configuration
: 727 | 22.9028 24.1169 0.0201086 0.00181028 43719.8 0
: 728 Minimum Test error found - save the configuration
: 728 | 22.6737 23.9668 0.0201147 0.00181041 43705.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.277 23.841 0.0201039 0.00180562 43720 0
: 730 Minimum Test error found - save the configuration
: 730 | 22.227 23.7173 0.0201255 0.00180746 43672.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 22.0131 23.5837 0.0201141 0.00181547 43719.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.9392 23.4521 0.0201131 0.0018169 43725 0
: 733 | 21.467 23.5 0.0200416 0.00176121 43762.7 1
: 734 | 21.0728 23.4523 0.0200659 0.00176239 43707.5 2
: 735 Minimum Test error found - save the configuration
: 735 | 20.9135 22.8742 0.0201307 0.0018216 43694.1 0
: 736 | 20.5444 23.0428 0.0200743 0.00176461 43692.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.3544 22.5085 0.0201053 0.00181831 43746.9 0
: 738 | 20.1561 23.1486 0.0200562 0.00175828 43720.9 1
: 739 | 20.4759 22.9044 0.0200689 0.00175629 43685.7 2
: 740 | 20.2314 22.5827 0.020048 0.0017564 43735.9 3
: 741 Minimum Test error found - save the configuration
: 741 | 19.961 21.6766 0.0201293 0.00182846 43713.9 0
: 742 | 19.3853 21.824 0.0200674 0.00176554 43711.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 18.9609 21.4912 0.0201136 0.00181586 43721.3 0
: 744 | 19.0446 21.9808 0.0200437 0.00176424 43765.1 1
: 745 Minimum Test error found - save the configuration
: 745 | 18.6511 20.9947 0.0201042 0.00182334 43761.6 0
: 746 | 18.3432 21.0309 0.0200751 0.00175786 43674.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 18.2759 20.944 0.0201198 0.00181313 43700 0
: 748 | 18.0648 21.2737 0.0200575 0.00175759 43716.1 1
: 749 Minimum Test error found - save the configuration
: 749 | 17.6713 20.6845 0.020109 0.00181169 43722.4 0
: 750 Minimum Test error found - save the configuration
: 750 | 17.7056 20.5517 0.0200998 0.00181168 43744.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 17.333 20.2429 0.0201382 0.00181481 43660.2 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.1419 20.0999 0.0201173 0.00181206 43703.3 0
: 753 Minimum Test error found - save the configuration
: 753 | 16.9099 19.8794 0.020121 0.00180591 43679.8 0
: 754 | 16.7792 20.4568 0.0200496 0.0017497 43716 1
: 755 Minimum Test error found - save the configuration
: 755 | 16.6604 19.5367 0.0201115 0.00181098 43714.5 0
: 756 | 16.3506 19.5516 0.0200792 0.00175734 43663.6 1
: 757 | 16.1725 19.6984 0.0200587 0.00175666 43710.9 2
: 758 Minimum Test error found - save the configuration
: 758 | 16.2184 19.4043 0.0201201 0.00181169 43695.7 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.0319 19.0429 0.0201141 0.0018115 43709.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 15.9031 19.0054 0.020116 0.00181284 43708.4 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.6702 18.6628 0.0201156 0.00181318 43710 0
: 762 | 15.2881 18.7718 0.0201776 0.00175574 43426.7 1
: 763 | 15.2041 19.3189 0.0205874 0.00193135 42881.5 2
: 764 Minimum Test error found - save the configuration
: 764 | 15.1137 18.6422 0.0207432 0.00200466 42692.8 0
: 765 Minimum Test error found - save the configuration
: 765 | 14.9589 18.273 0.0215109 0.00180975 40606.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 14.7805 18.2371 0.020138 0.00182657 43688.6 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.6071 18.136 0.0201072 0.00180966 43721.7 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.4514 17.7541 0.0201105 0.00181179 43718.8 0
: 769 | 14.4936 18.4416 0.0200548 0.00175785 43723.3 1
: 770 Minimum Test error found - save the configuration
: 770 | 14.2387 17.4824 0.0201153 0.00180952 43702 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.0127 17.4489 0.0201135 0.00181071 43709.1 0
: 772 | 13.8219 17.5468 0.0200669 0.00175624 43690.3 1
: 773 Minimum Test error found - save the configuration
: 773 | 13.9273 17.2057 0.0201157 0.00180412 43688.1 0
: 774 | 13.9264 17.656 0.0207718 0.00177571 42113.9 1
: 775 | 13.4136 17.2503 0.0200718 0.00176413 43697.5 2
: 776 Minimum Test error found - save the configuration
: 776 | 13.2082 16.6669 0.0201333 0.00182515 43696.5 0
: 777 | 13.1132 16.881 0.0200582 0.00175634 43711.5 1
: 778 | 12.871 17.4494 0.0200583 0.00176202 43724.8 2
: 779 Minimum Test error found - save the configuration
: 779 | 12.8234 16.5647 0.020099 0.00181686 43758.5 0
: 780 | 12.7563 16.7757 0.0200569 0.00176448 43734 1
: 781 Minimum Test error found - save the configuration
: 781 | 12.5109 16.1947 0.0201057 0.00181799 43745.3 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.6082 16.0814 0.0201275 0.0018162 43689 0
: 783 Minimum Test error found - save the configuration
: 783 | 12.2492 15.9601 0.0201176 0.00181586 43711.6 0
: 784 | 11.9852 16.0254 0.0200509 0.00176396 43747.1 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.1323 15.9326 0.0201072 0.00181754 43740.5 0
: 786 Minimum Test error found - save the configuration
: 786 | 12.4554 15.5701 0.0201071 0.00180371 43707.7 0
: 787 | 11.8259 15.6054 0.0200788 0.00175717 43664.3 1
: 788 Minimum Test error found - save the configuration
: 788 | 11.7368 15.257 0.0201101 0.00181056 43716.9 0
: 789 | 11.5674 15.978 0.0200623 0.00175654 43702 1
: 790 Minimum Test error found - save the configuration
: 790 | 11.5926 15.1534 0.0200952 0.00180934 43749.6 0
: 791 | 11.3321 15.4006 0.0200546 0.00175745 43722.8 1
: 792 | 11.2269 15.3526 0.0200539 0.00175733 43724.1 2
: 793 Minimum Test error found - save the configuration
: 793 | 11.2105 15.1331 0.0201129 0.00181045 43710.1 0
: 794 Minimum Test error found - save the configuration
: 794 | 10.9505 14.9032 0.0200878 0.00181067 43770.5 0
: 795 Minimum Test error found - save the configuration
: 795 | 10.9221 14.896 0.0201047 0.00180808 43724 0
: 796 Minimum Test error found - save the configuration
: 796 | 10.9369 14.6987 0.0201217 0.00180498 43676 0
: 797 Minimum Test error found - save the configuration
: 797 | 10.6322 14.6346 0.020119 0.00181167 43698.3 0
: 798 Minimum Test error found - save the configuration
: 798 | 10.421 14.3938 0.0200993 0.00180908 43739.1 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.3929 14.2623 0.0201185 0.00181127 43698.6 0
: 800 | 10.4178 14.5428 0.0200563 0.00175614 43715.5 1
: 801 | 10.4625 14.6331 0.0200542 0.0017573 43723.1 2
: 802 | 10.5263 14.6915 0.0200585 0.00175603 43710 3
: 803 Minimum Test error found - save the configuration
: 803 | 10.2853 13.9725 0.0201115 0.00181079 43714.2 0
: 804 | 9.82801 14.1119 0.0200657 0.00175594 43692.6 1
: 805 Minimum Test error found - save the configuration
: 805 | 9.75181 13.8148 0.020107 0.00180231 43704.7 0
: 806 | 9.75177 13.983 0.0200528 0.00174977 43708.5 1
: 807 | 9.99683 14.4668 0.0200553 0.00174991 43703.1 2
: 808 Minimum Test error found - save the configuration
: 808 | 9.52531 13.3715 0.020107 0.00181468 43734.1 0
: 809 | 9.35839 13.3872 0.0200548 0.00176154 43732 1
: 810 Minimum Test error found - save the configuration
: 810 | 9.2501 13.3089 0.0201071 0.00181736 43740.4 0
: 811 | 9.32106 13.3185 0.0200605 0.00176173 43718.9 1
: 812 Minimum Test error found - save the configuration
: 812 | 9.12622 13.0612 0.020141 0.00181899 43663.3 0
: 813 | 8.96483 13.3881 0.0201077 0.0017642 43612.2 1
: 814 | 9.39292 13.2223 0.0200556 0.00176263 43732.6 2
: 815 Minimum Test error found - save the configuration
: 815 | 9.10504 12.8439 0.020118 0.0018122 43701.9 0
: 816 Minimum Test error found - save the configuration
: 816 | 8.89181 12.5123 0.0201351 0.00183268 43710 0
: 817 | 8.805 12.6107 0.0200469 0.00176153 43750.9 1
: 818 | 8.63885 12.6492 0.0200564 0.00176246 43730.2 2
: 819 | 8.62701 12.804 0.0200417 0.00176221 43764.9 3
: 820 Minimum Test error found - save the configuration
: 820 | 8.56976 12.4024 0.0200985 0.00181682 43759.6 0
: 821 | 8.40526 12.4375 0.0200562 0.00176303 43732.2 1
: 822 | 8.33774 12.4598 0.0200556 0.00176217 43731.5 2
: 823 Minimum Test error found - save the configuration
: 823 | 8.32752 12.3318 0.0201025 0.00181525 43746.2 0
: 824 | 8.39809 13.4366 0.0200587 0.00178081 43768.8 1
: 825 Minimum Test error found - save the configuration
: 825 | 8.25274 12.1422 0.0201008 0.0018174 43755.6 0
: 826 Minimum Test error found - save the configuration
: 826 | 8.2275 12.1358 0.0201018 0.00180342 43719.7 0
: 827 | 8.05199 12.6705 0.020055 0.0017489 43701.3 1
: 828 Minimum Test error found - save the configuration
: 828 | 7.93938 11.728 0.0201272 0.00181066 43676.4 0
: 829 Minimum Test error found - save the configuration
: 829 | 7.94151 11.7134 0.0201152 0.00181055 43704.7 0
: 830 | 8.26486 11.9129 0.0200303 0.00175463 43774.2 1
: 831 Minimum Test error found - save the configuration
: 831 | 7.86144 11.2493 0.0201017 0.00180958 43734.7 0
: 832 | 7.61445 11.744 0.0200558 0.00175562 43715.4 1
: 833 | 7.60398 11.3177 0.0200546 0.00175592 43719 2
: 834 | 7.60345 11.5392 0.0200624 0.00175709 43703.1 3
: 835 Minimum Test error found - save the configuration
: 835 | 7.36534 11.1573 0.0201058 0.0018133 43733.8 0
: 836 Minimum Test error found - save the configuration
: 836 | 7.31526 11.1431 0.020121 0.00180451 43676.6 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.41534 10.9744 0.0201157 0.00180478 43689.8 0
: 838 | 7.42116 11.0111 0.0200583 0.00175726 43713.3 1
: 839 Minimum Test error found - save the configuration
: 839 | 7.37566 10.8555 0.0206482 0.00191157 42697 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.04657 10.6919 0.0206357 0.00182757 42534.9 0
: 841 | 7.10777 11.2005 0.0200555 0.00176274 43733.1 1
: 842 | 7.16199 10.7625 0.0200634 0.00176243 43713.6 2
: 843 | 6.98665 10.9428 0.0200449 0.00176257 43758.1 3
: 844 | 7.07143 10.8946 0.0200434 0.00176063 43757.1 4
: 845 | 7.11124 11.5472 0.0200421 0.00176285 43765.6 5
: 846 Minimum Test error found - save the configuration
: 846 | 7.02426 10.2407 0.0201036 0.00182084 43757.1 0
: 847 | 6.79599 10.317 0.0200463 0.00175541 43737.6 1
: 848 | 6.78333 10.3096 0.0200437 0.00175574 43744.5 2
: 849 Minimum Test error found - save the configuration
: 849 | 6.8286 9.97609 0.0201027 0.00181743 43751.1 0
: 850 | 6.70904 10.4666 0.0200475 0.00176137 43748.9 1
: 851 | 6.55939 10.0878 0.0200759 0.00178795 43744.7 2
: 852 | 6.74838 10.4215 0.0200515 0.0017625 43742.1 3
: 853 Minimum Test error found - save the configuration
: 853 | 6.55818 9.78408 0.0200987 0.00181579 43756.8 0
: 854 | 6.50575 10.0918 0.0200611 0.00176158 43717.1 1
: 855 | 6.40635 9.96471 0.0200537 0.00176164 43734.8 2
: 856 | 6.88874 10.6182 0.0200697 0.00176182 43697 3
: 857 Minimum Test error found - save the configuration
: 857 | 6.59915 9.68148 0.0201117 0.00181784 43730.6 0
: 858 | 6.3525 10.0595 0.0200601 0.00175162 43695.7 1
: 859 | 6.22187 9.92263 0.0200503 0.00174891 43712.5 2
: 860 | 6.39233 9.76116 0.0200413 0.00174907 43734.5 3
: 861 | 6.40764 10.2135 0.0204313 0.00176546 42858.9 4
: 862 Minimum Test error found - save the configuration
: 862 | 6.25973 9.48927 0.0201225 0.00181681 43702.1 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.03583 9.29028 0.0201055 0.00181011 43727 0
: 864 Minimum Test error found - save the configuration
: 864 | 5.84751 9.15402 0.0201213 0.00181013 43689.3 0
: 865 | 5.97184 9.52648 0.0200404 0.0017498 43738.4 1
: 866 Minimum Test error found - save the configuration
: 866 | 6.25836 8.88947 0.0201051 0.00180395 43713 0
: 867 | 6.38066 9.47145 0.0200594 0.00175554 43706.7 1
: 868 | 6.05386 9.24331 0.0200614 0.00175454 43699.4 2
: 869 | 6.57788 9.91642 0.0200548 0.00175479 43715.8 3
: 870 | 6.49524 9.79926 0.0200393 0.00175627 43756.5 4
: 871 Minimum Test error found - save the configuration
: 871 | 6.03111 8.68523 0.0201041 0.0018106 43731.4 0
: 872 | 5.74454 8.85378 0.0200576 0.00175731 43715.1 1
: 873 | 5.79562 8.89554 0.0200499 0.00175422 43726.1 2
: 874 | 5.80968 8.96509 0.0200392 0.00175526 43754.3 3
: 875 Minimum Test error found - save the configuration
: 875 | 5.70088 8.64966 0.0201186 0.00181349 43703.8 0
: 876 Minimum Test error found - save the configuration
: 876 | 5.87254 8.35532 0.0201164 0.0018094 43699.1 0
: 877 | 6.09931 8.72239 0.0200581 0.00175077 43698.2 1
: 878 Minimum Test error found - save the configuration
: 878 | 5.64297 8.31209 0.0201047 0.00180484 43716.1 0
: 879 Minimum Test error found - save the configuration
: 879 | 5.30094 8.21528 0.0201326 0.00181899 43683.3 0
: 880 | 5.53983 8.3312 0.0200498 0.0017609 43742.5 1
: 881 | 5.49589 8.92322 0.0200543 0.0017626 43735.7 2
: 882 | 5.51891 8.27095 0.0200509 0.00176288 43744.5 3
: 883 Minimum Test error found - save the configuration
: 883 | 5.32824 7.83615 0.020116 0.00181614 43716.2 0
: 884 | 5.28985 8.1291 0.0200473 0.00176148 43749.7 1
: 885 | 5.36183 8.20406 0.0200749 0.00176278 43686.9 2
: 886 | 5.27794 8.0616 0.0200518 0.00176328 43743.2 3
: 887 | 5.1833 8.08309 0.0200416 0.00176268 43766.2 4
: 888 Minimum Test error found - save the configuration
: 888 | 5.17592 7.75676 0.0201187 0.00181405 43704.8 0
: 889 | 5.1226 7.78019 0.0200515 0.00176202 43740.9 1
: 890 | 5.26127 8.26011 0.0200697 0.00176354 43701.1 2
: 891 | 5.308 7.8516 0.0200763 0.00176509 43689.1 3
: 892 | 5.41775 8.02469 0.020064 0.00176303 43713.4 4
: 893 Minimum Test error found - save the configuration
: 893 | 5.3363 7.68282 0.020108 0.00182152 43748.2 0
: 894 | 5.28608 7.87473 0.0200587 0.00176221 43724.4 1
: 895 | 5.35729 7.72699 0.0200503 0.00176156 43742.7 2
: 896 Minimum Test error found - save the configuration
: 896 | 5.33646 7.59928 0.020104 0.0018161 43744.7 0
: 897 Minimum Test error found - save the configuration
: 897 | 4.85255 7.17642 0.0201158 0.00181907 43723.6 0
: 898 | 5.29624 8.00193 0.0200572 0.0017626 43728.7 1
: 899 Minimum Test error found - save the configuration
: 899 | 5.33376 7.10937 0.020095 0.0018032 43735.3 0
: 900 | 5.01156 7.27264 0.0200538 0.00175004 43706.8 1
: 901 Minimum Test error found - save the configuration
: 901 | 4.8679 6.97938 0.0201281 0.00181156 43676.3 0
: 902 | 4.77721 7.22217 0.0200766 0.0017583 43672.1 1
: 903 | 4.71607 7.40021 0.0200489 0.0017577 43736.9 2
: 904 | 4.99739 7.17065 0.0200599 0.00175553 43705.5 3
: 905 | 4.71829 7.58268 0.0200488 0.00175676 43734.8 4
: 906 | 4.84516 7.12706 0.0200469 0.0017558 43737.2 5
: 907 | 5.00037 7.16493 0.0200498 0.00175735 43733.8 6
: 908 Minimum Test error found - save the configuration
: 908 | 4.79383 6.78526 0.0200973 0.0018139 43755.4 0
: 909 Minimum Test error found - save the configuration
: 909 | 4.70777 6.61405 0.0201045 0.0018098 43728.5 0
: 910 | 4.62726 7.33798 0.0200389 0.00174966 43741.7 1
: 911 | 4.71297 6.75784 0.0200387 0.00174862 43739.5 2
: 912 | 4.49787 6.93079 0.0200432 0.00174931 43730.4 3
: 913 | 4.51514 6.64766 0.0201044 0.00175169 43590.3 4
: 914 | 4.60421 7.18188 0.0200446 0.00175495 43740.7 5
: 915 | 4.5932 7.11026 0.0200458 0.0017556 43739.4 6
: 916 | 4.53378 6.68487 0.0200682 0.00175785 43691.1 7
: 917 Minimum Test error found - save the configuration
: 917 | 4.61292 6.59894 0.0201317 0.00184065 43737.1 0
: 918 Minimum Test error found - save the configuration
: 918 | 4.78812 6.28945 0.0201002 0.00181073 43740.9 0
: 919 | 4.54174 6.32619 0.0200622 0.00175535 43699.5 1
: 920 | 4.32765 6.30504 0.0200561 0.00175605 43715.7 2
: 921 Minimum Test error found - save the configuration
: 921 | 4.33339 6.23608 0.0201127 0.00182448 43743.9 0
: 922 | 4.31311 6.87692 0.020045 0.00174941 43726.3 1
: 923 Minimum Test error found - save the configuration
: 923 | 4.26695 6.092 0.0201109 0.00180136 43692.9 0
: 924 | 4.1938 6.1042 0.0200418 0.00175095 43737.7 1
: 925 | 4.22378 6.40662 0.0200831 0.00176153 43664.4 2
: 926 Minimum Test error found - save the configuration
: 926 | 4.19065 6.07376 0.020105 0.00181635 43743 0
: 927 Minimum Test error found - save the configuration
: 927 | 4.19987 6.02045 0.020107 0.00181883 43744.1 0
: 928 | 4.16137 6.12416 0.0200453 0.00176197 43755.6 1
: 929 | 4.51858 6.98385 0.0200465 0.00176323 43755.9 2
: 930 | 4.19347 6.04267 0.0200441 0.00176241 43759.7 3
: 931 | 4.07224 6.14685 0.0200538 0.00176125 43733.6 4
: 932 Minimum Test error found - save the configuration
: 932 | 4.02702 5.86578 0.0201104 0.001818 43734.1 0
: 933 | 4.10429 6.35425 0.0200536 0.00176333 43739.2 1
: 934 | 4.03021 6.20013 0.0200446 0.0017562 43743.5 2
: 935 | 4.12352 5.99296 0.0200445 0.00175655 43744.7 3
: 936 | 4.00138 5.93323 0.0200421 0.00175586 43748.8 4
: 937 Minimum Test error found - save the configuration
: 937 | 3.89713 5.56422 0.0201032 0.00181888 43753.3 0
: 938 | 3.97388 5.69892 0.0200585 0.00176595 43733.6 1
: 939 | 3.92012 5.72195 0.0200578 0.00176409 43730.8 2
: 940 Minimum Test error found - save the configuration
: 940 | 3.95458 5.49494 0.0201015 0.00181718 43753.3 0
: 941 | 3.95269 5.88804 0.0200429 0.00176241 43762.5 1
: 942 | 4.01148 5.54965 0.0200541 0.00176291 43737 2
: 943 | 4.19868 5.9528 0.0200466 0.00176505 43759.8 3
: 944 | 4.70067 5.78088 0.0200573 0.00176374 43731.2 4
: 945 | 4.10842 5.75625 0.020052 0.00176472 43746.2 5
: 946 | 4.06103 5.93401 0.0200436 0.00176318 43762.6 6
: 947 Minimum Test error found - save the configuration
: 947 | 3.77482 5.41643 0.0201005 0.00182188 43767.1 0
: 948 | 3.70453 6.10639 0.0204384 0.00176246 42835.8 1
: 949 Minimum Test error found - save the configuration
: 949 | 3.80895 5.38771 0.0201079 0.00181464 43732 0
: 950 Minimum Test error found - save the configuration
: 950 | 3.69641 5.29057 0.0201158 0.0018119 43706.5 0
: 951 Minimum Test error found - save the configuration
: 951 | 3.78654 5.1081 0.0201101 0.00181152 43719.3 0
: 952 | 3.7003 5.59198 0.0200699 0.00175849 43688.5 1
: 953 | 3.65925 5.18077 0.0200516 0.00174974 43711.4 2
: 954 | 3.60921 5.32068 0.0200491 0.00175097 43720.2 3
: 955 | 3.6216 5.24034 0.0200521 0.00175131 43714 4
: 956 | 3.52725 5.22036 0.0200412 0.00175109 43739.5 5
: 957 | 3.77398 5.66131 0.0200537 0.00175697 43723.7 6
: 958 | 3.84719 5.11534 0.020051 0.00175603 43727.8 7
: 959 | 3.75072 5.26773 0.0200419 0.00175788 43754 8
: 960 | 3.71568 5.13065 0.0200385 0.0017577 43761.8 9
: 961 Minimum Test error found - save the configuration
: 961 | 3.76003 4.88796 0.0201141 0.00181861 43726.7 0
: 962 | 3.53198 5.00274 0.0200408 0.00175644 43753.2 1
: 963 | 3.73193 5.16331 0.0200515 0.00175629 43727.2 2
: 964 Minimum Test error found - save the configuration
: 964 | 3.54678 4.88284 0.0200935 0.00181087 43757.5 0
: 965 Minimum Test error found - save the configuration
: 965 | 3.5068 4.81801 0.0200945 0.00181122 43755.8 0
: 966 | 3.53963 5.1214 0.0200532 0.00175538 43721 1
: 967 | 3.74588 4.93664 0.0200446 0.00174993 43728.6 2
: 968 | 3.74856 5.29552 0.0200463 0.00174904 43722.3 3
: 969 | 3.59118 5.08091 0.0200544 0.00174985 43704.9 4
: 970 | 3.56298 5.06798 0.0200798 0.00176115 43671.3 5
: 971 Minimum Test error found - save the configuration
: 971 | 3.57176 4.54391 0.02011 0.00181686 43732.1 0
: 972 | 3.45118 4.82635 0.02006 0.00176337 43723.8 1
: 973 | 3.48857 4.63733 0.020045 0.00176248 43757.6 2
: 974 Minimum Test error found - save the configuration
: 974 | 3.42525 4.54201 0.0201085 0.00181643 43734.7 0
: 975 | 3.68098 4.76956 0.0200516 0.0017622 43741.2 1
: 976 Minimum Test error found - save the configuration
: 976 | 3.44057 4.52552 0.0200971 0.00181701 43763.5 0
: 977 | 3.48953 4.55491 0.0200477 0.00176346 43753.4 1
: 978 | 3.6514 4.74666 0.0200536 0.00176257 43737.2 2
: 979 | 3.31744 4.67267 0.0200584 0.0017572 43713.1 3
: 980 | 3.2814 4.66805 0.0200662 0.00175639 43692.4 4
: 981 Minimum Test error found - save the configuration
: 981 | 3.27057 4.4477 0.0201195 0.00181786 43711.8 0
: 982 Minimum Test error found - save the configuration
: 982 | 3.38843 4.40107 0.0201053 0.00181834 43747 0
: 983 | 3.60215 4.47708 0.0200502 0.00176284 43746.1 1
: 984 Minimum Test error found - save the configuration
: 984 | 3.39444 4.27783 0.0201081 0.00181814 43740 0
: 985 | 3.43398 4.52155 0.0200526 0.00176305 43740.7 1
: 986 | 3.47437 4.99024 0.0200475 0.00176137 43748.9 2
: 987 | 3.49031 4.37432 0.0200521 0.00176333 43742.8 3
: 988 | 3.40192 4.9674 0.0200544 0.00176199 43733.9 4
: 989 | 3.27052 4.33542 0.0200505 0.00176413 43748.4 5
: 990 Minimum Test error found - save the configuration
: 990 | 3.36001 4.14857 0.0201297 0.00181936 43691.1 0
: 991 | 3.32331 4.37568 0.0200381 0.00175013 43744.5 1
: 992 | 3.47608 4.69505 0.0200425 0.00175064 43735.3 2
: 993 | 3.521 4.49466 0.0200598 0.00175125 43695.5 3
: 994 | 3.53178 4.9149 0.0200551 0.00175767 43722 4
: 995 | 3.50357 4.24814 0.0200465 0.00175743 43742.1 5
: 996 | 3.18995 4.37697 0.0200456 0.00175913 43748.2 6
: 997 | 3.28656 5.10888 0.0200532 0.00175758 43726.2 7
: 998 | 3.64663 4.34909 0.0200439 0.00175972 43753.6 8
: 999 | 3.25928 4.23686 0.0200419 0.00175662 43751.1 9
: 1000 | 3.31672 4.27275 0.0200525 0.00175808 43729.2 10
: 1001 | 3.6652 4.26014 0.0200716 0.00175697 43680.9 11
: 1002 | 3.40962 4.30305 0.020051 0.00175743 43731.3 12
: 1003 | 3.46538 4.36328 0.0200598 0.00175739 43710 13
: 1004 | 3.59513 4.26302 0.0200497 0.0017569 43733 14
: 1005 | 3.39515 4.22074 0.020043 0.00174968 43731.8 15
: 1006 | 3.41446 4.94575 0.0200555 0.00175214 43707.8 16
: 1007 Minimum Test error found - save the configuration
: 1007 | 3.24677 3.98118 0.0201392 0.0018237 43678.9 0
: 1008 | 3.0639 4.41073 0.0200572 0.00175814 43718 1
: 1009 | 3.24011 4.77156 0.0200447 0.00175512 43740.8 2
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.24142 3.79364 0.0201046 0.00181157 43732.5 0
: 1011 | 3.1492 4.10638 0.0200737 0.00175496 43671.2 1
: 1012 | 3.26893 4.15984 0.0200505 0.00175586 43728.6 2
: 1013 Minimum Test error found - save the configuration
: 1013 | 3.14711 3.65505 0.0201049 0.00181011 43728.4 0
: 1014 | 3.24592 3.96889 0.020051 0.00175661 43729.1 1
: 1015 | 3.39426 3.69149 0.0200599 0.00175589 43706.2 2
: 1016 | 3.26465 3.90671 0.0200528 0.00175666 43725.1 3
: 1017 | 3.07615 3.8348 0.020061 0.00175018 43690.1 4
: 1018 | 3.12781 3.81299 0.0200593 0.00175101 43696.1 5
: 1019 | 3.14755 4.6679 0.0200483 0.00174924 43718.2 6
: 1020 | 3.04361 3.75957 0.0200539 0.00175038 43707.5 7
: 1021 | 3.07163 3.93772 0.0200604 0.00176142 43718.4 8
: 1022 Minimum Test error found - save the configuration
: 1022 | 3.21013 3.52876 0.0200939 0.00181777 43773 0
: 1023 | 3.14408 3.96331 0.020053 0.00176439 43743.1 1
: 1024 | 3.03108 3.63109 0.0200619 0.00176313 43718.7 2
: 1025 | 3.04987 4.19566 0.0201133 0.00182409 43741.6 3
: 1026 | 3.22504 3.76747 0.0200604 0.00176376 43723.8 4
: 1027 | 3.25629 3.7641 0.0200501 0.00176625 43754.5 5
: 1028 | 3.10049 3.79512 0.0200489 0.00176458 43753.4 6
: 1029 | 3.07797 3.657 0.0200494 0.00176318 43748.9 7
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.21076 3.49263 0.0201238 0.00181927 43705 0
: 1031 | 3.15498 3.69485 0.0200471 0.00175675 43739 1
: 1032 | 3.0036 3.61557 0.0200489 0.001756 43732.8 2
: 1033 | 3.00051 3.66721 0.0200562 0.00176284 43731.8 3
: 1034 Minimum Test error found - save the configuration
: 1034 | 3.08123 3.46263 0.0200965 0.00181724 43765.4 0
: 1035 | 3.05971 3.58699 0.0204316 0.00176833 42865 1
: 1036 Minimum Test error found - save the configuration
: 1036 | 3.16135 3.40371 0.0201209 0.00182482 43725.2 0
: 1037 | 3.12692 3.998 0.0200471 0.001751 43725.3 1
: 1038 | 3.39055 3.90414 0.0200489 0.00174902 43716.1 2
: 1039 | 3.26599 3.88362 0.020042 0.00174907 43732.7 3
: 1040 Minimum Test error found - save the configuration
: 1040 | 3.06396 3.33094 0.0201035 0.00181225 43736.7 0
: 1041 | 2.84886 3.69336 0.020059 0.00175715 43711.4 1
: 1042 Minimum Test error found - save the configuration
: 1042 | 3.14121 3.17395 0.0201217 0.00181246 43693.7 0
: 1043 | 3.0299 3.58906 0.0200597 0.00175744 43710.4 1
: 1044 | 3.38825 3.68274 0.0200491 0.00175689 43734.5 2
: 1045 | 3.13666 3.71144 0.0200629 0.00175677 43701.2 3
: 1046 | 2.95612 3.63841 0.0200503 0.00176075 43740.9 4
: 1047 | 3.01329 3.35453 0.0200484 0.00175716 43736.8 5
: 1048 | 2.96811 3.44011 0.0200541 0.00175828 43725.9 6
: 1049 | 2.96047 3.57136 0.0200508 0.00175869 43734.8 7
: 1050 | 3.00931 3.38692 0.0200452 0.00175136 43730.5 8
: 1051 | 3.02659 3.36589 0.0200627 0.00175015 43685.8 9
: 1052 | 2.95444 3.46592 0.0200451 0.00175087 43729.5 10
: 1053 Minimum Test error found - save the configuration
: 1053 | 2.87204 3.16685 0.0200882 0.00181189 43772.5 0
: 1054 | 2.90281 3.27911 0.0200438 0.00175658 43746.3 1
: 1055 Minimum Test error found - save the configuration
: 1055 | 2.86676 3.12491 0.0201038 0.00181246 43736.5 0
: 1056 | 2.84226 3.15023 0.0200557 0.00175558 43715.5 1
: 1057 Minimum Test error found - save the configuration
: 1057 | 2.83753 3.06244 0.0200973 0.00181261 43752.3 0
: 1058 | 3.00605 3.12201 0.0200582 0.00175694 43712.8 1
: 1059 | 2.94216 3.31684 0.0200459 0.00175807 43744.9 2
: 1060 Minimum Test error found - save the configuration
: 1060 | 2.91292 2.96345 0.0201039 0.00181214 43735.5 0
: 1061 | 2.75173 3.17362 0.0200566 0.00175713 43717 1
: 1062 | 2.73383 3.33214 0.0200338 0.00175735 43772.3 2
: 1063 Minimum Test error found - save the configuration
: 1063 | 2.80698 2.74215 0.0201009 0.00180427 43723.8 0
: 1064 | 2.85306 3.16288 0.0200513 0.00175023 43713.3 1
: 1065 | 3.05018 3.73566 0.0200368 0.00174943 43746 2
: 1066 | 3.28985 3.82686 0.0200758 0.0017617 43682.3 3
: 1067 | 3.11604 3.80931 0.0200558 0.0017634 43734.1 4
: 1068 | 3.00651 2.99596 0.0200329 0.00176031 43781.5 5
: 1069 | 2.74336 3.13543 0.0200476 0.00176364 43754.3 6
: 1070 | 2.84795 3.41895 0.0200489 0.00176074 43744.2 7
: 1071 | 2.67661 2.96091 0.0200536 0.00176436 43741.5 8
: 1072 | 2.74224 2.80892 0.0200541 0.00176414 43739.9 9
: 1073 | 2.67871 3.01007 0.020047 0.00176237 43752.7 10
: 1074 | 2.71587 3.49394 0.0200521 0.00176148 43738.3 11
: 1075 | 2.84661 3.19756 0.0200377 0.00176242 43775 12
: 1076 | 2.74215 2.78448 0.0200527 0.00176346 43741.5 13
: 1077 | 2.66304 2.84362 0.0200539 0.00175632 43721.5 14
: 1078 | 2.56468 2.90217 0.0200446 0.0017576 43746.9 15
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.68756 2.72883 0.0201047 0.00181321 43736.1 0
: 1080 | 2.95457 3.09383 0.0200738 0.00176187 43687.4 1
: 1081 | 2.76073 2.88994 0.0200766 0.00176475 43687.6 2
: 1082 | 2.82329 3.04913 0.0200529 0.00176233 43738.4 3
: 1083 | 2.66861 2.91384 0.0200363 0.00176217 43777.8 4
: 1084 | 2.74359 2.91539 0.0200573 0.00176542 43735.2 5
: 1085 | 2.85228 3.08248 0.0200457 0.00176503 43762.2 6
: 1086 | 2.59373 2.90713 0.0200571 0.00176354 43731.2 7
: 1087 | 2.63856 2.97071 0.0200625 0.00176343 43718.1 8
: 1088 | 2.8361 2.815 0.0200379 0.00176284 43775.5 9
: 1089 | 2.6511 2.75155 0.0200509 0.00176474 43748.8 10
: 1090 Minimum Test error found - save the configuration
: 1090 | 2.59546 2.68936 0.0201114 0.00182276 43743 0
: 1091 | 2.74379 2.99423 0.0200946 0.00175168 43613.5 1
: 1092 | 2.53695 2.89705 0.0200528 0.00175098 43711.5 2
: 1093 Minimum Test error found - save the configuration
: 1093 | 2.63619 2.36479 0.0201257 0.00181804 43697.6 0
: 1094 | 2.65561 2.68102 0.0200704 0.00175882 43688.3 1
: 1095 | 2.83935 3.3292 0.0200767 0.00175911 43674 2
: 1096 | 2.71145 2.62434 0.0200736 0.00176063 43684.8 3
: 1097 | 2.60466 2.62081 0.0200556 0.00175782 43721.2 4
: 1098 | 2.70871 2.90989 0.0200412 0.00175887 43758.1 5
: 1099 | 2.57072 3.09202 0.02004 0.001758 43758.9 6
: 1100 | 2.51919 2.8888 0.0200807 0.00175771 43661.1 7
: 1101 | 2.46125 2.57871 0.0200849 0.00175731 43650.1 8
: 1102 | 2.55536 2.64863 0.0200525 0.00175066 43711.4 9
: 1103 | 2.75057 3.26347 0.0200469 0.00175021 43723.8 10
: 1104 | 2.65704 2.50448 0.0200561 0.0017493 43699.6 11
: 1105 | 2.83234 3.01137 0.0200594 0.00175733 43710.9 12
: 1106 | 2.62856 2.43383 0.0200483 0.00175676 43736.2 13
: 1107 | 2.65388 2.94489 0.0200461 0.00175627 43740.1 14
: 1108 Minimum Test error found - save the configuration
: 1108 | 2.51388 2.31868 0.0201158 0.0018175 43720 0
: 1109 | 2.51668 2.50405 0.0200525 0.00175582 43723.9 1
: 1110 | 2.63873 3.58909 0.020051 0.00175892 43734.7 2
: 1111 | 2.69969 2.64394 0.0200603 0.00175748 43709.2 3
: 1112 | 2.69922 2.88605 0.0200613 0.00176052 43713.9 4
: 1113 | 2.81401 2.60595 0.020045 0.00175726 43745.2 5
: 1114 | 2.39151 2.44049 0.0200516 0.00175767 43730.3 6
: 1115 | 2.54891 2.83518 0.0200452 0.00175668 43743.3 7
: 1116 | 2.5767 2.86672 0.0200503 0.00175001 43715.2 8
: 1117 | 3.28281 2.98221 0.0200501 0.00175086 43717.7 9
: 1118 | 3.01414 2.45068 0.0200445 0.00175209 43734.1 10
: 1119 | 2.54104 2.59711 0.0200483 0.00175174 43724 11
: 1120 | 2.72488 2.34352 0.0200568 0.00176455 43734.3 12
: 1121 Minimum Test error found - save the configuration
: 1121 | 2.53755 2.23527 0.0201162 0.0018236 43733.5 0
: 1122 | 2.61401 2.74395 0.0207371 0.00176431 42165.7 1
: 1123 | 2.74933 2.57515 0.0200694 0.00176266 43699.7 2
: 1124 | 2.60021 2.33174 0.0201263 0.00176501 43569.9 3
: 1125 | 2.5596 2.62709 0.0200611 0.00176611 43727.8 4
: 1126 | 2.82386 3.55211 0.0200631 0.00176396 43717.8 5
: 1127 | 2.72396 2.36417 0.0200522 0.00176373 43743.4 6
: 1128 | 2.49979 2.88384 0.0200465 0.00176248 43754.1 7
: 1129 | 2.45358 2.79034 0.0200376 0.00176366 43778.3 8
: 1130 Minimum Test error found - save the configuration
: 1130 | 2.36181 2.12641 0.0201149 0.00182433 43738.3 0
: 1131 | 2.50956 2.23503 0.0200661 0.00176478 43712.7 1
: 1132 | 2.7378 2.59525 0.0200612 0.00175283 43696 2
: 1133 | 2.41662 2.60341 0.0200509 0.00175233 43719.2 3
: 1134 Minimum Test error found - save the configuration
: 1134 | 2.32727 2.05415 0.0201116 0.00180918 43710.1 0
: 1135 | 2.30588 2.23059 0.0200663 0.00175662 43692.7 1
: 1136 | 2.34564 2.39201 0.0200728 0.00178184 43737.5 2
: 1137 | 2.38411 2.6348 0.0200419 0.00175895 43756.5 3
: 1138 | 2.41032 2.29976 0.0200433 0.00175865 43752.5 4
: 1139 | 2.49551 2.35016 0.0200655 0.00175991 43702.5 5
: 1140 | 2.36417 2.31151 0.0200609 0.00175883 43710.9 6
: 1141 | 2.2751 2.13857 0.0200613 0.00175702 43705.6 7
: 1142 | 2.51776 2.16295 0.0200533 0.00175754 43726 8
: 1143 | 2.51067 2.12908 0.0200428 0.0017595 43755.8 9
: 1144 | 2.56594 2.28218 0.0200606 0.00175739 43708.2 10
: 1145 | 2.84642 2.4277 0.0200686 0.00175084 43673.6 11
: 1146 | 2.26828 2.40456 0.0200809 0.0017524 43647.8 12
: 1147 | 2.37033 2.67177 0.0200491 0.00175186 43722.4 13
: 1148 | 2.38307 2.13452 0.0200553 0.0017558 43717 14
: 1149 Minimum Test error found - save the configuration
: 1149 | 2.26582 2.01385 0.0201238 0.00182005 43706.8 0
: 1150 | 2.32349 2.64559 0.0200538 0.00175685 43723.2 1
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.37063 1.9964 0.0201214 0.00181315 43696.2 0
: 1152 | 2.26451 2.03123 0.0200574 0.00175825 43717.9 1
: 1153 | 2.31128 2.18692 0.0200407 0.00175726 43755.4 2
: 1154 | 3.03907 2.36643 0.0200491 0.00175813 43737.3 3
: 1155 | 2.90267 3.45382 0.0200625 0.0017591 43707.8 4
: 1156 | 2.59046 2.41877 0.0200449 0.00175733 43745.5 5
: 1157 | 2.58118 2.77438 0.0200507 0.00175533 43726.9 6
: 1158 | 2.24281 2.15185 0.0200477 0.0017525 43727.2 7
: 1159 | 2.19637 2.32397 0.020055 0.00175063 43705.3 8
: 1160 | 2.13389 1.9985 0.0200548 0.00175188 43708.8 9
: 1161 | 2.28783 2.25272 0.0200763 0.00176298 43684.1 10
: 1162 | 2.21422 2.80196 0.0200584 0.00176407 43729.5 11
: 1163 Minimum Test error found - save the configuration
: 1163 | 2.50419 1.91913 0.0201913 0.00182551 43559.3 0
: 1164 | 2.22919 1.949 0.0200522 0.00176394 43743.8 1
: 1165 | 2.20864 1.97411 0.0200633 0.00176508 43720 2
: 1166 Minimum Test error found - save the configuration
: 1166 | 2.18148 1.89942 0.020113 0.00181803 43727.9 0
: 1167 | 2.17292 2.4067 0.0200579 0.00176461 43731.8 1
: 1168 | 2.19719 2.22107 0.0200487 0.0017626 43749.2 2
: 1169 | 2.13609 1.94376 0.0200515 0.00175668 43728.2 3
: 1170 | 2.44708 2.65134 0.0200464 0.00175679 43740.8 4
: 1171 | 2.68316 2.76481 0.0200606 0.00175729 43708 5
: 1172 | 2.71629 2.91352 0.0200521 0.00175712 43727.9 6
: 1173 | 2.76353 2.28006 0.0200537 0.0017631 43738.4 7
: 1174 | 2.55163 3.15678 0.0200624 0.00176424 43720.3 8
: 1175 | 2.42475 2.04212 0.0200498 0.00176563 43753.8 9
: 1176 | 2.50092 2.16688 0.0200517 0.00176594 43749.8 10
: 1177 | 2.3019 2.2878 0.0200564 0.00176583 43738.4 11
: 1178 | 2.33547 2.01215 0.0200627 0.00176403 43719 12
: 1179 | 2.23049 2.50576 0.0200558 0.00176297 43733 13
: 1180 Minimum Test error found - save the configuration
: 1180 | 2.27582 1.83673 0.0201581 0.00182561 43638.3 0
: 1181 | 2.1964 2.92426 0.0200469 0.00176424 43757.2 1
: 1182 | 2.78423 2.35725 0.0200561 0.00175311 43708.7 2
: 1183 | 2.43579 2.53618 0.0200592 0.00175198 43698.7 3
: 1184 | 2.25768 2.68698 0.0200537 0.00175208 43711.9 4
: 1185 | 2.25844 2.35462 0.0200649 0.00175733 43697.8 5
: 1186 | 2.23024 2.45625 0.020049 0.00175795 43737.1 6
: 1187 | 2.16726 1.95601 0.0200612 0.00175943 43711.6 7
: 1188 | 2.20334 2.25808 0.0200588 0.00175992 43718.5 8
: 1189 | 2.27988 1.93839 0.0200495 0.0017573 43734.5 9
: 1190 Minimum Test error found - save the configuration
: 1190 | 2.08224 1.81752 0.0201048 0.0018148 43739.8 0
: 1191 | 2.14465 2.22545 0.0200545 0.00175806 43724.4 1
: 1192 | 2.34292 1.99753 0.0200492 0.00175938 43740.3 2
: 1193 | 2.22451 1.89826 0.0200744 0.00175973 43680.8 3
: 1194 | 2.06671 1.886 0.0200664 0.00175747 43694.4 4
: 1195 | 2.0356 2.05484 0.0200517 0.00175208 43716.8 5
: 1196 | 2.07399 1.95161 0.0200867 0.00175235 43633.9 6
: 1197 | 2.03017 1.95766 0.0200733 0.00175191 43664.7 7
: 1198 | 2.09987 1.95744 0.020059 0.001758 43713.4 8
: 1199 | 2.2274 1.93949 0.0200583 0.00175861 43716.6 9
: 1200 | 2.14118 1.84508 0.0200664 0.00175701 43693.3 10
: 1201 | 2.18002 1.95076 0.0200519 0.00175816 43730.8 11
: 1202 | 2.1052 1.97331 0.02005 0.00175721 43733.1 12
: 1203 | 2.04004 2.31985 0.0200644 0.00175922 43703.5 13
: 1204 | 2.23866 2.33925 0.0200647 0.00175962 43703.7 14
: 1205 | 2.58233 3.17353 0.0200636 0.00175892 43704.8 15
: 1206 | 3.17509 2.97815 0.0200487 0.0017588 43740.1 16
: 1207 | 2.8922 2.31874 0.0200494 0.00175817 43736.8 17
: 1208 | 2.03316 2.0484 0.0200622 0.00175212 43691.8 18
: 1209 Minimum Test error found - save the configuration
: 1209 | 2.05617 1.72861 0.0205157 0.00184885 42856.6 0
: 1210 | 2.05396 2.02576 0.0200917 0.00176475 43651.5 1
: 1211 | 2.12153 2.40686 0.0200677 0.00176349 43705.7 2
: 1212 | 2.24924 2.08537 0.0200509 0.00176442 43748.1 3
: 1213 | 2.10494 1.8427 0.0200611 0.00176465 43724.3 4
: 1214 | 2.01557 2.16959 0.020058 0.00176448 43731.3 5
: 1215 | 2.09742 2.39255 0.0200655 0.00175829 43698.6 6
: 1216 | 2.11575 2.36778 0.0200831 0.00175683 43653.3 7
: 1217 | 2.31844 2.2525 0.0200492 0.00175736 43735.2 8
: 1218 | 2.26314 2.01609 0.0200751 0.00176438 43690.2 9
: 1219 | 2.28905 2.01774 0.0200416 0.00176473 43771.1 10
: 1220 | 2.07591 2.21158 0.0200794 0.00176811 43689 11
: 1221 | 1.99927 2.39987 0.0200774 0.0017651 43686.4 12
: 1222 | 1.99322 2.502 0.0200648 0.00176659 43720.2 13
: 1223 | 2.19688 1.97616 0.0200696 0.00176779 43711.5 14
: 1224 | 2.02149 1.9057 0.0200727 0.00176582 43699.5 15
: 1225 | 1.91156 1.80626 0.0200592 0.00176427 43728 16
: 1226 | 2.00225 2.56866 0.0200635 0.00176519 43719.9 17
: 1227 | 1.99168 2.53568 0.0200671 0.00175778 43693.7 18
: 1228 | 1.97796 1.86798 0.0200585 0.00175211 43700.7 19
: 1229 | 2.03912 1.97323 0.0200554 0.00175345 43711.2 20
: 1230 | 2.1617 2.16073 0.0200798 0.00176725 43685.9 21
:
: Elapsed time for training with 1000 events: 24.7 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: 0.0289 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: 1.57 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.4 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= 3.70069e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.28487e+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: 0.0656 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: 0.0927 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: 0.00507 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: 2.23 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: 0.0461 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00755 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: 0.0934 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: 0.00637 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00251 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: 0.231 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0282 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: 2.23 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.253 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 : 0.162 0.119 1.49 1.22 | 3.280 3.286
: 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 : 0.155 0.124 1.38 1.10 | 3.350 3.362
: 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:4086
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:4623
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:947
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:531
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:570
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:639
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:519
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:492
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.