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Reference Guide
TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.608 sec
: Elapsed time for training with 1000 events: 0.615 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00546 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00149 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00814 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000421 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000759 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM Learning rate = 0.001 regularization 0 minimum error = 33526.8
: --------------------------------------------------------------
: 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 | 34796.6 33156.4 0.0198587 0.00181492 44336.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 34356.5 32624.8 0.0196663 0.00176056 44678.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 33748.6 31916.7 0.0198875 0.00180841 44250 0
: 4 Minimum Test error found - save the configuration
: 4 | 33035.4 31178.6 0.0199539 0.00181503 44104.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 32246.3 30361.6 0.0199905 0.00180868 44000 0
: 6 Minimum Test error found - save the configuration
: 6 | 31333.7 29499.7 0.0199206 0.00180526 44161.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 30585.3 28952.8 0.0200827 0.00184403 43862.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 30118.9 28561.4 0.0196443 0.00168802 44552.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 29744.8 28226.6 0.0195978 0.00172142 44751.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 29409.8 27920.2 0.0194831 0.00178949 45214 0
: 11 Minimum Test error found - save the configuration
: 11 | 29099.6 27627.1 0.0195572 0.00171126 44828.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 28808.5 27339.3 0.0196318 0.00182317 44922.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28520.7 27065.3 0.0198482 0.00183128 44402.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 28242.1 26802.6 0.0197682 0.00181334 44556.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 27978.2 26540 0.0196374 0.00180839 44870.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 27714.2 26287.1 0.0196181 0.00180732 44916.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 27458.8 26038.1 0.0198298 0.00180842 44391.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 27204.3 25798.8 0.01979 0.00176864 44391.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 26961.1 25558.7 0.0197243 0.00179855 44628.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 26716.3 25326.1 0.0197997 0.00178582 44410.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 26481.8 25091.7 0.0198015 0.00178533 44404.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26241.5 24868.8 0.019977 0.00180723 44029.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 26016.1 24640.5 0.0198243 0.00178431 44345.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 25786 24418.7 0.0198208 0.00178949 44367.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 25557.8 24204.8 0.0197576 0.00176227 44455.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 25340.5 23986.8 0.0198075 0.00178063 44378.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 25119 23775.4 0.0198692 0.00181244 44304.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 24902.8 23566.5 0.0198497 0.00179878 44319.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 24692 23355.9 0.0198367 0.00179433 44340 0
: 30 Minimum Test error found - save the configuration
: 30 | 24476.6 23154.4 0.0198216 0.0017886 44363.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 24270.9 22950.8 0.0198609 0.00179116 44273 0
: 32 Minimum Test error found - save the configuration
: 32 | 24064.9 22749.1 0.0198582 0.00180378 44310.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 23858.7 22553 0.0222275 0.00184355 39246.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 23660.4 22354.1 0.0202452 0.0018987 43605 0
: 35 Minimum Test error found - save the configuration
: 35 | 23458.6 22161.1 0.020023 0.00183641 43988.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 23261 21970.5 0.0198786 0.00180534 44264.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 23065.8 21781.9 0.020124 0.00183803 43749.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22872.2 21595.9 0.0199483 0.00181261 44111.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 22681.8 21410.6 0.0201556 0.00180537 43596.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 22492.7 21227 0.0200939 0.00182059 43779.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 22305.9 21044.6 0.0199055 0.00181368 44218.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 22122.5 20861.6 0.0199594 0.00182078 44104.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 21935.5 20686 0.0201039 0.00184841 43822.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 21755.1 20510.3 0.0203144 0.0018462 43317.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21578.7 20331.9 0.0199449 0.00182171 44142.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 21396.6 20161.7 0.0199634 0.00182615 44108.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 21222.4 19990.5 0.0199509 0.00183707 44165.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 21047.8 19821.7 0.0199167 0.00181254 44188.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 20874 19656.6 0.0223818 0.0018306 38927.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 20706.9 19487.5 0.0199984 0.00180967 43983.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 20535.1 19324.2 0.0204571 0.00192325 43164.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 20366.2 19164.9 0.0204542 0.00183715 42971.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 20204.2 19001.2 0.019915 0.00181135 44190.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 20038.1 18842.2 0.0198947 0.00180132 44215.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 19876.9 18682.7 0.0200237 0.00183785 43990.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 19714.2 18527.1 0.0199442 0.00181763 44134.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 19555 18370.7 0.0200582 0.00182399 43873.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 19393.9 18207 0.0199544 0.00182065 44116.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 19229.3 18042.1 0.0199336 0.00181179 44145.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19067.2 17877.6 0.0204453 0.00183089 42977.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 18920.8 17721.2 0.0201628 0.00183318 43645.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18781.1 17612.7 0.0203238 0.00193215 43498 0
: 63 Minimum Test error found - save the configuration
: 63 | 18627.3 17467.1 0.0202154 0.00188024 43632 0
: 64 Minimum Test error found - save the configuration
: 64 | 18475.5 17306.2 0.0200295 0.00184412 43991.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 18307.4 17136.2 0.0200522 0.00183829 43922.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 18149.7 16981.1 0.0200723 0.00183749 43872 0
: 67 Minimum Test error found - save the configuration
: 67 | 17995.7 16830.8 0.0202815 0.00187294 43458.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 17841.1 16685.7 0.0201154 0.00183247 43756.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 17692.7 16536.5 0.0201076 0.00183608 43784.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 17542.7 16391.4 0.0201286 0.00183746 43736.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 17392.4 16248.7 0.0201137 0.00183706 43771.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 17247.4 16104.9 0.0201586 0.00183599 43662 0
: 73 Minimum Test error found - save the configuration
: 73 | 17100.8 15966.9 0.0201575 0.00184155 43677.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 16960.1 15823 0.0201357 0.00184011 43726.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 16812.2 15683.7 0.0201548 0.00184168 43684.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 16669.2 15545.8 0.0201641 0.00184558 43671.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 16530.2 15406.5 0.0201779 0.00184681 43641.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 16388 15271.8 0.0201826 0.00183877 43611.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 16249.5 15137.8 0.0201706 0.00183909 43640.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 16114.7 15002.3 0.020154 0.00183516 43670.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 15977.1 14870 0.020314 0.00200025 43683.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 15842.2 14739 0.0202067 0.00183954 43556 0
: 83 Minimum Test error found - save the configuration
: 83 | 15708.4 14609.7 0.0202207 0.0018579 43566.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 15578.4 14479 0.0201954 0.00185397 43617.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 15445.4 14352.9 0.0202059 0.00184918 43580.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15316.9 14226.5 0.0202298 0.00184661 43518.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 15190.5 14098.4 0.0202042 0.00185595 43600.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 15060.4 13976 0.0202182 0.00186905 43598.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 14934.5 13854.7 0.0201585 0.00184079 43673.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 14811.2 13732 0.0202149 0.00185783 43580 0
: 91 Minimum Test error found - save the configuration
: 91 | 14686.8 13611.5 0.0201996 0.00183805 43569.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 14565.3 13490.5 0.0202294 0.0018427 43509.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 14442.9 13371.7 0.0201958 0.00183789 43578 0
: 94 Minimum Test error found - save the configuration
: 94 | 14321.2 13256.6 0.0202175 0.0018381 43527 0
: 95 Minimum Test error found - save the configuration
: 95 | 14204.3 13138 0.0207459 0.0019415 42543.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 14085.4 13021.7 0.0206193 0.00189428 42723.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 13966.3 12909.2 0.0203431 0.00195444 43505 0
: 98 Minimum Test error found - save the configuration
: 98 | 13852.3 12794.1 0.0207054 0.00203582 42850.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 13735.9 12681.7 0.0204222 0.00188477 43155.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 13620.8 12571.8 0.0204335 0.00196315 43312.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 13508.5 12461.2 0.0202327 0.00183357 43480.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 13397.3 12350 0.0201968 0.00182382 43542.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 13284.6 12241.6 0.0201767 0.00182085 43582.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 13176.3 12131.2 0.0202637 0.00182401 43384.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 13065.9 12023.5 0.0202077 0.00182216 43512.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 12954.8 11920.8 0.020182 0.00182227 43573.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 12850 11814.6 0.0202057 0.00183598 43550 0
: 108 Minimum Test error found - save the configuration
: 108 | 12742.9 11710 0.0202074 0.00185133 43582.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 12637.1 11606.5 0.0206112 0.00191962 42800.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 12532.2 11504.1 0.0202728 0.0018677 43466.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 12428.7 11402 0.0209671 0.0019374 42039.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 12326.7 11299.4 0.0205886 0.00190122 42809.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 12223.5 11199.3 0.0204932 0.00189163 43007.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12122 11100.6 0.0205822 0.00189217 42803.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 12020.9 11004.2 0.0204499 0.00188876 43100.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 11924.7 10903.6 0.0208026 0.00210879 42794.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 11824.3 10806.2 0.0203686 0.00187979 43269.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 11727.2 10709.4 0.0205232 0.00192545 43016 0
: 119 Minimum Test error found - save the configuration
: 119 | 11629.9 10613.8 0.0202955 0.0018631 43401.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 11532.3 10521.4 0.0202823 0.00185885 43423 0
: 121 Minimum Test error found - save the configuration
: 121 | 11439.5 10426.2 0.0206106 0.00189955 42755.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 11344 10333.4 0.0204979 0.0019154 43051.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 11250.2 10241.7 0.0204082 0.00190174 43228.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 11157.3 10150.9 0.0203206 0.00188782 43401 0
: 125 Minimum Test error found - save the configuration
: 125 | 11066.2 10059.5 0.021134 0.00218552 42219.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 10973.9 9970.56 0.0209013 0.00193052 42170.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 10883.8 9881.83 0.0203198 0.00186642 43352.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 10794.8 9792.3 0.0205983 0.00216313 43395.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 10704.9 9705.18 0.0212952 0.00212038 41721.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 10616.6 9618.75 0.0322121 0.00196062 26445 0
: 131 Minimum Test error found - save the configuration
: 131 | 10529.9 9531.8 0.0206267 0.00192253 42771.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 10442.4 9446.96 0.0202494 0.00184125 43459 0
: 133 Minimum Test error found - save the configuration
: 133 | 10358 9360.22 0.0202477 0.00183371 43445.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 10271.5 9276.1 0.0202144 0.00184063 43540.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 10186 9194.33 0.0202779 0.00185261 43418.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 10102.9 9112.02 0.0202312 0.00183019 43475.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 10021.3 9028.28 0.0202209 0.00182996 43499.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 9936.56 8948.55 0.0201847 0.00181326 43545.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9855.42 8868.4 0.0202463 0.00184902 43484.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 9776.56 8785.88 0.0203947 0.00185206 43143.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 9693.96 8707.6 0.0202165 0.00183488 43521.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 9614.33 8629.73 0.0202078 0.00183555 43544 0
: 143 Minimum Test error found - save the configuration
: 143 | 9536.5 8550.84 0.0202235 0.00184639 43532.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 9456.95 8474.36 0.0202064 0.00182609 43524.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 9380.6 8396.53 0.0202117 0.00183631 43536.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 9302.71 8320.6 0.0202007 0.0018254 43536.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 9227.25 8243.87 0.020182 0.00182418 43578.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 9149.3 8171.38 0.0202291 0.00183644 43495.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 9076.76 8095.3 0.0207641 0.00197437 42576.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 9000.85 8021.99 0.0202596 0.00184696 43448.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 8926.89 7949.56 0.0204166 0.00190344 43212.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 8854.24 7876.82 0.0202754 0.00186171 43445.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 8781.88 7804.11 0.0202888 0.00187067 43435.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 8709.29 7732.9 0.0204835 0.00204783 43394.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 8638.33 7661.43 0.0203617 0.00188108 43288.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8567.03 7591.33 0.0202902 0.00186091 43409.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 8495.35 7524.36 0.0203119 0.00185446 43343 0
: 158 Minimum Test error found - save the configuration
: 158 | 8428.7 7452.98 0.0203741 0.00186587 43224 0
: 159 Minimum Test error found - save the configuration
: 159 | 8358.24 7384.12 0.0202814 0.00184917 43402.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 8289.95 7315.74 0.020265 0.00184313 43426.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 8221.55 7248.86 0.020236 0.00184115 43490.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8154.43 7182.01 0.0202424 0.00183564 43462.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 8087.82 7115.42 0.020245 0.00183507 43454.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 8020.79 7050.56 0.0202478 0.00184778 43478.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 7955.46 6985.53 0.0206964 0.00188832 42535 0
: 166 Minimum Test error found - save the configuration
: 166 | 7889.84 6922.16 0.0202789 0.00186934 43455.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 7826.29 6857.44 0.0203078 0.00187252 43395 0
: 168 Minimum Test error found - save the configuration
: 168 | 7762.13 6793.35 0.0203047 0.00186836 43392.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 7698.71 6729.63 0.0205028 0.00191495 43038.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 7634.38 6668.82 0.0202948 0.00185148 43376.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 7574.49 6604.51 0.0202994 0.00186118 43388 0
: 172 Minimum Test error found - save the configuration
: 172 | 7510.33 6544.12 0.0203951 0.00194634 43363.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 7450.7 6481.67 0.0205785 0.00190813 42848.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 7388.06 6422.41 0.0203178 0.00187124 43368.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 7328.7 6362.3 0.0202878 0.00186878 43433.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 7268.27 6303.25 0.0202622 0.0018484 43445.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 7210.33 6242.85 0.0202433 0.00185715 43511 0
: 178 Minimum Test error found - save the configuration
: 178 | 7150.83 6183.66 0.0202562 0.00185873 43484.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7090.44 6128.43 0.0202846 0.00185656 43412.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 7034.75 6069.66 0.0203974 0.00187122 43182.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 6978 6010.76 0.0202384 0.00184749 43499.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 6918.49 5956.3 0.0202561 0.00184168 43444.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 6863.08 5900.62 0.0202646 0.00184949 43442.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 6807.02 5845.21 0.0204659 0.00187704 43036.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 6751.69 5790.08 0.0205349 0.00185919 42836.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 6695.69 5737 0.0202836 0.00186331 43430.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 6643.83 5679.98 0.0202958 0.00187448 43427.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 6587.34 5627.14 0.0203342 0.00187843 43347 0
: 189 Minimum Test error found - save the configuration
: 189 | 6534.66 5572.76 0.0203097 0.00187316 43392 0
: 190 Minimum Test error found - save the configuration
: 190 | 6479.69 5521.71 0.0203297 0.00187555 43350.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 6428.21 5468.54 0.020274 0.0018656 43458.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 6375.06 5417.21 0.0202543 0.00184097 43446.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 6324.05 5364.96 0.0203092 0.00185267 43345.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 6272.66 5312.54 0.020329 0.00186417 43325.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 6220.32 5262.88 0.0203097 0.00186309 43368.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 6170.54 5212.44 0.0203123 0.00186193 43359.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 6120.04 5162.18 0.020369 0.00186943 43244.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 6069.05 5114.03 0.0205035 0.00190846 43022.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 6019.57 5067.01 0.0205526 0.0019129 42919.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 5972.53 5016.42 0.0203295 0.00188661 43377.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 5922.98 4968.06 0.0203059 0.00186012 43370.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 5873.73 4921.57 0.0203024 0.001867 43394.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 5827 4873.58 0.0202307 0.00184159 43504.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5779.74 4825.95 0.0202715 0.00182946 43379.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 5730.99 4781.25 0.0202655 0.00182952 43393.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 5686.15 4734.02 0.020215 0.00182608 43504.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 5639.2 4688.4 0.0202387 0.00182919 43455.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5592.34 4644.54 0.0202359 0.00182623 43455.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 5547.67 4599.58 0.0202436 0.0018353 43458.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 5503.54 4553.59 0.0202565 0.00184035 43440.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 5456.52 4512.02 0.0202962 0.00187013 43416.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 5413.51 4467.18 0.0203175 0.00187793 43385 0
: 213 Minimum Test error found - save the configuration
: 213 | 5369.62 4423.06 0.020333 0.00187303 43337 0
: 214 Minimum Test error found - save the configuration
: 214 | 5324.96 4380.71 0.0205436 0.00190856 42929.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 5281.71 4338.18 0.0203423 0.00186862 43304.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5239.24 4295.13 0.0202958 0.00185192 43374.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 5195.83 4253.49 0.0203158 0.00185817 43342.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 5153.96 4211.45 0.0204216 0.00187603 43137.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 5110.59 4171.94 0.0202781 0.00184449 43399 0
: 220 Minimum Test error found - save the configuration
: 220 | 5069.48 4131.62 0.020272 0.00183089 43381.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5028.77 4090.67 0.0202673 0.00184409 43423.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4987.23 4050.72 0.0203225 0.00186126 43333.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4946.88 4010.72 0.0203051 0.00187324 43403.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 4906.63 3970.67 0.0202979 0.00185648 43380.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 4865.42 3932.91 0.020277 0.00185569 43428 0
: 226 Minimum Test error found - save the configuration
: 226 | 4825.81 3895.17 0.0202479 0.00184821 43478.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 4788.17 3855.54 0.0202634 0.00186563 43483.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 4747.06 3818.56 0.0204791 0.00187042 42990.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 4709.31 3780.5 0.0202735 0.0018427 43405.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 4671 3742.75 0.0204131 0.00187748 43160.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 4631.27 3707.62 0.0202696 0.00184214 43413.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 4595.16 3670.02 0.0202695 0.00185006 43432.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 4557.48 3633.2 0.0202633 0.00184059 43424.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 4519.38 3597.34 0.0202702 0.00185276 43437 0
: 235 Minimum Test error found - save the configuration
: 235 | 4482.03 3562.61 0.0203334 0.00186704 43322 0
: 236 Minimum Test error found - save the configuration
: 236 | 4445.64 3527.4 0.0202946 0.00186588 43410.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 4409.72 3491.86 0.0203458 0.00187614 43314.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 4373.25 3457.35 0.020276 0.00185828 43436.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 4336.91 3423.47 0.020288 0.00185583 43402.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 4302.44 3388.4 0.0203206 0.00188339 43390.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 4266.28 3355.05 0.0203112 0.00186225 43362.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 4231.37 3321.58 0.020306 0.00185326 43354 0
: 243 Minimum Test error found - save the configuration
: 243 | 4197.4 3287.74 0.0205236 0.00189386 42942.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 4162.53 3254.88 0.0203074 0.00186411 43376.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 4127.38 3223.4 0.0203556 0.00188261 43306.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4094 3191.62 0.0203279 0.00187438 43352.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 4060.94 3158.67 0.0205082 0.00190949 43013.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 4027.44 3126.69 0.0203117 0.0018706 43381.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3994.22 3095.14 0.0202978 0.00186705 43405.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3962.05 3063.24 0.0203519 0.00191064 43381.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3927.5 3034.27 0.0203027 0.00185867 43374.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3896.44 3003.28 0.0203083 0.0018568 43357 0
: 253 Minimum Test error found - save the configuration
: 253 | 3864.7 2972.22 0.0203003 0.00185694 43376.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 3831.91 2942.9 0.0203542 0.00187135 43283.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 3800.85 2912.94 0.0203377 0.00186864 43315.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 3770.39 2882.37 0.0203658 0.00186822 43248.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 3738.07 2853.63 0.0203589 0.00187895 43290.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 3707.14 2825.15 0.0208668 0.00195684 42305.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 3677.44 2796.09 0.0203397 0.00187519 43326.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 3646.88 2767.74 0.0203805 0.00189883 43286.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 3616.48 2739.59 0.0203272 0.00186326 43327.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 3586.31 2712.26 0.0205084 0.00188056 42946.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 3557.09 2684.51 0.0203008 0.00184845 43354.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3527.4 2657.55 0.0203202 0.00185088 43315.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 3497.94 2631.04 0.0203389 0.00186277 43299 0
: 266 Minimum Test error found - save the configuration
: 266 | 3470.15 2603.23 0.0203427 0.00188414 43340.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 3440.4 2576.97 0.0203107 0.00186922 43380.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 3412.52 2549.83 0.0203279 0.00186591 43332.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 3383.85 2523.79 0.0203 0.00186719 43400.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 3355.48 2498.6 0.0203159 0.00186625 43361.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3327.92 2472.2 0.0203138 0.00187272 43381.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 3299.92 2446.83 0.020552 0.00205688 43254.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 3273.34 2420.6 0.0204003 0.00188311 43203.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3245.2 2395.71 0.0203687 0.00187002 43246.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 3218.04 2371.37 0.0203615 0.00187088 43265.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 3191.35 2347.57 0.0233699 0.0019309 37315.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 3164.91 2322.72 0.0203336 0.00185598 43295.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 3138.28 2298.65 0.0203228 0.0018507 43308.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 3112.2 2274.56 0.0203096 0.00185427 43348 0
: 280 Minimum Test error found - save the configuration
: 280 | 3085.81 2251.06 0.0203006 0.00186603 43396.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 3060.13 2227.42 0.0203444 0.00186353 43288.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 3034.83 2203.77 0.0203239 0.00186145 43331.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 3008.27 2181.7 0.0203264 0.00186884 43342.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2983.84 2158.54 0.0203317 0.00186224 43314.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2958.97 2135.52 0.0202746 0.0018441 43406.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2933.62 2112.78 0.0202805 0.00185206 43411.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2908.53 2090.91 0.0206067 0.00189419 42752.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2884.18 2069.06 0.0206562 0.00194094 42746 0
: 289 Minimum Test error found - save the configuration
: 289 | 2859.68 2047.96 0.0203353 0.00184737 43271.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2835.83 2026.02 0.0203476 0.00185979 43271.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2813.11 2004.24 0.020305 0.00184622 43339.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2787.73 1982.96 0.020312 0.00186159 43359.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2764.8 1961.29 0.0203102 0.00186357 43368.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2740.34 1941.39 0.0203228 0.00184661 43299 0
: 295 Minimum Test error found - save the configuration
: 295 | 2717.7 1921.63 0.0203163 0.00185182 43326.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2695.43 1899.12 0.0204806 0.00188206 43014 0
: 297 Minimum Test error found - save the configuration
: 297 | 2670.79 1879.89 0.0203264 0.00184546 43287.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2649.51 1859.32 0.0202853 0.0018513 43398 0
: 299 Minimum Test error found - save the configuration
: 299 | 2626.06 1840.26 0.0203172 0.00184115 43299.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 2603.89 1819.81 0.0202992 0.00184024 43339.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 2581.45 1800.42 0.020276 0.00183895 43390.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 2560.4 1779.89 0.0204874 0.00187155 42974.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 2537.56 1760.98 0.0203232 0.00185318 43313.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2515.95 1742.49 0.0203207 0.0018534 43319.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 2494.69 1723.67 0.0202793 0.0018533 43416.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 2473.33 1704.61 0.0206266 0.00195466 42845 0
: 307 Minimum Test error found - save the configuration
: 307 | 2451.63 1686.15 0.0204642 0.00187626 43038.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 2431.01 1667.93 0.020588 0.00193545 42889.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 2410.21 1649.85 0.0203202 0.00184161 43293.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 2389.52 1631.74 0.0202821 0.00184189 43383.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2368.7 1613.72 0.0203291 0.00188194 43367 0
: 312 Minimum Test error found - save the configuration
: 312 | 2347.99 1596.32 0.0203019 0.0018503 43356.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 2328.18 1579.13 0.0202772 0.00185277 43420.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 2308.8 1560.44 0.0202792 0.00185478 43420.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 2287.76 1543.92 0.0202537 0.00184168 43450 0
: 316 Minimum Test error found - save the configuration
: 316 | 2267.89 1527.35 0.0202685 0.00184263 43417.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 2248.13 1511.77 0.02047 0.00186001 42987.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 2229.47 1494.01 0.02027 0.00183896 43405.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 2209.79 1477.42 0.020295 0.00184782 43367 0
: 320 Minimum Test error found - save the configuration
: 320 | 2190.67 1460.76 0.0203128 0.00185128 43333.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 2171.29 1444.71 0.0203236 0.00186353 43336.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 2152.52 1428.96 0.0206219 0.0019452 42834.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 2133.31 1413.01 0.020329 0.00184444 43279.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 2115.12 1397.13 0.0202695 0.00183739 43402.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 2096.62 1382.03 0.0202504 0.00184059 43455.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 2078.45 1366.21 0.0203629 0.00184909 43211.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 2059.67 1350.79 0.0202458 0.0018361 43455.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 2041.61 1336.06 0.0204337 0.00184221 43030.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 2023.7 1321.3 0.0205728 0.00183584 42696.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 2006.29 1306.08 0.0203715 0.00185749 43210.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1988.51 1291.55 0.0206149 0.00189395 42732.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1970.58 1277.54 0.0203095 0.00185356 43346.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1953.82 1262.6 0.0205989 0.0018793 42735.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1936.41 1248.6 0.020412 0.00187795 43163.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1918.87 1234.94 0.0204998 0.00189059 42989.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1902.29 1220.91 0.0203509 0.00186071 43266.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1886.35 1207.63 0.0203118 0.00185556 43345.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1868.87 1193.88 0.0203107 0.00184985 43335 0
: 339 Minimum Test error found - save the configuration
: 339 | 1852.21 1180.14 0.0203469 0.00186 43273.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1835.53 1166.76 0.0205458 0.00188147 42862.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1819.53 1153.86 0.020599 0.00188938 42758.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1803.23 1140.88 0.020881 0.00191331 42177.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1786.98 1127.98 0.0206816 0.00191839 42636.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1770.95 1115.31 0.0203895 0.00186538 43186.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1755.2 1102.86 0.020671 0.00190813 42637.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1740.28 1089.9 0.0206242 0.00188601 42693.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1723.73 1077.93 0.0203078 0.00184712 43335.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1708.87 1065.4 0.0202944 0.00186148 43400.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1693.37 1053.16 0.0202932 0.00185511 43388.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1678.14 1041.4 0.020562 0.00187713 42815.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1662.72 1029.95 0.0203232 0.0018624 43335 0
: 352 Minimum Test error found - save the configuration
: 352 | 1648.16 1017.85 0.0202998 0.00185967 43383.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1632.83 1006.36 0.0206973 0.00192172 42608.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1618.77 994.401 0.0203673 0.00187613 43263.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1603.28 984.012 0.0203039 0.00183886 43325.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1588.82 972.602 0.0202943 0.00183994 43350.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1574.25 961.742 0.0202957 0.00184476 43358.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1560.94 950.192 0.0203228 0.0018738 43362.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1545.67 939.938 0.020335 0.00187678 43341.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1531.82 929.183 0.020354 0.00188821 43323.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1518 918.571 0.0205452 0.00190493 42917.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1503.9 908.246 0.0203469 0.00187451 43308 0
: 363 Minimum Test error found - save the configuration
: 363 | 1490.85 897.944 0.0203286 0.0018634 43324.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1476.73 887.367 0.020332 0.00186903 43330.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1462.8 877.735 0.0203533 0.001869 43279.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1450.17 868.207 0.0203489 0.00186333 43276.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1436.44 857.642 0.0203472 0.00186304 43280.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1422.87 848.315 0.0203665 0.00187238 43257.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1410.16 838.563 0.0203867 0.00188061 43228.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1397.09 828.803 0.0204948 0.00191451 43056.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1384.03 819.452 0.0203745 0.00188537 43268.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 1371.2 810.76 0.0203855 0.00191145 43303.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 1359.23 800.093 0.0203752 0.00186995 43231 0
: 374 Minimum Test error found - save the configuration
: 374 | 1345.99 791.04 0.0203519 0.00186061 43263.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 1333.1 782.048 0.0205271 0.00188496 42913.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 1320.66 773.435 0.0203413 0.001865 43298.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 1308.56 764.549 0.0203618 0.00186782 43257.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 1296.38 755.525 0.0203475 0.00187481 43307.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 1284.38 747.268 0.0203585 0.00187686 43286.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 1272.4 738.444 0.0203662 0.00187777 43270.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 1259.87 730.433 0.0203333 0.00187327 43336.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 1248.37 722.118 0.0203297 0.00187321 43345.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 1237.11 713.582 0.0203577 0.00186227 43253.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 1224.96 705.779 0.0203291 0.00185737 43309.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 1213.56 698.059 0.0203098 0.00184117 43316.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 1201.77 690.047 0.0203235 0.00185967 43327.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 1190.68 681.987 0.0203415 0.001859 43284.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 1179.43 674.209 0.0203327 0.00185971 43306.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1168 666.464 0.0203095 0.00185972 43360.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 1157.27 659.145 0.0205604 0.00191044 42895.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 1145.88 652.041 0.0203262 0.00186195 43326.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 1135.01 644.628 0.0203286 0.0018855 43376.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1124.48 636.983 0.0202927 0.00185846 43397.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 1113.62 630.029 0.0204955 0.00189741 43015.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 1102.99 622.86 0.0203591 0.00187293 43275.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 1092.71 615.604 0.0203437 0.00186822 43300.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 1081.88 608.69 0.0203451 0.00186646 43293.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 1071.45 601.99 0.0203667 0.001863 43234.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 1061.16 595.411 0.0203688 0.00187729 43263.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 1050.83 588.772 0.0203551 0.00188123 43304.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 1041.01 582.51 0.0203561 0.00188128 43302.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 1030.86 575.632 0.0203408 0.00187503 43323.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 1021.05 569.241 0.0203108 0.00187219 43387.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 1011.05 563.153 0.0203197 0.00187172 43365.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 1001.21 556.626 0.0205594 0.00189591 42864.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 991.775 550.376 0.0203644 0.00187127 43259.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 981.611 544.989 0.0203535 0.00187245 43287.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 972.693 538.234 0.020333 0.00186553 43319.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 962.826 532.488 0.0203375 0.00186669 43311.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 953.889 526.384 0.0203617 0.0018821 43290.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 944.31 521.068 0.0205838 0.00194122 42912.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 935.184 514.918 0.0202981 0.00185632 43379.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 926.264 509.254 0.0202582 0.00184615 43449.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 917.004 504.434 0.0202604 0.00184892 43451.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 907.727 499.304 0.0202596 0.00184653 43447.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 899.375 493.182 0.0202377 0.00183607 43474.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 890.049 487.986 0.0202481 0.00182656 43427.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 881.407 482.214 0.020244 0.00184164 43472.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 872.949 477.172 0.0202506 0.00184518 43465.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 864.003 471.787 0.0204911 0.0018642 42948.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 855.359 466.788 0.0203205 0.00183767 43283.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 846.757 461.973 0.020254 0.00183979 43444.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 839.127 456.769 0.0202588 0.00184531 43446.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 830.534 452.157 0.0202751 0.00184646 43410.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 822.354 447.118 0.020289 0.00185038 43387.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 814.112 442.29 0.0203042 0.00184818 43346.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 805.889 437.911 0.0205849 0.00193622 42898.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 798.238 433.072 0.0203597 0.00185397 43229.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 790.316 428.793 0.0202857 0.00184004 43370.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 782.151 423.834 0.0202924 0.00184164 43358.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 774.407 419.132 0.020297 0.0018495 43366.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 766.396 414.812 0.0203032 0.00184248 43335.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 758.927 410.643 0.0203013 0.00186608 43395.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 751.672 406.569 0.0204854 0.00187859 42995 0
: 435 Minimum Test error found - save the configuration
: 435 | 743.973 401.997 0.0203164 0.00186889 43366.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 736.357 397.833 0.0203479 0.00187928 43316.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 729.064 393.263 0.0204586 0.00189648 43098.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 721.913 389.455 0.0206565 0.00190246 42657.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 714.554 385.416 0.0202984 0.00183658 43332.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 707.276 381.572 0.0211318 0.00195211 41710.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 700.604 377.31 0.0204052 0.00189564 43220.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 693.467 373.162 0.0203716 0.00187697 43255.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 686.381 369.256 0.0206027 0.00193389 42852.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 679.689 365.138 0.0208129 0.00194625 42402.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 672.412 361.457 0.0203018 0.00185875 43376.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 666.031 357.487 0.0203129 0.00185266 43336.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 659.168 354.105 0.0202812 0.00185149 43408.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 652.153 350.596 0.0202901 0.00184341 43368.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 646.049 346.676 0.0204596 0.00186132 43014.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 639.321 343.082 0.0202943 0.00184999 43373.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 632.719 339.428 0.0202404 0.001842 43482.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 626.603 335.749 0.0202474 0.00184432 43471 0
: 453 Minimum Test error found - save the configuration
: 453 | 619.846 332.816 0.02029 0.00187481 43442.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 613.9 328.984 0.0202555 0.00184838 43461.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 607.192 325.904 0.0206372 0.0019576 42827.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 601.375 322.581 0.0204063 0.00188073 43183.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 595.27 319.303 0.020417 0.00188082 43158.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 588.949 315.868 0.0203348 0.00186602 43316.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 582.94 312.915 0.0203961 0.00187244 43187.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 577.323 309.468 0.0203238 0.00186713 43344.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 571.133 306.666 0.0203131 0.00187287 43383.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 565.433 303.571 0.0203154 0.00187443 43381.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 559.371 300.811 0.0205517 0.00188735 42862.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 553.754 297.056 0.0205498 0.00190323 42903.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 547.932 294.194 0.0203333 0.00186608 43320 0
: 466 Minimum Test error found - save the configuration
: 466 | 542.553 291.091 0.0202754 0.0018616 43445.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 536.976 288.343 0.0202939 0.00185371 43383.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 530.973 285.595 0.0203349 0.00188023 43349.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 525.978 282.422 0.0203037 0.00186027 43376 0
: 470 Minimum Test error found - save the configuration
: 470 | 520.196 279.923 0.0203048 0.00185124 43352.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 515.239 276.925 0.0203833 0.00187552 43225 0
: 472 Minimum Test error found - save the configuration
: 472 | 509.61 274.043 0.0203239 0.00187794 43370 0
: 473 Minimum Test error found - save the configuration
: 473 | 504.486 271.166 0.0203436 0.0018783 43324.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 499.147 268.754 0.0203463 0.0018785 43318.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 494.082 265.885 0.0206365 0.00195188 42816 0
: 476 Minimum Test error found - save the configuration
: 476 | 488.56 263.321 0.0203471 0.00184866 43246.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 483.892 260.505 0.0202863 0.00185336 43400.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 478.579 258.219 0.020503 0.00187827 42953.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 473.682 255.211 0.0202798 0.00184968 43407.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 468.555 253.373 0.0202828 0.00184488 43388.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 464.388 250.37 0.0202763 0.00184511 43404.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 459.244 248.513 0.0203169 0.00186089 43346.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 454.265 245.497 0.0202556 0.00184949 43463.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 449.484 243.428 0.0202656 0.00185133 43444.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 445.1 240.755 0.0202946 0.00185444 43383.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 440.089 238.291 0.0203032 0.0018572 43369.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 435.345 236.883 0.0202763 0.00185035 43417 0
: 488 Minimum Test error found - save the configuration
: 488 | 431.472 234.458 0.0202666 0.00183967 43414.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 426.767 232.772 0.0202677 0.00184024 43413.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 422.129 229.459 0.0202915 0.00185555 43393.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 417.773 227.267 0.0202809 0.00185886 43426.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 413.274 224.929 0.0204343 0.001876 43107.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 408.99 222.521 0.0204516 0.0018613 43033.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 404.429 220.806 0.0202966 0.00185346 43376.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 400.416 219.197 0.0202622 0.00186238 43478.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 396.413 216.784 0.0232444 0.00251566 38593.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 391.959 214.281 0.0204613 0.00191536 43136.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 388.018 212.638 0.0203723 0.00184989 43191 0
: 499 Minimum Test error found - save the configuration
: 499 | 383.848 210.05 0.0203664 0.00187311 43258.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 379.555 208.189 0.0204105 0.00186289 43132.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 375.88 206.651 0.0204854 0.00189118 43024.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 371.697 204.243 0.0204825 0.00190968 43073.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 367.843 202.13 0.0206132 0.0019011 42753.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 363.798 200.12 0.0205023 0.00196364 43153 0
: 505 Minimum Test error found - save the configuration
: 505 | 360.143 198.282 0.0203644 0.00184292 43193 0
: 506 Minimum Test error found - save the configuration
: 506 | 356.143 196.247 0.0203313 0.00185526 43299.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 352.367 194.648 0.020349 0.00186265 43275.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 349.007 192.485 0.020641 0.00195071 42803 0
: 509 Minimum Test error found - save the configuration
: 509 | 345.063 191.178 0.0205366 0.00191503 42960.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 341.578 189.448 0.0205736 0.00186614 42763.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 337.908 187.204 0.0204337 0.00191899 43208.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 334.309 185.432 0.0205585 0.0018768 42822.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 330.53 183.724 0.0203704 0.00190295 43319.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 327.436 181.954 0.020464 0.00192402 43149.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 323.558 180.465 0.0204378 0.00188117 43111.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 320.257 178.569 0.0204721 0.00188769 43046.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 316.927 176.891 0.0205281 0.00188818 42918.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 313.517 175.68 0.0204692 0.00187126 43015.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 310.255 173.924 0.0204256 0.00187906 43134.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 306.826 173.099 0.0203686 0.00186915 43244.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 303.692 170.036 0.0203303 0.00186298 43319.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 300.263 168.383 0.0206356 0.00190064 42700.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 296.994 166.97 0.0229237 0.00446956 43350.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 293.735 165.685 0.0204929 0.00185813 42930.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 290.674 163.801 0.0203117 0.00185752 43350.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 287.465 162.581 0.0203161 0.00186875 43366.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 284.677 160.639 0.0203289 0.00186705 43332.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 281.334 160.033 0.0203113 0.00186213 43362.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 278.28 158.012 0.0202956 0.00185597 43384.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 275.149 156.563 0.0202763 0.00185053 43417.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 272.492 154.863 0.020285 0.00185526 43408.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 269.527 153.156 0.0202893 0.00184472 43373.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 266.336 152.318 0.0202948 0.00184662 43364.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 263.505 150.463 0.0203195 0.00186731 43355.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 260.824 149.28 0.0202673 0.00183793 43409 0
: 536 Minimum Test error found - save the configuration
: 536 | 257.881 147.554 0.0203148 0.00184721 43319.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 255.166 146.551 0.0205024 0.0018688 42933.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 252.355 145.074 0.0203 0.00184831 43356.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 249.611 143.45 0.0203037 0.00183889 43325.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 246.82 142.575 0.0202848 0.00185147 43399.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 244.157 140.979 0.0204331 0.00188227 43124.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 241.35 139.936 0.0204294 0.00187422 43114.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 238.751 138.061 0.0202667 0.00185281 43445.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 236.398 136.958 0.0202992 0.0018534 43370.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 233.895 135.994 0.0203111 0.00186035 43358.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 231.189 134.893 0.0202964 0.00186016 43392.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 228.77 132.941 0.0203475 0.00186281 43279 0
: 548 Minimum Test error found - save the configuration
: 548 | 226.248 132.462 0.0205198 0.00205521 43326.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 223.471 130.212 0.0204206 0.00186748 43119.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 220.574 129.459 0.0203999 0.00187787 43191.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 218.311 128.118 0.0203175 0.00188097 43392.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 216.053 126.864 0.0206532 0.00193196 42732.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 213.692 125.457 0.020409 0.00189495 43210.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 211.267 124.195 0.0204273 0.00187479 43120.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 209.408 123.994 0.0203789 0.00187517 43234.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 206.592 122.767 0.0204366 0.00188311 43118.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 204.247 120.598 0.02063 0.00193872 42800.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 201.736 119.295 0.0203864 0.00186419 43191.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 199.323 119.066 0.0207684 0.00189142 42379.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 197.34 117.933 0.0204362 0.00189327 43143.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 194.939 116.455 0.0203908 0.001877 43211.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 192.457 114.875 0.0205221 0.00188219 42918.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 190.5 114.378 0.0203554 0.00187251 43283.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 188.618 112.835 0.0203878 0.00187126 43204.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 185.854 111.506 0.0207749 0.00191228 42412 0
: 566 Minimum Test error found - save the configuration
: 566 | 184.043 111.007 0.020666 0.00192572 42688.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 181.905 110.294 0.0203941 0.00188486 43221.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 179.897 108.831 0.0203215 0.00185731 43327.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 177.443 107.538 0.0202346 0.00182865 43464.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 175.401 106.483 0.0202185 0.00183008 43505.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 173.317 105.435 0.0202415 0.00182155 43431.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 171.516 104.782 0.0203174 0.00183311 43280 0
: 573 Minimum Test error found - save the configuration
: 573 | 169.392 103.412 0.020806 0.00189622 42306.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 167.376 102.498 0.021632 0.0019511 40648.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 165.504 101.518 0.0202461 0.00183058 43441.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 163.349 100.69 0.0206539 0.00187602 42603.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 161.456 99.6215 0.0203157 0.00184312 43307.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 159.64 99.0198 0.020266 0.0018418 43421.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 157.799 97.774 0.0202947 0.00183605 43340.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 155.835 96.4883 0.0202769 0.0018317 43371.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 153.942 95.7026 0.0205419 0.00187967 42867.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 152.12 94.6324 0.0202459 0.00184981 43487.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 150.294 94.2295 0.0206001 0.00195479 42906.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 148.675 92.7729 0.0203022 0.00186367 43387.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 147.05 91.944 0.0203876 0.00188532 43238 0
: 586 Minimum Test error found - save the configuration
: 586 | 144.91 91.1897 0.0203178 0.001867 43358.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 143.107 90.0125 0.0203144 0.0018621 43354.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 141.569 88.9623 0.0203571 0.00186005 43250.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 139.635 88.3814 0.0203152 0.00186568 43361.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.922 87.5078 0.0204719 0.0018918 43056.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 136.273 86.3577 0.0203362 0.00186227 43304.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 134.825 86.0736 0.0202764 0.0018542 43425.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 133.013 84.714 0.020258 0.00183949 43434.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 131.584 83.8072 0.0202564 0.00184723 43456.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 130.073 83.0982 0.0203045 0.0018901 43444.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 128.138 82.3833 0.0207918 0.00194668 42451.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 126.52 81.1214 0.0202877 0.00183784 43360.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 125.145 80.4026 0.0203043 0.00183171 43307.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 123.402 79.6029 0.0202703 0.00185267 43436.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 122.035 78.9194 0.02043 0.00184937 43055.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 120.402 77.9019 0.020318 0.00184782 43313 0
: 602 Minimum Test error found - save the configuration
: 602 | 119.222 77.0794 0.0202871 0.00184644 43382.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 117.425 76.5907 0.0203095 0.00189137 43435.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 116.323 76.025 0.0203066 0.00186108 43371 0
: 605 Minimum Test error found - save the configuration
: 605 | 114.794 75.4525 0.0203813 0.00190073 43288.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 113.737 74.6858 0.0203668 0.00187841 43270.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 112.089 73.4429 0.0202801 0.00183865 43380.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 110.354 72.5362 0.0202672 0.00183279 43397 0
: 609 Minimum Test error found - save the configuration
: 609 | 109.18 72.2984 0.0203151 0.00184112 43304.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 107.747 71.1935 0.0204656 0.00201096 43349.5 0
: 611 | 106.311 71.2113 0.0203161 0.00178469 43170 1
: 612 Minimum Test error found - save the configuration
: 612 | 105.09 69.9265 0.0203275 0.00186335 43327.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 103.711 69.2217 0.0202876 0.00185155 43393.3 0
: 614 | 102.585 69.7873 0.020203 0.00177582 43414.1 1
: 615 Minimum Test error found - save the configuration
: 615 | 101.418 67.8041 0.0203117 0.00186748 43374 0
: 616 Minimum Test error found - save the configuration
: 616 | 99.9735 67.7291 0.0203943 0.00189796 43251.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 98.7418 66.8583 0.0203284 0.00187215 43345.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 97.3021 65.5658 0.0203363 0.00188074 43347.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 95.9809 64.6969 0.0203099 0.00186328 43368.5 0
: 620 | 94.9077 64.8446 0.0202091 0.0017776 43404 1
: 621 Minimum Test error found - save the configuration
: 621 | 93.62 63.749 0.0203038 0.0018565 43366.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 92.3304 63.1979 0.0206771 0.00186882 42534.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 91.1492 62.5113 0.0203165 0.0018381 43293.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 89.9874 61.808 0.0202729 0.00182525 43365.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 88.992 61.3169 0.0204713 0.00187243 43013.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.9236 60.8444 0.0202644 0.00185716 43461.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.7345 60.3358 0.0202654 0.00183241 43400.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 85.5393 59.3549 0.0202514 0.00184664 43467.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.353 58.4832 0.0202495 0.00184509 43467.9 0
: 630 | 83.401 58.6519 0.0202183 0.00178633 43402.8 1
: 631 Minimum Test error found - save the configuration
: 631 | 82.2477 57.8539 0.0204789 0.00186014 42967.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 81.0717 57.5227 0.0203034 0.00184608 43343.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 80.1303 56.3215 0.0202864 0.00185144 43395.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.9825 56.2453 0.0205253 0.00185604 42851.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 78.0659 55.0343 0.0202794 0.00184055 43386.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.9749 54.9556 0.020288 0.00184501 43376.9 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.9507 53.957 0.0202949 0.00184174 43353 0
: 638 Minimum Test error found - save the configuration
: 638 | 75.031 53.939 0.0202954 0.00185899 43392.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.9159 53.774 0.0205682 0.00189419 42840.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 73.1269 52.436 0.0205796 0.00191578 42863.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 72.1972 51.8168 0.0203627 0.00188404 43293.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 71.2493 51.4277 0.0203466 0.00186727 43291.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 70.1845 50.5963 0.0203143 0.00184785 43321.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 69.2695 50.5026 0.020294 0.00184619 43365.6 0
: 645 | 68.4123 50.5041 0.0202848 0.00177588 43222.3 1
: 646 Minimum Test error found - save the configuration
: 646 | 67.7015 49.6301 0.0202863 0.00184774 43387.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.7376 48.8347 0.0202494 0.00182873 43429.5 0
: 648 | 65.8633 49.7382 0.0202725 0.0017745 43247.9 1
: 649 Minimum Test error found - save the configuration
: 649 | 65.0462 48.1381 0.0211418 0.00187874 41530.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.9738 47.338 0.0214271 0.00191367 40997.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.1149 47.1087 0.020289 0.00183767 43357.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.4486 46.5122 0.02029 0.00185015 43384.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.6142 46.3078 0.0203668 0.00183577 43170.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 60.8655 45.9887 0.0202942 0.00184611 43365.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 60.0156 45.4423 0.0205228 0.00188236 42917.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 59.3505 45.2954 0.0202882 0.001872 43440 0
: 657 Minimum Test error found - save the configuration
: 657 | 58.3899 44.5567 0.0203691 0.00189171 43296.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 57.892 44.0677 0.0203467 0.0018873 43338.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 57.0296 43.3713 0.0203443 0.00186787 43298.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 55.947 42.7736 0.0202813 0.00184069 43382.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.31 42.4732 0.0203127 0.00185778 43349 0
: 662 | 54.621 42.5464 0.0202544 0.00177561 43292.8 1
: 663 Minimum Test error found - save the configuration
: 663 | 53.7418 41.7323 0.020294 0.00185711 43391.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 53.0358 41.5635 0.0203313 0.00185871 43307.4 0
: 665 | 52.4519 42.03 0.0202774 0.00177368 43234.6 1
: 666 Minimum Test error found - save the configuration
: 666 | 52.0259 40.8884 0.0202886 0.0018673 43428 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.1649 40.4112 0.0202897 0.00185377 43393.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 50.3427 39.8194 0.0202859 0.0018522 43398.8 0
: 669 | 49.5361 40.1892 0.0204161 0.00179992 42973.3 1
: 670 Minimum Test error found - save the configuration
: 670 | 49.1567 39.421 0.0203133 0.00185856 43349.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 48.3209 39.0295 0.0202704 0.00184687 43422.8 0
: 672 | 47.8559 39.2738 0.0202163 0.00177685 43385.2 1
: 673 Minimum Test error found - save the configuration
: 673 | 47.2717 38.0666 0.0203181 0.00185628 43332.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.4267 37.8556 0.020325 0.00187126 43351.6 0
: 675 | 45.8405 37.9334 0.0202421 0.00178167 43336 1
: 676 Minimum Test error found - save the configuration
: 676 | 45.2452 36.8692 0.0203487 0.00186473 43280.7 0
: 677 | 44.5368 36.9673 0.0202812 0.00177279 43223.7 1
: 678 | 44.3385 36.907 0.020262 0.00180428 43342.2 2
: 679 Minimum Test error found - save the configuration
: 679 | 43.896 36.2975 0.0203343 0.00187036 43327.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 43.105 35.9799 0.0202587 0.00184188 43438.5 0
: 681 | 42.4592 35.9897 0.0202123 0.00178822 43421.4 1
: 682 Minimum Test error found - save the configuration
: 682 | 41.7421 35.3738 0.0203981 0.00191758 43288.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.0968 34.9233 0.0203482 0.0018748 43305.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.6457 34.7865 0.0207436 0.00193778 42540.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.3623 34.1417 0.0203455 0.00186791 43295.6 0
: 686 | 40.1678 36.3996 0.0203402 0.0017812 43105.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 39.4696 33.7359 0.0203551 0.0018625 43260.5 0
: 688 | 38.6847 34.0485 0.0205713 0.00179418 42605.1 1
: 689 Minimum Test error found - save the configuration
: 689 | 38.0967 33.4748 0.0203154 0.00187505 43383.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.3977 32.5967 0.0202584 0.00184542 43447.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.0141 32.2532 0.0202659 0.00187886 43508.8 0
: 692 | 36.67 32.6973 0.0201675 0.00179113 43534.1 1
: 693 Minimum Test error found - save the configuration
: 693 | 36.1935 32.1555 0.0202388 0.00184088 43483.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.6188 31.8259 0.0203325 0.00185249 43290 0
: 695 Minimum Test error found - save the configuration
: 695 | 35.2949 31.3227 0.0207838 0.00194754 42471.3 0
: 696 | 34.7203 31.568 0.0202552 0.00177272 43284.3 1
: 697 Minimum Test error found - save the configuration
: 697 | 34.5595 31.2069 0.0202318 0.0018309 43476.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.9047 30.9082 0.0202621 0.00183614 43417 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.2727 30.4737 0.0205428 0.00186668 42835.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.9644 30.072 0.0202568 0.00183923 43436.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 32.3673 29.7668 0.020255 0.00184338 43450.8 0
: 702 | 32.0778 30.2366 0.0202528 0.00178616 43321.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 31.6455 29.3881 0.020287 0.00186413 43424.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 31.4041 29.2314 0.0202769 0.00185882 43435.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.8482 29.1265 0.0202604 0.001837 43423.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.3291 28.7733 0.0205735 0.00192698 42903.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.0343 28.2689 0.020343 0.00186937 43304.8 0
: 708 | 29.5726 28.3117 0.0202385 0.00178162 43344.2 1
: 709 | 29.2524 28.4057 0.0202308 0.00177564 43348.3 2
: 710 | 29.1372 28.5243 0.0202105 0.00176881 43380 3
: 711 Minimum Test error found - save the configuration
: 711 | 28.6306 28.0751 0.0202391 0.0018409 43482.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.4731 27.7547 0.020244 0.0018315 43448.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.7256 27.3922 0.0202639 0.00184491 43433.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.5535 27.0577 0.0204917 0.0018727 42966.8 0
: 715 | 27.1182 27.8558 0.0202207 0.00178513 43394.3 1
: 716 Minimum Test error found - save the configuration
: 716 | 27.0663 26.867 0.0203071 0.00186779 43385.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.3613 26.2197 0.0202903 0.00184907 43381.1 0
: 718 | 25.9545 26.497 0.0202139 0.00177577 43388.3 1
: 719 Minimum Test error found - save the configuration
: 719 | 25.9019 25.8354 0.0202856 0.00184758 43388.7 0
: 720 | 25.3858 25.9843 0.0202557 0.00177019 43277 1
: 721 Minimum Test error found - save the configuration
: 721 | 25.175 25.552 0.0203018 0.00185338 43364.2 0
: 722 Minimum Test error found - save the configuration
: 722 | 24.7616 25.3038 0.0202527 0.00183772 43442.8 0
: 723 Minimum Test error found - save the configuration
: 723 | 24.5223 25.2648 0.0202874 0.00185847 43410.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.2841 24.993 0.0203118 0.00185888 43353.6 0
: 725 | 24.1044 25.4979 0.02023 0.00178391 43369.5 1
: 726 | 23.8646 25.2545 0.020244 0.00178659 43343 2
: 727 Minimum Test error found - save the configuration
: 727 | 23.5853 24.5973 0.0202865 0.00187089 43441.4 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.3906 24.5396 0.0204882 0.00192532 43096.7 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.9956 23.7955 0.0203144 0.00187505 43385.5 0
: 730 | 22.5242 23.8751 0.0202447 0.00179203 43354.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.3343 23.7631 0.0203042 0.00186243 43379.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.9318 23.6727 0.0203055 0.00185955 43369.9 0
: 733 | 21.9401 23.738 0.0202032 0.00177031 43400.6 1
: 734 Minimum Test error found - save the configuration
: 734 | 21.8337 23.3873 0.0203144 0.00186058 43351.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 21.2369 22.9208 0.0203111 0.00187932 43403.3 0
: 736 | 21.3944 23.0873 0.0202557 0.001779 43297.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.9263 22.9139 0.0204395 0.00189382 43136.7 0
: 738 Minimum Test error found - save the configuration
: 738 | 20.6433 22.7176 0.0202713 0.00185274 43434.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 20.2989 22.2099 0.02024 0.00185153 43505.4 0
: 740 | 20.222 23.0033 0.0201641 0.00178237 43521.6 1
: 741 Minimum Test error found - save the configuration
: 741 | 19.7835 21.9225 0.0202233 0.00185034 43542.4 0
: 742 | 19.5461 21.9899 0.0201732 0.00178511 43506.3 1
: 743 | 19.3384 22.1711 0.0204119 0.00178586 42950.7 2
: 744 Minimum Test error found - save the configuration
: 744 | 19.1152 21.5831 0.0203188 0.00187155 43366.9 0
: 745 | 18.9556 21.8755 0.0202578 0.00177978 43294.6 1
: 746 Minimum Test error found - save the configuration
: 746 | 18.8312 21.4937 0.0203213 0.0018646 43344.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.5009 21.1055 0.0202713 0.00184324 43412 0
: 748 | 18.343 21.4074 0.0202169 0.00176768 43362.3 1
: 749 Minimum Test error found - save the configuration
: 749 | 18.1676 20.6548 0.0205827 0.0021559 43415.1 0
: 750 | 17.7443 20.7432 0.0203547 0.00178772 43087.3 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.6154 20.2837 0.0202739 0.00185357 43430.3 0
: 752 | 17.3366 20.4457 0.0202126 0.00178834 43421.1 1
: 753 | 17.3362 20.364 0.0202161 0.00178472 43404.2 2
: 754 Minimum Test error found - save the configuration
: 754 | 17.0287 20.0865 0.0202749 0.00185461 43430.3 0
: 755 | 16.9423 20.1443 0.0201768 0.00177409 43472 1
: 756 Minimum Test error found - save the configuration
: 756 | 17.1741 20.0118 0.0203577 0.00185263 43231.3 0
: 757 | 16.49 20.3636 0.0201893 0.00176862 43429.4 1
: 758 Minimum Test error found - save the configuration
: 758 | 16.3956 19.3371 0.020509 0.00187806 42939.4 0
: 759 | 16.2884 19.5584 0.0201838 0.00177341 43453.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 16.175 19.3137 0.0202752 0.00185418 43428.6 0
: 761 | 16.2828 19.3273 0.0202008 0.00177616 43420.2 1
: 762 Minimum Test error found - save the configuration
: 762 | 15.6948 18.9444 0.0202547 0.00185421 43477 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.3971 18.8315 0.0203027 0.00187017 43401.6 0
: 764 Minimum Test error found - save the configuration
: 764 | 15.3625 18.7769 0.0238374 0.00192639 36511.3 0
: 765 | 15.1891 18.9765 0.0202318 0.00179208 43384.7 1
: 766 | 15.2297 18.8787 0.0202429 0.00178919 43351.8 2
: 767 Minimum Test error found - save the configuration
: 767 | 14.7928 18.1448 0.0203136 0.00187495 43387.2 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.6128 17.9644 0.0203038 0.00187403 43407.9 0
: 769 | 14.401 18.1028 0.0203559 0.0018012 43115.7 1
: 770 Minimum Test error found - save the configuration
: 770 | 14.2919 17.9366 0.0203658 0.00187485 43264.4 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.2787 17.468 0.0203211 0.00186398 43343.8 0
: 772 | 14.1658 17.529 0.0203117 0.00178179 43173.5 1
: 773 | 14.0674 17.7893 0.0204543 0.00179378 42871.2 2
: 774 | 14.0896 17.6478 0.0202631 0.00177973 43282.2 3
: 775 Minimum Test error found - save the configuration
: 775 | 13.8127 17.1128 0.0203365 0.00189486 43380.2 0
: 776 | 13.5742 17.2966 0.0202456 0.00178984 43347 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.3874 16.6889 0.020331 0.00188044 43359 0
: 778 | 13.3212 16.9834 0.0202244 0.00179282 43403.8 1
: 779 | 13.095 16.8945 0.0202427 0.00179882 43374.9 2
: 780 Minimum Test error found - save the configuration
: 780 | 13.1099 16.204 0.0203073 0.00186613 43381.1 0
: 781 | 12.7208 16.3143 0.0202414 0.00177845 43330.1 1
: 782 Minimum Test error found - save the configuration
: 782 | 12.5228 16.0996 0.0202931 0.00186281 43406.9 0
: 783 | 12.7511 16.2557 0.0202599 0.00177381 43275.9 1
: 784 Minimum Test error found - save the configuration
: 784 | 12.5859 15.9936 0.0203149 0.00186637 43363.8 0
: 785 | 12.3142 15.9989 0.0202459 0.00178159 43326.9 1
: 786 | 12.1792 16.0711 0.0206296 0.00179041 42464.7 2
: 787 Minimum Test error found - save the configuration
: 787 | 12.0581 15.5738 0.0206388 0.00192126 42740.6 0
: 788 Minimum Test error found - save the configuration
: 788 | 11.8852 15.4551 0.0203833 0.00189036 43259.8 0
: 789 | 11.7465 15.6212 0.0202028 0.00178667 43440.1 1
: 790 Minimum Test error found - save the configuration
: 790 | 11.6253 15.2015 0.0202492 0.0018605 43505 0
: 791 Minimum Test error found - save the configuration
: 791 | 11.344 15.0926 0.0202691 0.0018546 43444 0
: 792 | 11.3805 15.5425 0.0202015 0.00177307 43411.2 1
: 793 | 11.4543 15.3994 0.0201587 0.00176998 43505 2
: 794 | 11.8761 15.5022 0.0201631 0.00177165 43498.4 3
: 795 Minimum Test error found - save the configuration
: 795 | 11.2832 14.7858 0.0202322 0.00182886 43470.4 0
: 796 | 10.9082 14.8045 0.0201915 0.00177435 43437.8 1
: 797 Minimum Test error found - save the configuration
: 797 | 10.8107 14.6896 0.0202824 0.00184709 43395 0
: 798 Minimum Test error found - save the configuration
: 798 | 11.0273 14.4653 0.0202827 0.00186168 43428.6 0
: 799 | 10.9464 14.6873 0.0202724 0.00180554 43321 1
: 800 Minimum Test error found - save the configuration
: 800 | 10.4615 14.4243 0.0203605 0.00187165 43269.4 0
: 801 Minimum Test error found - save the configuration
: 801 | 10.2732 13.982 0.0203149 0.00187685 43388.6 0
: 802 | 10.4048 14.3884 0.0204407 0.00179847 42913.4 1
: 803 Minimum Test error found - save the configuration
: 803 | 10.3153 13.964 0.0203501 0.00188475 43324.3 0
: 804 Minimum Test error found - save the configuration
: 804 | 9.90785 13.8151 0.0202903 0.00186267 43413 0
: 805 | 9.99465 14.7166 0.020219 0.00178055 43387.6 1
: 806 Minimum Test error found - save the configuration
: 806 | 9.93985 13.8109 0.0203296 0.00186904 43335.6 0
: 807 | 9.74028 13.9061 0.0202446 0.00177566 43315.9 1
: 808 | 9.95148 14.252 0.0203276 0.00179407 43165.1 2
: 809 Minimum Test error found - save the configuration
: 809 | 9.54736 13.5973 0.020374 0.00186926 43232.2 0
: 810 | 9.3688 13.634 0.0202526 0.00177472 43295 1
: 811 | 9.43265 13.8354 0.0202673 0.00178338 43280.9 2
: 812 Minimum Test error found - save the configuration
: 812 | 9.44217 13.3658 0.0203306 0.00187412 43345.3 0
: 813 | 9.41449 13.5746 0.0202345 0.0017823 43355.3 1
: 814 Minimum Test error found - save the configuration
: 814 | 9.32506 13.2285 0.020372 0.00188493 43273.6 0
: 815 Minimum Test error found - save the configuration
: 815 | 8.93899 13.1925 0.0203243 0.00187109 43352.9 0
: 816 Minimum Test error found - save the configuration
: 816 | 8.88599 12.8625 0.0202962 0.00185972 43392.3 0
: 817 | 8.80702 12.8679 0.0204026 0.00178601 42972.4 1
: 818 | 8.70674 13.0046 0.0202206 0.00177619 43373.6 2
: 819 Minimum Test error found - save the configuration
: 819 | 8.60216 12.6673 0.0204264 0.00186985 43111.5 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.59091 12.5862 0.0204263 0.00184777 43060.4 0
: 821 | 8.69901 12.9832 0.0202632 0.00177449 43269.6 1
: 822 | 8.35029 12.717 0.0202263 0.00177338 43353.6 2
: 823 | 8.56376 12.6174 0.0202477 0.00177796 43314 3
: 824 | 8.55117 13.1472 0.0202366 0.00178523 43357.3 4
: 825 Minimum Test error found - save the configuration
: 825 | 8.43157 12.0164 0.0203271 0.00187251 43349.7 0
: 826 | 8.04322 12.0206 0.0202574 0.0017918 43323.9 1
: 827 | 7.964 12.0762 0.020332 0.00178888 43142.6 2
: 828 | 8.19039 12.7927 0.0202252 0.00178006 43371.9 3
: 829 | 8.09185 12.3358 0.0202291 0.00178824 43382 4
: 830 Minimum Test error found - save the configuration
: 830 | 8.15344 11.9896 0.0203113 0.00186406 43366.8 0
: 831 Minimum Test error found - save the configuration
: 831 | 7.8466 11.7033 0.0202925 0.00185593 43392.1 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.67715 11.4414 0.0206845 0.00193026 42656.9 0
: 833 Minimum Test error found - save the configuration
: 833 | 7.48497 11.3028 0.0203994 0.00185512 43140 0
: 834 | 7.43934 11.5352 0.0204503 0.001779 42846.4 1
: 835 | 7.71418 11.442 0.0203808 0.00190078 43289.9 2
: 836 | 7.5793 11.3976 0.0202737 0.00180059 43306.1 3
: 837 Minimum Test error found - save the configuration
: 837 | 7.2955 11.1113 0.0203103 0.00187368 43391.8 0
: 838 Minimum Test error found - save the configuration
: 838 | 7.22453 11.068 0.0202761 0.00186316 43447.7 0
: 839 Minimum Test error found - save the configuration
: 839 | 7.21365 10.9562 0.0203039 0.00185676 43367.1 0
: 840 | 7.03612 11.2794 0.0201934 0.00177632 43437.9 1
: 841 | 7.21043 11.212 0.0201967 0.00177481 43426.6 2
: 842 Minimum Test error found - save the configuration
: 842 | 7.16799 10.8131 0.0202741 0.00184549 43410.9 0
: 843 Minimum Test error found - save the configuration
: 843 | 7.09822 10.6909 0.020269 0.00183997 43409.7 0
: 844 Minimum Test error found - save the configuration
: 844 | 6.96861 10.6149 0.020258 0.00183858 43432.4 0
: 845 Minimum Test error found - save the configuration
: 845 | 6.92026 10.6038 0.0202614 0.00184065 43429.4 0
: 846 Minimum Test error found - save the configuration
: 846 | 6.91714 10.4948 0.0204844 0.00188217 43005.5 0
: 847 | 7.04926 10.5202 0.0202172 0.00177781 43385.3 1
: 848 | 7.00379 11.6192 0.0202369 0.00179453 43378.3 2
: 849 Minimum Test error found - save the configuration
: 849 | 7.14599 10.4857 0.0204844 0.0019518 43167.2 0
: 850 Minimum Test error found - save the configuration
: 850 | 6.47026 10.2861 0.0208689 0.00193743 42257.8 0
: 851 Minimum Test error found - save the configuration
: 851 | 6.51824 10.1563 0.0203871 0.00184858 43153.4 0
: 852 Minimum Test error found - save the configuration
: 852 | 6.43395 10.13 0.020497 0.00189138 42997.8 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.29907 9.73299 0.0203399 0.00185206 43271.7 0
: 854 | 6.42118 10.3867 0.0202308 0.00178224 43363.7 1
: 855 | 6.59247 10.0881 0.0202334 0.0017734 43337.1 2
: 856 | 6.43883 10.1104 0.020257 0.00179099 43322.8 3
: 857 | 6.47161 9.96562 0.0203046 0.00179185 43213.4 4
: 858 Minimum Test error found - save the configuration
: 858 | 6.49369 9.51926 0.020329 0.00187289 43346 0
: 859 Minimum Test error found - save the configuration
: 859 | 6.14001 9.49046 0.0203211 0.00187586 43371.5 0
: 860 | 6.13498 9.69492 0.0202424 0.00178938 43353.3 1
: 861 | 6.18487 10.1796 0.0204453 0.00179823 42902.3 2
: 862 | 6.114 9.72941 0.0202438 0.00178352 43336.3 3
: 863 | 6.2226 9.59787 0.0202424 0.00177951 43330.1 4
: 864 | 6.16834 10.0126 0.0202405 0.00176945 43311.1 5
: 865 | 5.97151 9.6503 0.0203176 0.00177972 43154.8 6
: 866 Minimum Test error found - save the configuration
: 866 | 6.0783 9.24834 0.0203276 0.00187603 43356.7 0
: 867 | 6.21895 9.67466 0.0202258 0.00177029 43347.4 1
: 868 | 6.11582 9.58352 0.0204508 0.00178743 42864.7 2
: 869 | 5.86115 9.26124 0.0202422 0.00178681 43347.7 3
: 870 Minimum Test error found - save the configuration
: 870 | 5.85467 8.90148 0.0203308 0.00187874 43355.6 0
: 871 | 5.75977 9.19624 0.020253 0.00178524 43318.8 1
: 872 | 5.81873 9.02137 0.0202037 0.00178516 43434.6 2
: 873 Minimum Test error found - save the configuration
: 873 | 5.64739 8.79563 0.0202669 0.00186194 43466.5 0
: 874 Minimum Test error found - save the configuration
: 874 | 5.63643 8.47701 0.0203439 0.00187171 43308.3 0
: 875 | 5.62668 8.69573 0.0202187 0.00177617 43378 1
: 876 | 5.7552 8.90733 0.0204566 0.00177867 42831.4 2
: 877 | 5.64558 8.59555 0.0202387 0.00177724 43333.4 3
: 878 Minimum Test error found - save the configuration
: 878 | 5.5033 8.39458 0.0203143 0.00187896 43395 0
: 879 Minimum Test error found - save the configuration
: 879 | 5.37499 8.34353 0.0205038 0.00188072 42957.4 0
: 880 | 5.56691 8.93679 0.020244 0.00177885 43324.7 1
: 881 | 5.72369 8.59141 0.0203133 0.00179505 43200.7 2
: 882 Minimum Test error found - save the configuration
: 882 | 5.7903 8.28891 0.0203115 0.00187696 43396.9 0
: 883 | 5.56422 8.45757 0.0202347 0.00178864 43369.6 1
: 884 Minimum Test error found - save the configuration
: 884 | 5.37169 8.12023 0.0202978 0.00186774 43407.3 0
: 885 | 5.51632 8.12557 0.0203622 0.00179301 43082 1
: 886 | 5.63404 8.3646 0.020234 0.00177974 43350.5 2
: 887 Minimum Test error found - save the configuration
: 887 | 5.40782 8.05153 0.0204431 0.00189642 43134.5 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.06878 7.89806 0.0203473 0.00187067 43298 0
: 889 Minimum Test error found - save the configuration
: 889 | 5.19532 7.84519 0.0203076 0.00184821 43338.3 0
: 890 Minimum Test error found - save the configuration
: 890 | 5.10446 7.84489 0.0202899 0.00185276 43390.7 0
: 891 | 5.23614 8.38513 0.0204717 0.00178569 42812.8 1
: 892 | 5.2348 7.8563 0.0202247 0.00178731 43390.1 2
: 893 | 5.26774 7.85556 0.0202172 0.00177681 43383 3
: 894 Minimum Test error found - save the configuration
: 894 | 5.05223 7.69491 0.020297 0.001874 43424 0
: 895 Minimum Test error found - save the configuration
: 895 | 4.95916 7.32973 0.0204039 0.0018879 43205.9 0
: 896 | 4.92769 7.44416 0.0202408 0.00178165 43338.9 1
: 897 | 5.15655 7.65954 0.020241 0.00178804 43353.5 2
: 898 | 4.90734 7.5794 0.0202323 0.00177588 43345.4 3
: 899 | 4.94232 7.53965 0.0202015 0.0017738 43412.8 4
: 900 | 4.90633 7.45818 0.0202037 0.00176988 43398.4 5
: 901 | 4.87184 7.63205 0.0201976 0.0017726 43419.3 6
: 902 | 5.08432 7.52831 0.0201784 0.00177348 43466.8 7
: 903 | 4.73264 7.56916 0.02021 0.00177576 43397.4 8
: 904 | 4.93464 7.76089 0.0202315 0.00177503 43345.2 9
: 905 | 4.91357 7.36937 0.0203674 0.00178352 43048 10
: 906 | 5.1019 8.34934 0.0202041 0.0017829 43428.1 11
: 907 Minimum Test error found - save the configuration
: 907 | 4.93264 7.02228 0.0203345 0.0018831 43357 0
: 908 Minimum Test error found - save the configuration
: 908 | 4.80857 6.89393 0.0202797 0.00186057 43433 0
: 909 | 4.79238 7.05623 0.0202077 0.00178627 43427.8 1
: 910 | 4.63272 6.91271 0.0201917 0.00178709 43467.4 2
: 911 Minimum Test error found - save the configuration
: 911 | 4.53659 6.67659 0.0202635 0.00185849 43466.5 0
: 912 | 4.50108 7.04698 0.0202065 0.00179045 43440.4 1
: 913 Minimum Test error found - save the configuration
: 913 | 4.56443 6.67156 0.0202964 0.00186806 43411.4 0
: 914 | 4.60087 7.07218 0.0202508 0.00178174 43315.6 1
: 915 | 5.13465 6.82464 0.0202399 0.00177348 43321.8 2
: 916 Minimum Test error found - save the configuration
: 916 | 4.55724 6.48437 0.0203803 0.00187101 43221.5 0
: 917 | 4.58538 7.22586 0.0202234 0.00178041 43376.8 1
: 918 | 4.47036 6.88939 0.0203243 0.00177311 43123.9 2
: 919 | 4.44466 6.58166 0.0202596 0.00178664 43306.4 3
: 920 | 4.35409 7.39833 0.0204975 0.00181325 42816.7 4
: 921 | 4.71071 6.84155 0.0202792 0.00179444 43278.8 5
: 922 | 4.8903 8.97451 0.0202394 0.00178757 43356.2 6
: 923 | 4.64481 6.48443 0.0202859 0.00178713 43246.2 7
: 924 Minimum Test error found - save the configuration
: 924 | 4.28403 6.30506 0.0203647 0.00189695 43318.8 0
: 925 Minimum Test error found - save the configuration
: 925 | 4.11049 6.29607 0.0203361 0.00187507 43334.6 0
: 926 Minimum Test error found - save the configuration
: 926 | 4.18761 6.17967 0.0203239 0.00186617 43342.3 0
: 927 Minimum Test error found - save the configuration
: 927 | 4.2247 6.10175 0.0203697 0.00187241 43249.6 0
: 928 | 4.26311 6.3106 0.0202546 0.00178168 43306.7 1
: 929 | 4.65454 6.5487 0.0203363 0.00177472 43099.8 2
: 930 | 4.19713 6.4988 0.0204447 0.00179196 42889.2 3
: 931 Minimum Test error found - save the configuration
: 931 | 4.15922 6.05958 0.0203969 0.00189466 43238.1 0
: 932 | 4.22463 6.2656 0.0203423 0.00181234 43173.4 1
: 933 | 4.25391 6.17422 0.0202437 0.00179192 43356.3 2
: 934 Minimum Test error found - save the configuration
: 934 | 4.10632 5.94765 0.0205494 0.00191975 42942.3 0
: 935 | 4.07828 6.33147 0.0204948 0.00178945 42768.6 1
: 936 Minimum Test error found - save the configuration
: 936 | 4.14067 5.83711 0.0203598 0.00185855 43240.3 0
: 937 Minimum Test error found - save the configuration
: 937 | 3.87468 5.71791 0.0202632 0.00184427 43433.6 0
: 938 | 3.97991 6.07115 0.0202403 0.00177352 43321 1
: 939 | 4.10867 6.03299 0.0201964 0.00176795 43411.1 2
: 940 | 4.26209 6.22788 0.0202618 0.00177926 43284.1 3
: 941 | 4.06397 5.75568 0.0202649 0.00180688 43341.5 4
: 942 | 3.92386 5.73399 0.0202233 0.00179054 43401 5
: 943 | 4.0437 5.92955 0.0202265 0.00179003 43392.3 6
: 944 Minimum Test error found - save the configuration
: 944 | 4.07865 5.62701 0.0202872 0.00186085 43416.1 0
: 945 Minimum Test error found - save the configuration
: 945 | 3.73314 5.56217 0.0202825 0.00185666 43417.4 0
: 946 | 3.76699 5.59543 0.0202501 0.00178459 43324 1
: 947 Minimum Test error found - save the configuration
: 947 | 3.82207 5.33813 0.0203215 0.00186961 43356 0
: 948 | 3.8193 5.51004 0.0202335 0.00177855 43348.8 1
: 949 Minimum Test error found - save the configuration
: 949 | 3.72194 5.22939 0.0203285 0.00185334 43301.3 0
: 950 | 3.76371 5.42144 0.0204666 0.00178901 42832.1 1
: 951 | 3.76569 5.30002 0.0202415 0.00183227 43456.5 2
: 952 | 3.74092 5.38419 0.0203439 0.00177677 43086.8 3
: 953 | 3.73993 5.43731 0.0202189 0.00177742 43380.3 4
: 954 Minimum Test error found - save the configuration
: 954 | 3.6741 5.22356 0.0203246 0.00188268 43379.5 0
: 955 Minimum Test error found - save the configuration
: 955 | 3.8205 5.11229 0.0202888 0.00185195 43391.4 0
: 956 | 3.66879 5.14129 0.0201944 0.00178545 43457.1 1
: 957 | 3.68658 5.12252 0.0201871 0.00178519 43473.8 2
: 958 | 3.85341 5.18154 0.0202246 0.0017854 43385.9 3
: 959 | 3.95857 5.27414 0.0202074 0.00177593 43404 4
: 960 | 3.62322 5.1859 0.020199 0.00178257 43439.4 5
: 961 Minimum Test error found - save the configuration
: 961 | 3.63493 4.97914 0.0202555 0.00184538 43454.4 0
: 962 Minimum Test error found - save the configuration
: 962 | 3.73376 4.94332 0.0202665 0.00184606 43429.9 0
: 963 | 3.82893 5.16182 0.0202069 0.00176845 43387.6 1
: 964 | 3.83046 4.94838 0.0203801 0.00194121 43386.6 2
: 965 | 3.78842 5.17949 0.0202172 0.00177696 43383.3 3
: 966 Minimum Test error found - save the configuration
: 966 | 3.72554 4.87948 0.0203594 0.00186307 43251.8 0
: 967 | 3.64022 4.90667 0.0202148 0.00177438 43382.9 1
: 968 Minimum Test error found - save the configuration
: 968 | 3.42616 4.57804 0.0202653 0.0018539 43451.4 0
: 969 | 3.40122 5.11137 0.0201933 0.00178378 43455.8 1
: 970 | 3.70157 4.68651 0.020216 0.00178204 43398.2 2
: 971 | 3.67066 4.87458 0.0202231 0.00178545 43389.4 3
: 972 | 3.44387 4.96196 0.0202553 0.0017885 43320.9 4
: 973 | 3.34006 4.8485 0.0202071 0.00178496 43426.1 5
: 974 Minimum Test error found - save the configuration
: 974 | 3.41128 4.55699 0.0202972 0.00185593 43381 0
: 975 | 3.59531 5.30182 0.0202172 0.00177931 43388.9 1
: 976 | 3.43951 4.68482 0.0202063 0.0017782 43412 2
: 977 | 3.32814 4.74844 0.0201952 0.00177656 43434.3 3
: 978 | 3.28694 4.62111 0.0202666 0.00176948 43249.9 4
: 979 | 3.27818 4.71894 0.0204051 0.00178568 42965.8 5
: 980 | 3.49662 5.23923 0.0205481 0.00177668 42618 6
: 981 | 3.44551 4.67766 0.0202802 0.0017802 43243.4 7
: 982 | 3.40385 4.76671 0.0202363 0.00178655 43361.1 8
: 983 Minimum Test error found - save the configuration
: 983 | 3.3826 4.35799 0.020491 0.00189814 43027.2 0
: 984 | 3.36454 4.39427 0.0202397 0.00178834 43357.2 1
: 985 | 3.52722 4.67492 0.0202336 0.00178857 43372.2 2
: 986 Minimum Test error found - save the configuration
: 986 | 3.3994 4.29309 0.0204659 0.00189765 43084.2 0
: 987 | 3.36592 4.46195 0.0202227 0.00177691 43370.4 1
: 988 | 3.33077 4.54456 0.0202542 0.0017806 43305 2
: 989 | 3.49397 4.79576 0.0202453 0.00177886 43321.8 3
: 990 Minimum Test error found - save the configuration
: 990 | 3.37394 4.2469 0.0203024 0.00185908 43376.2 0
: 991 Minimum Test error found - save the configuration
: 991 | 3.28676 4.22667 0.0203013 0.00186003 43380.9 0
: 992 | 3.29659 4.4515 0.0204057 0.00179152 42977.9 1
: 993 | 3.64742 4.36281 0.0202633 0.00178917 43303.9 2
: 994 | 3.24437 4.36653 0.0205131 0.00179998 42750.8 3
: 995 | 3.21757 4.28238 0.0202767 0.00179766 43292.4 4
: 996 Minimum Test error found - save the configuration
: 996 | 3.20483 4.08609 0.0203346 0.00187313 43333.4 0
: 997 | 3.38208 5.07541 0.0201963 0.00177851 43436.2 1
: 998 | 3.54885 4.56247 0.0202094 0.00177798 43404.1 2
: 999 | 3.71356 4.75044 0.0202477 0.00177781 43313.8 3
: 1000 | 3.43595 4.40217 0.0202555 0.00177569 43290.5 4
: 1001 | 3.32458 4.19653 0.0202109 0.0017696 43380.8 5
: 1002 Minimum Test error found - save the configuration
: 1002 | 3.03787 3.81201 0.0203482 0.00189508 43353 0
: 1003 | 3.63683 4.13514 0.0202239 0.00177817 43370.4 1
: 1004 | 3.59504 4.63457 0.0201997 0.00176832 43404.3 2
: 1005 | 3.52734 4.03438 0.0202524 0.00178108 43310.3 3
: 1006 | 3.18377 4.11361 0.0204693 0.00179244 42833.7 4
: 1007 | 3.28915 4.10709 0.0202357 0.00178322 43354.5 5
: 1008 | 3.28102 4.21019 0.0202491 0.00179124 43342 6
: 1009 | 3.089 4.09406 0.0204772 0.00180389 42842 7
: 1010 | 3.34452 4.20823 0.0202814 0.00179253 43269.2 8
: 1011 | 3.36222 4.20486 0.0202456 0.00178019 43324.3 9
: 1012 | 3.34139 4.2801 0.0202606 0.00177992 43288.5 10
: 1013 | 3.73975 4.06786 0.0202391 0.00177264 43321.8 11
: 1014 | 3.68955 4.92639 0.020268 0.00177833 43267.5 12
: 1015 | 3.57845 3.94619 0.0202437 0.00178108 43330.7 13
: 1016 Minimum Test error found - save the configuration
: 1016 | 3.27827 3.59111 0.0204469 0.00188795 43105.9 0
: 1017 | 3.21334 3.72233 0.0202303 0.00177825 43355.5 1
: 1018 Minimum Test error found - save the configuration
: 1018 | 3.06357 3.5774 0.0203612 0.00187498 43275.5 0
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.09937 3.5717 0.0203284 0.00187402 43350 0
: 1020 | 3.0432 3.72193 0.0202377 0.00178868 43362.8 1
: 1021 | 3.1016 3.87383 0.0202449 0.00178989 43348.7 2
: 1022 | 3.15741 3.67957 0.0202268 0.00178309 43375.1 3
: 1023 | 3.12529 3.72034 0.0202484 0.00179122 43343.6 4
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.11551 3.52205 0.0205026 0.00188409 42968.1 0
: 1025 Minimum Test error found - save the configuration
: 1025 | 3.15236 3.37723 0.0204049 0.00192914 43300 0
: 1026 | 2.93875 3.42697 0.0202497 0.00178193 43318.8 1
: 1027 | 3.06306 4.15583 0.0202694 0.00178429 43278 2
: 1028 | 3.16617 3.48632 0.0202506 0.00177295 43295.5 3
: 1029 Minimum Test error found - save the configuration
: 1029 | 2.94746 3.34091 0.0203306 0.00186267 43318.4 0
: 1030 | 2.97121 3.55788 0.0202415 0.00179162 43360.7 1
: 1031 | 2.93245 3.4436 0.0202721 0.00178089 43263.8 2
: 1032 | 3.0256 3.63207 0.0203987 0.0017981 43009.3 3
: 1033 | 3.1571 3.39961 0.0202633 0.00178833 43301.8 4
: 1034 | 3.0918 3.40856 0.0202163 0.00178056 43394 5
: 1035 | 3.00265 3.43991 0.0202256 0.00178846 43390.7 6
: 1036 | 2.95516 3.92871 0.0202474 0.00177955 43318.5 7
: 1037 | 3.33961 3.51516 0.0202182 0.0017777 43382.9 8
: 1038 | 3.02329 3.78213 0.0203924 0.00178688 42998 9
: 1039 | 2.89832 3.70796 0.0202461 0.00177908 43320.4 10
: 1040 | 2.83386 3.34862 0.0202762 0.00178211 43257 11
: 1041 Minimum Test error found - save the configuration
: 1041 | 3.08042 3.25897 0.0203497 0.00188027 43314.9 0
: 1042 Minimum Test error found - save the configuration
: 1042 | 2.8827 3.22127 0.0204597 0.0018957 43094.1 0
: 1043 | 2.90051 3.51498 0.0202996 0.00178768 43215.4 1
: 1044 | 3.04714 3.45643 0.0202737 0.00179342 43289.4 2
: 1045 | 3.03548 3.86802 0.0202875 0.0017924 43254.7 3
: 1046 | 3.02736 3.35478 0.0202564 0.00178628 43313.3 4
: 1047 | 3.0372 3.41863 0.0202306 0.00179221 43387.7 5
: 1048 Minimum Test error found - save the configuration
: 1048 | 3.02133 2.99472 0.0203142 0.00186828 43370.1 0
: 1049 | 2.80442 3.05011 0.0202523 0.00178323 43315.7 1
: 1050 | 2.98184 3.05609 0.0202376 0.00178602 43356.8 2
: 1051 | 2.74056 3.17869 0.0205155 0.00202872 43274.3 3
: 1052 Minimum Test error found - save the configuration
: 1052 | 3.00265 2.97454 0.0204143 0.00188803 43182 0
: 1053 | 2.84838 3.04455 0.0206918 0.00188658 42541.4 1
: 1054 | 2.9764 3.32342 0.0205158 0.00181117 42770.1 2
: 1055 | 2.82432 3.34671 0.0202695 0.00179141 43294.5 3
: 1056 Minimum Test error found - save the configuration
: 1056 | 2.93303 2.92168 0.0203778 0.00189758 43289.6 0
: 1057 | 2.93266 3.19312 0.0202809 0.00178292 43248 1
: 1058 Minimum Test error found - save the configuration
: 1058 | 2.68233 2.85992 0.0203342 0.00186998 43326.9 0
: 1059 | 2.67231 3.10716 0.0202273 0.0017745 43353.8 1
: 1060 | 2.76673 3.1565 0.0202312 0.00177721 43351.1 2
: 1061 | 2.89944 3.46164 0.0202156 0.00177642 43385.9 3
: 1062 | 2.90034 2.86354 0.0201956 0.0017748 43429.2 4
: 1063 | 2.73601 3.10596 0.0202053 0.00176842 43391.3 5
: 1064 Minimum Test error found - save the configuration
: 1064 | 2.70787 2.81711 0.0203396 0.00185867 43287.9 0
: 1065 Minimum Test error found - save the configuration
: 1065 | 2.69095 2.7051 0.0204729 0.00185873 42977.9 0
: 1066 | 2.71319 3.20245 0.0203308 0.00179643 43163 1
: 1067 | 2.79882 3.0122 0.0201874 0.0017843 43470.9 2
: 1068 | 2.66894 2.79145 0.0203743 0.00178541 43036.5 3
: 1069 | 2.61069 3.12239 0.0201928 0.00178481 43459.3 4
: 1070 | 2.71963 2.76349 0.0202461 0.00179501 43357.8 5
: 1071 | 2.81382 3.20079 0.0202098 0.0017832 43415.6 6
: 1072 | 2.67872 2.75845 0.0202665 0.00177267 43257.6 7
: 1073 | 2.79921 2.76024 0.0202841 0.00178028 43234.2 8
: 1074 Minimum Test error found - save the configuration
: 1074 | 2.59183 2.64413 0.0202929 0.0018687 43421.1 0
: 1075 | 2.58695 2.97117 0.0203972 0.00182938 43085.2 1
: 1076 Minimum Test error found - save the configuration
: 1076 | 2.86803 2.61339 0.0204078 0.00187371 43163.7 0
: 1077 | 2.81784 3.17714 0.0203767 0.00179364 43049.9 1
: 1078 | 2.90233 3.96615 0.0207686 0.00187088 42333.1 2
: 1079 | 2.98155 2.708 0.0209508 0.00178907 41749.9 3
: 1080 | 2.75817 3.04634 0.0205061 0.00178535 42733.4 4
: 1081 | 2.84606 2.80016 0.0203921 0.00178622 42997.2 5
: 1082 | 2.94791 3.09202 0.0204165 0.0019235 43259.6 6
: 1083 | 2.69305 2.67728 0.0202653 0.0017914 43304.3 7
: 1084 | 2.71784 2.95336 0.0203025 0.00180638 43252.2 8
: 1085 | 2.98672 3.16376 0.0202107 0.00178383 43414.8 9
: 1086 | 2.99779 2.74564 0.0202068 0.00179453 43449.3 10
: 1087 | 2.77896 2.75238 0.0202028 0.00178839 43444.3 11
: 1088 | 2.61227 2.61408 0.0271403 0.00184192 31622.6 12
: 1089 | 2.52654 2.71585 0.0206262 0.00187526 42664.6 13
: 1090 | 2.51391 2.94399 0.0205018 0.00178073 42732.6 14
: 1091 Minimum Test error found - save the configuration
: 1091 | 2.63133 2.50262 0.02044 0.00186882 43077.6 0
: 1092 Minimum Test error found - save the configuration
: 1092 | 2.72941 2.33149 0.0205911 0.00186043 42710.7 0
: 1093 | 2.50386 2.4882 0.0203839 0.00183462 43128.3 1
: 1094 | 2.46886 2.59768 0.0204309 0.0017733 42878.1 2
: 1095 | 2.45533 2.65187 0.0204527 0.00183967 42980.6 3
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.61851 2.323 0.0204152 0.00190787 43226.1 0
: 1097 | 2.47017 2.42004 0.0205056 0.00179834 42764.1 1
: 1098 | 2.69066 2.47099 0.0202966 0.00179171 43231.8 2
: 1099 | 2.81274 2.66654 0.020437 0.00183879 43014.9 3
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.56034 2.18463 0.0205388 0.00186893 42849.7 0
: 1101 | 2.46935 2.5141 0.0203398 0.00177906 43101.7 1
: 1102 | 2.5875 2.62599 0.0203455 0.0017804 43091.6 2
: 1103 | 2.70491 2.42477 0.0204714 0.00182427 42902.1 3
: 1104 | 2.72046 2.32514 0.0206109 0.00183985 42618.9 4
: 1105 | 2.52507 2.55621 0.020337 0.0017853 43122.6 5
: 1106 | 2.58362 2.27467 0.0206064 0.00179692 42531.8 6
: 1107 | 2.45929 2.34925 0.0203934 0.00179287 43009.5 7
: 1108 | 2.40578 2.29932 0.0203594 0.0017812 43061.2 8
: 1109 | 2.54855 2.24777 0.0205563 0.00184041 42744.5 9
: 1110 | 2.61105 2.66743 0.0203682 0.00178334 43045.7 10
: 1111 | 2.65129 2.76717 0.0205727 0.00192994 42912.1 11
: 1112 | 2.54172 2.35839 0.0204365 0.0018638 43074 12
: 1113 | 2.54006 2.34281 0.0206144 0.0017928 42504.4 13
: 1114 | 2.34044 2.42153 0.0205783 0.001786 42570.7 14
: 1115 | 2.63726 2.95451 0.0202643 0.0017799 43279.6 15
: 1116 | 2.72446 2.62603 0.020305 0.00178129 43188 16
: 1117 | 2.90009 2.26901 0.0204561 0.0017954 42870.8 17
: 1118 Minimum Test error found - save the configuration
: 1118 | 2.5289 2.08214 0.0203844 0.00192279 43333.1 0
: 1119 | 2.41705 2.59546 0.0205378 0.00177664 42641.2 1
: 1120 Minimum Test error found - save the configuration
: 1120 | 2.60686 2.07009 0.0205296 0.00187181 42877.6 0
: 1121 | 2.50156 2.25434 0.0204541 0.00178751 42857.3 1
: 1122 Minimum Test error found - save the configuration
: 1122 | 2.32937 2.04859 0.0203217 0.00188452 43390.6 0
: 1123 | 2.27222 2.10548 0.0203165 0.00179229 43186.7 1
: 1124 | 2.23402 2.45216 0.0205698 0.00181894 42664.7 2
: 1125 | 2.29873 2.06397 0.0205131 0.00177829 42701.3 3
: 1126 | 2.28661 2.25658 0.0208243 0.00182155 42099.1 4
: 1127 | 2.29866 2.29523 0.0206355 0.00184437 42573.2 5
: 1128 | 2.20698 2.12988 0.0204406 0.00179544 42906.6 6
: 1129 | 2.3807 2.50274 0.0204318 0.00188728 43139.4 7
: 1130 Minimum Test error found - save the configuration
: 1130 | 2.38811 2.02604 0.0208004 0.00191723 42365.7 0
: 1131 | 2.32579 2.33223 0.0203317 0.00178085 43124.7 1
: 1132 Minimum Test error found - save the configuration
: 1132 | 2.21211 1.97954 0.0204425 0.00188411 43107.2 0
: 1133 | 2.18036 2.98496 0.0205609 0.00178179 42600.5 1
: 1134 | 2.39529 2.18231 0.020384 0.00178498 43012.9 2
: 1135 | 2.36925 1.98842 0.0205746 0.00183345 42686.8 3
: 1136 | 2.42692 2.30514 0.0203303 0.00179228 43154.6 4
: 1137 | 2.97436 3.07687 0.0205063 0.00181197 42793.8 5
: 1138 | 2.92962 2.49518 0.0203555 0.00178836 43086.9 6
: 1139 | 2.73323 2.56803 0.020346 0.00182871 43202.9 7
: 1140 | 2.56136 2.36819 0.0204607 0.00188623 43069.9 8
: 1141 | 2.2663 2.48985 0.0209308 0.00178457 41783.6 9
: 1142 | 2.26773 2.31863 0.020244 0.00178155 43331.1 10
: 1143 | 2.39402 2.01555 0.0203656 0.0017878 43062.1 11
: 1144 | 2.25846 2.45836 0.0203203 0.00181474 43230.3 12
: 1145 | 2.36026 2.04322 0.0202683 0.00179003 43294.2 13
: 1146 | 2.34973 2.73383 0.0202859 0.00178923 43251 14
: 1147 Minimum Test error found - save the configuration
: 1147 | 2.57253 1.92603 0.0203687 0.00190593 43330.5 0
: 1148 | 2.25021 2.10339 0.0202645 0.00178233 43285 1
: 1149 | 2.30864 2.40318 0.0202785 0.00178472 43257.9 2
: 1150 | 2.38796 2.00606 0.0203795 0.00180336 43066 3
: 1151 | 2.23558 2.11835 0.0202954 0.00179987 43253.8 4
: 1152 | 2.2979 2.13481 0.0202304 0.0017818 43363.8 5
: 1153 | 2.18583 2.24921 0.0202613 0.00177768 43281.5 6
: 1154 | 2.24471 2.07978 0.0202679 0.00178526 43283.9 7
: 1155 | 2.22706 2.42515 0.0204031 0.00194275 43336.1 8
: 1156 | 2.40699 2.22287 0.020496 0.00179422 42776.7 9
: 1157 | 2.33193 2.08626 0.0202164 0.00178742 43409.8 10
: 1158 | 2.18458 2.44786 0.0201976 0.00178514 43448.8 11
: 1159 | 2.43083 2.0728 0.0202005 0.00178019 43430.2 12
: 1160 | 2.509 2.77853 0.0202189 0.00178146 43389.9 13
: 1161 | 2.40609 2.08006 0.0202371 0.00177934 43342.2 14
: 1162 Minimum Test error found - save the configuration
: 1162 | 2.22675 1.8738 0.0203877 0.00188931 43247 0
: 1163 | 2.21361 1.99241 0.0202756 0.00178134 43256.7 1
: 1164 | 2.10044 2.07215 0.0202479 0.00178876 43339 2
: 1165 | 2.13538 1.97299 0.0202524 0.00180566 43368.2 3
: 1166 Minimum Test error found - save the configuration
: 1166 | 2.15307 1.85371 0.0203626 0.00188212 43288.9 0
: 1167 Minimum Test error found - save the configuration
: 1167 | 2.17835 1.79736 0.0203744 0.00188156 43260.1 0
: 1168 | 2.06082 2.01286 0.0202781 0.00178805 43266.6 1
: 1169 | 2.11171 1.85856 0.0202984 0.00179375 43232.4 2
: 1170 | 2.13189 1.9461 0.0204732 0.00180641 42856.9 3
: 1171 | 2.27093 2.4912 0.0202593 0.00178665 43307.2 4
: 1172 | 2.19615 2.06939 0.0202227 0.00177776 43372.4 5
: 1173 | 2.24049 1.9674 0.0204026 0.00178844 42977.9 6
: 1174 | 2.28179 1.91719 0.020359 0.00178371 43068.1 7
: 1175 Minimum Test error found - save the configuration
: 1175 | 2.21137 1.77138 0.0204846 0.00195005 43162.6 0
: 1176 | 2.13467 1.78433 0.0203214 0.00178549 43159.6 1
: 1177 | 2.24114 2.14249 0.0203469 0.00178683 43103.3 2
: 1178 | 2.54745 2.09842 0.0202776 0.00179569 43285.6 3
: 1179 | 2.26499 2.01684 0.0206439 0.00193027 42749.6 4
: 1180 | 2.29049 1.92363 0.020414 0.00178861 42952.1 5
: 1181 | 2.31462 1.79375 0.0202203 0.00177816 43379 6
: 1182 | 2.08038 2.05108 0.0202846 0.00178193 43236.9 7
: 1183 Minimum Test error found - save the configuration
: 1183 | 2.17048 1.70332 0.0203375 0.00186832 43315.5 0
: 1184 | 1.96659 1.81343 0.0202291 0.00177678 43355 1
: 1185 | 2.10982 1.88133 0.0204379 0.00178465 42887.9 2
: 1186 | 2.16662 1.87451 0.0204696 0.00179394 42836.6 3
: 1187 | 1.93462 1.75474 0.0202574 0.00178613 43310.4 4
: 1188 | 2.02525 1.89987 0.0202774 0.00177743 43243.2 5
: 1189 | 2.13073 2.09322 0.0202926 0.00178258 43219.7 6
: 1190 | 2.06238 2.44622 0.0204481 0.00185582 43028.7 7
: 1191 Minimum Test error found - save the configuration
: 1191 | 2.14577 1.67925 0.0203945 0.00188206 43214.2 0
: 1192 | 2.04102 2.21518 0.0202304 0.0017792 43357.7 1
: 1193 | 2.24841 2.20822 0.0202138 0.00177726 43392.2 2
: 1194 | 2.0822 1.82438 0.0202192 0.00177076 43364.1 3
: 1195 | 2.2104 1.83813 0.0202475 0.00177732 43313.1 4
: 1196 | 2.12956 2.46015 0.0202121 0.00177763 43396.9 5
: 1197 | 2.3939 2.32966 0.0201876 0.00177781 43455.3 6
: 1198 | 2.21534 1.76311 0.0202186 0.00178011 43387.6 7
: 1199 | 1.99219 1.68363 0.0202355 0.0017785 43344 8
: 1200 | 1.96584 2.24728 0.0204502 0.00179603 42885.9 9
: 1201 | 2.17962 1.86428 0.020201 0.00178149 43432.2 10
: 1202 | 2.17464 1.93104 0.0202324 0.00178967 43377.4 11
: 1203 | 2.21751 1.9286 0.0202095 0.00179392 43441.5 12
: 1204 | 1.91855 1.97943 0.020515 0.00180345 42754.3 13
: 1205 Minimum Test error found - save the configuration
: 1205 | 2.05835 1.62199 0.0203705 0.00187431 43252.2 0
: 1206 | 2.21099 2.06486 0.020204 0.00177717 43414.9 1
: 1207 | 2.10094 2.03702 0.0201835 0.00177375 43455.2 2
: 1208 | 2.06432 2.25455 0.0201786 0.00176654 43449.8 3
: 1209 Minimum Test error found - save the configuration
: 1209 | 2.0704 1.53168 0.0202652 0.00184179 43423 0
: 1210 Minimum Test error found - save the configuration
: 1210 | 2.04116 1.52514 0.0203239 0.00184126 43284 0
: 1211 | 1.92653 1.70721 0.0201767 0.00177455 43473.2 1
: 1212 | 2.1965 2.20791 0.020208 0.00176851 43385 2
: 1213 | 2.25911 1.72144 0.020197 0.00177696 43430.9 3
: 1214 | 2.14483 2.22007 0.0202941 0.00178502 43222 4
: 1215 | 2.21062 2.01102 0.0206522 0.00182456 42490.7 5
: 1216 | 1.93877 1.87047 0.020284 0.00179225 43262.6 6
: 1217 | 2.11048 1.92245 0.0202772 0.00178761 43267.6 7
: 1218 | 2.19872 1.62505 0.0202629 0.00178889 43304 8
: 1219 | 2.03409 2.80539 0.0202355 0.00177771 43342.1 9
: 1220 | 2.06963 1.86244 0.0202263 0.0017805 43370.4 10
: 1221 | 2.18662 1.71277 0.0202279 0.0017728 43348.5 11
: 1222 | 2.08436 1.7997 0.0202213 0.00177827 43376.8 12
: 1223 | 1.94608 1.67116 0.0202192 0.00177704 43378.8 13
: 1224 | 2.05921 1.83208 0.0202206 0.00177801 43377.7 14
: 1225 | 1.97728 1.76258 0.0202156 0.0017705 43371.8 15
: 1226 | 1.96068 1.6305 0.0202258 0.00177694 43363 16
: 1227 | 1.81373 1.61661 0.0202719 0.00179651 43300.8 17
: 1228 | 1.89068 1.80733 0.0203592 0.00178817 43077.9 18
: 1229 | 1.95184 1.65083 0.0204081 0.00179944 42990.8 19
: 1230 | 2.08463 1.83911 0.0202232 0.00178687 43392.7 20
: 1231 | 1.91791 1.63287 0.020207 0.0017834 43422.7 21
:
: Elapsed time for training with 1000 events: 25.1 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0263 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.59 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.41 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.74378e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.3259e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0786 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0817 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00375 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.225 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.28 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: 0.0445 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00533 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: 0.0805 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00902 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: 0.00608 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000746 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: 0.228 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0256 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.33 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.258 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.276 0.243 1.47 1.19 | 3.284 3.301
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.266 0.220 1.32 1.05 | 3.295 3.320
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
UInt_t
unsigned int UInt_t
Definition: RtypesCore.h:44
Double_t
double Double_t
Definition: RtypesCore.h:57
gROOT
#define gROOT
Definition: TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:556
TCut
A specialized string object used for TTree selections.
Definition: TCut.h:25
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:53
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:323
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:3942
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:873
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:525
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:104
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:564
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:633
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:513
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:486
TMVA::Factory
This is the main MVA steering class.
Definition: Factory.h:81
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1093
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:345
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:1244
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1349
TMVA::Tools::Instance
static Tools & Instance()
Definition: Tools.cxx:74
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:1210
TMVA::Types::kFDA
@ kFDA
Definition: Types.h:94
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:88
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:82
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:96
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:91
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:85
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:92
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
TString
Basic string class.
Definition: TString.h:131
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:402
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:1291
TTree
A TTree represents a columnar dataset.
Definition: TTree.h:78
main
int main(int argc, char **argv)
Definition: histspeedtest.cxx:752
TMVA
create variable transformations
Definition: GeneticMinimizer.h:21
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::gTools
Tools & gTools()
Author
Andreas Hoecker

Definition in file TMVARegression.C.