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Reference Guide
TMVARegression.C File Reference

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset dataset
: 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: 0.604 sec
: Elapsed time for training with 1000 events: 0.611 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00481 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: 0.00131 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00747 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: 0.000382 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00054 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33516.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 34757.8 33065.5 0.0195042 0.00180396 45197.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 34221.6 32417 0.0200155 0.00190035 44161.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 33529.1 31648.2 0.020018 0.00189709 44147.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 32787.6 30893.6 0.0204391 0.0018312 42992.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 31980.9 30070.4 0.0200821 0.00183135 43833.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 31046.6 29204 0.0200185 0.00181482 43947.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 30276.9 28652.1 0.0199325 0.00180944 44142.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 29807.7 28262 0.0198706 0.00181119 44298.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 29428.9 27935.5 0.0198582 0.0018044 44312 0
: 10 Minimum Test error found - save the configuration
: 10 | 29109.2 27620.1 0.019892 0.00181944 44265.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 28799.4 27326 0.019884 0.00182393 44296.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 28501.2 27050.8 0.0198823 0.00182008 44291.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 28223.7 26778.6 0.0199149 0.00183076 44237.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 27950.4 26514.6 0.019907 0.0018291 44253.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 27685.9 26256.3 0.0199202 0.00183401 44232.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 27426.3 26005 0.0198373 0.00182986 44426.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 27170.4 25763 0.0198094 0.00183326 44503.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 26924.8 25521.4 0.0198386 0.00182022 44399.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 26679.8 25285.8 0.0198612 0.00182275 44349.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 26439.3 25055.3 0.0198302 0.00181355 44403.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 26205.9 24824.8 0.0199236 0.00183482 44226.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 25971.1 24601.5 0.0199392 0.00184203 44205.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 25742.9 24380.1 0.0202782 0.00187348 43467 0
: 24 Minimum Test error found - save the configuration
: 24 | 25515.7 24163.5 0.0198866 0.00180624 44246.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 25294.6 23947.2 0.0198399 0.00179325 44329.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 25076.3 23731.3 0.0198558 0.00179258 44288.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 24858.7 23519.1 0.0198724 0.00180017 44266.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 24644.7 23309.4 0.0199117 0.0017908 44147.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24431.2 23105 0.0198689 0.00178752 44244.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 24221 22904.3 0.0198437 0.0017935 44320.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 24015.4 22704.1 0.0198711 0.00180015 44270 0
: 32 Minimum Test error found - save the configuration
: 32 | 23812.7 22503.6 0.0201721 0.00205061 44146.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 23608.4 22308.5 0.0200757 0.00182221 43827.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 23408.4 22115.7 0.0199636 0.00183689 44133.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 23212.8 21921.6 0.0201197 0.00181302 43699.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 23014.8 21733.2 0.0201929 0.00181037 43519.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 22823.3 21543.6 0.0199381 0.00182211 44160 0
: 38 Minimum Test error found - save the configuration
: 38 | 22629.5 21359.6 0.0199411 0.00181444 44134 0
: 39 Minimum Test error found - save the configuration
: 39 | 22442.2 21174.1 0.0199361 0.00181243 44141.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 22253.4 20992.3 0.0199267 0.00181395 44167.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 22068.8 20810.3 0.0202369 0.00190997 43651.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 21884.6 20629.2 0.0199763 0.00180238 44019.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 21700.1 20447.7 0.0199235 0.00180225 44147.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 21514.6 20264.6 0.0199523 0.0018078 44090.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 21338.5 20089.9 0.0199687 0.00181286 44062.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 21161.1 19929.3 0.0199442 0.00180322 44099.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 20987 19753.3 0.0199708 0.00182787 44094.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 20808.1 19573.7 0.0199593 0.00181168 44083 0
: 49 Minimum Test error found - save the configuration
: 49 | 20634 19408.9 0.0199809 0.00180827 44022.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 20460.8 19241.9 0.0199802 0.0018125 44034.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 20292 19072.3 0.0199999 0.00181173 43984.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 20123.7 18912.6 0.0200068 0.00181855 43984.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 19956.6 18743.4 0.0200203 0.00181564 43944.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 19791 18579.7 0.0200285 0.00182845 43956 0
: 55 Minimum Test error found - save the configuration
: 55 | 19624.3 18417.7 0.0230358 0.00185195 37764.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 19456.4 18266.6 0.0201707 0.00184924 43664.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 19300.7 18101.1 0.0201049 0.00181345 43736.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 19135.1 17943.7 0.0200803 0.00181235 43792.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 18974.3 17788.4 0.0200965 0.00182256 43778.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 18816.5 17632.8 0.0200937 0.00182661 43794.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 18657.6 17480.7 0.0200976 0.00181464 43756.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 18502.9 17327.1 0.0200894 0.00181588 43779.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 18345.1 17179.1 0.0201034 0.00182459 43766.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 18194.1 17028.4 0.0201157 0.00182343 43734.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 18042 16877.8 0.0201175 0.00182993 43745.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 17886.3 16734.9 0.0201206 0.00182491 43726.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 17738.2 16589.7 0.020114 0.00182503 43742.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 17590.6 16443.8 0.0201205 0.00183331 43746.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 17443.2 16298.3 0.0201316 0.00181802 43683.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 17295.4 16155.9 0.0201334 0.00182657 43699.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 17150.4 16014.4 0.0201337 0.00182666 43699 0
: 72 Minimum Test error found - save the configuration
: 72 | 17007.1 15872.6 0.020155 0.00184417 43690 0
: 73 Minimum Test error found - save the configuration
: 73 | 16862.6 15735.4 0.0201443 0.00182613 43672.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 16721.6 15598.8 0.0201588 0.00182138 43626.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 16581.9 15461.5 0.0201551 0.00181241 43614 0
: 76 Minimum Test error found - save the configuration
: 76 | 16442.1 15326.5 0.0201548 0.00182278 43639.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 16306.5 15189.8 0.0201786 0.00182325 43584 0
: 78 Minimum Test error found - save the configuration
: 78 | 16169.8 15054.1 0.0201969 0.00183215 43561.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 16031.6 14924.4 0.0202359 0.00183186 43468.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 15897.7 14795.5 0.0201681 0.00181586 43591.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 15767.4 14663.9 0.0201773 0.00182456 43590.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 15633.7 14536.3 0.0201716 0.00182502 43604.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 15503.3 14409.4 0.0202281 0.00185233 43535.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 15375.5 14281.6 0.0202202 0.00183523 43513.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 15244.9 14158 0.0201753 0.00182434 43594.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 15119.6 14032.9 0.0201962 0.00183767 43576.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 14993.3 13909.3 0.0202158 0.00184345 43543.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 14868.5 13786.4 0.0202189 0.00183983 43527.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 14741.6 13669.8 0.0201893 0.00183586 43588.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 14622.6 13547.9 0.0202229 0.00183271 43501.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 14500.5 13427.7 0.0202096 0.00183496 43538.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 14378.7 13310.2 0.020187 0.0018324 43585.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 14259.2 13193.7 0.0202166 0.00182605 43500.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 14139.3 13079.9 0.0201928 0.00181778 43537.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 14022.9 12965.3 0.0202096 0.00182569 43516.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 13907.7 12849.4 0.0202115 0.00182831 43518 0
: 97 Minimum Test error found - save the configuration
: 97 | 13791.6 12735.3 0.0202122 0.00182572 43510.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13676.4 12623.4 0.0202162 0.00182634 43502.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 13562.4 12513.1 0.0202122 0.00181849 43493.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 13451.8 12400.8 0.0202258 0.00182627 43479.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 13339 12291.4 0.0202348 0.00182982 43466.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 13225 12188.2 0.020238 0.00183595 43473.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 13120.8 12076.9 0.0202316 0.00183387 43483.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 13009.2 11970.8 0.0202411 0.00183679 43468.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 12902 11864.7 0.0202403 0.00184435 43487.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 12794.6 11760.1 0.0202407 0.00184581 43490.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 12688.5 11656.5 0.0202918 0.0018733 43434.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 12583.6 11553.5 0.0203068 0.00186479 43379.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 12478.7 11452.3 0.0202362 0.00182982 43463.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 12377.2 11349.1 0.0202383 0.00183047 43459.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 12273.1 11249.5 0.0202585 0.00182963 43410.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 12174 11147 0.0202439 0.00183043 43446.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 12069.5 11051.4 0.0202328 0.00182928 43469.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 11971.9 10952.8 0.02024 0.00183113 43457.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 11874 10853.6 0.0202426 0.00182732 43442.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 11773.7 10758.7 0.0202485 0.00183037 43435.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 11677.6 10662.5 0.0202426 0.00182753 43442.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 11581.5 10567.1 0.0203067 0.00183885 43318.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 11485.7 10472.5 0.0202473 0.0018377 43455.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 11389.5 10380.9 0.0202688 0.00184051 43411.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 11296.2 10289.2 0.020263 0.00183809 43419.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11205 10195.1 0.0202618 0.00183575 43416.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 11109.9 10106 0.0202377 0.00183951 43482.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 11020 10014.8 0.0202657 0.00183056 43395.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 10929.9 9923.42 0.0202606 0.00183576 43419.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 10836.9 9837.11 0.0202598 0.00183271 43414.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10750.3 9747.52 0.0202609 0.00183287 43412.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 10659.9 9661.26 0.0202861 0.00185477 43404.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 10573.3 9574.1 0.0202583 0.00182612 43402.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 10484.8 9489.65 0.0202638 0.00183157 43402.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10399.6 9404.28 0.0202612 0.00183196 43409.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 10312.8 9321 0.0202586 0.00183988 43434.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 10228.9 9236.99 0.0203019 0.00185511 43368.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 10145.2 9152.57 0.0203134 0.00187339 43384 0
: 135 Minimum Test error found - save the configuration
: 135 | 10061.8 9069.05 0.0203009 0.00185137 43361.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 9977.85 8987.88 0.0202603 0.0018349 43418.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 9895.26 8908.2 0.0202791 0.00184686 43402.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 9814.66 8828.04 0.020262 0.00183218 43407.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9734.41 8747.57 0.0202854 0.00183112 43350.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 9654.08 8668.46 0.0202588 0.00183255 43416.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 9574.73 8589.88 0.0202676 0.00183079 43391.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 9496.13 8511.78 0.0202519 0.00183151 43430.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 9416.96 8436.05 0.0202704 0.00182295 43366.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9341.03 8358.84 0.0202576 0.00182873 43410.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 9264.23 8282.22 0.0202497 0.00182949 43430.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 9187.42 8207.49 0.0202809 0.00184001 43381.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 9112.77 8132.24 0.0202477 0.00183233 43442.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 9037.87 8057.74 0.0202698 0.00184 43408 0
: 149 Minimum Test error found - save the configuration
: 149 | 8964.44 7982.65 0.0202557 0.0018408 43443.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 8887.59 7913.46 0.0202814 0.0018404 43381.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 8817.92 7839.18 0.0202736 0.00183923 43397.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 8743.9 7768.22 0.0202783 0.00183903 43385.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 8673.17 7696.31 0.020259 0.0018293 43408.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 8600.11 7628.14 0.0202494 0.00182444 43419.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8531.6 7556.91 0.0202831 0.0018315 43356.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8461.21 7486.93 0.0202598 0.0018323 43413.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 8391.34 7418.3 0.0202773 0.00183096 43369.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 8322.55 7350.2 0.0203221 0.00186506 43343.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 8254.63 7281.95 0.0203236 0.00184587 43295.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 8187.15 7214.24 0.0202791 0.00183956 43385 0
: 161 Minimum Test error found - save the configuration
: 161 | 8119 7148.6 0.0202796 0.00183468 43372.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 8053.69 7081.56 0.0202557 0.00184059 43442.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 7987.13 7015.97 0.0202688 0.00184029 43410.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 7921.41 6951.49 0.0202702 0.00184099 43409.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 7856.58 6887.19 0.0202619 0.00184134 43429.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 7792.14 6823.67 0.0202636 0.00184154 43426.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 7728.36 6760.84 0.0202658 0.00183145 43397.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 7666.32 6696.37 0.0202647 0.00182489 43384.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 7602.4 6634.31 0.0202794 0.00183559 43375.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 7539.98 6573.34 0.0202626 0.00183081 43403.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 7478.42 6512.13 0.0202797 0.0018325 43367.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 7418.64 6449.59 0.020267 0.00183226 43396.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 7356.32 6389.98 0.0202829 0.0018366 43369.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 7297.75 6328.65 0.0202788 0.0018469 43402.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 7236.26 6270.74 0.0202874 0.001846 43380.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 7176.92 6213.36 0.0203076 0.00184232 43324.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 7118.96 6155.44 0.02024 0.00183985 43478 0
: 178 Minimum Test error found - save the configuration
: 178 | 7061.11 6097.23 0.0202713 0.0018425 43410.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 7003.6 6039.36 0.0202563 0.00184127 43442.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 6946.45 5981.72 0.0203214 0.00185333 43318.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 6889.89 5924.73 0.0202824 0.00183683 43370.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 6832.4 5869.54 0.0202773 0.00182469 43354.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 6777.09 5814.13 0.0202923 0.00183241 43337.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 6722.57 5757.98 0.0202901 0.00184572 43373.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 6665.9 5705.09 0.0203438 0.00185223 43263 0
: 186 Minimum Test error found - save the configuration
: 186 | 6611.53 5652.55 0.0203141 0.00183256 43286.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 6558.88 5598.66 0.0202827 0.00183744 43371.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6505.62 5544.12 0.0202855 0.00183407 43357.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 6451.74 5491.62 0.0203238 0.00186062 43329.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 6399.08 5439.32 0.0202775 0.00184327 43397.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 6346.19 5388.75 0.0202799 0.00183938 43382.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6294.93 5337.62 0.0203109 0.00186015 43358.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 6243.15 5287.22 0.0202778 0.00184338 43397.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 6193.21 5236.67 0.0202887 0.00183498 43351.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 6142.92 5184.99 0.0202789 0.00182559 43352.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 6091.41 5136.06 0.0202801 0.00183205 43364.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 6042.33 5086.63 0.0202895 0.00183388 43347.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 5992.14 5039.2 0.020273 0.00182624 43368.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 5945.08 4989.04 0.0202976 0.00183588 43332.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 5895.62 4941.02 0.0203052 0.00183539 43313.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 5847.43 4893.41 0.0202992 0.00184058 43340.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 5798.79 4847.89 0.0203065 0.00184176 43325.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 5752.65 4800.63 0.0203021 0.00184352 43340.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 5704.79 4755.48 0.0203022 0.00185298 43362.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 5659.21 4709.02 0.0203009 0.00184767 43352.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 5612.58 4663.99 0.0202887 0.00184408 43373.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 5567.39 4618.4 0.0202797 0.00183434 43371.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 5522.14 4573 0.0203104 0.00183135 43292.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 5475.87 4529.75 0.0202917 0.00183501 43344.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 5431.74 4486.21 0.0203644 0.00187259 43262.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 5387.78 4442.2 0.0203241 0.00182809 43252.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 5344.13 4398.46 0.0203125 0.00183628 43298.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 5299.61 4356.65 0.0202981 0.0018473 43358.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 5256.86 4313.93 0.020288 0.00183444 43352 0
: 215 Minimum Test error found - save the configuration
: 215 | 5213.75 4271.93 0.0203017 0.00184464 43343.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 5171.76 4229.4 0.0202971 0.00184911 43365.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 5128.86 4188.4 0.0202961 0.00184461 43356.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 5086.51 4148.21 0.0203094 0.00184487 43326.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 5045.43 4107.77 0.0202925 0.00183594 43345 0
: 220 Minimum Test error found - save the configuration
: 220 | 5004.07 4068.06 0.0202824 0.00183293 43361.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4964.62 4026.78 0.0203045 0.00183447 43313.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4922.27 3988.23 0.0203024 0.00183549 43320.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 4882.66 3948.98 0.0202986 0.00183578 43330.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 4842.65 3910.34 0.0202946 0.00182736 43320 0
: 225 Minimum Test error found - save the configuration
: 225 | 4802.7 3872.39 0.0203106 0.00183677 43304.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 4764.87 3832.41 0.0203203 0.00184919 43311 0
: 227 Minimum Test error found - save the configuration
: 227 | 4723.88 3795.96 0.0202925 0.0018364 43346.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 4685.86 3759 0.0203237 0.00184746 43298.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 4647.8 3721.64 0.0202903 0.00184446 43370.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 4609.7 3684.83 0.0203274 0.00184171 43276.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 4572.64 3647.82 0.0203077 0.00184666 43334.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 4533.85 3612.37 0.0203335 0.00184892 43279.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 4496.96 3576.79 0.0203124 0.00182936 43283 0
: 234 Minimum Test error found - save the configuration
: 234 | 4460.12 3541.39 0.0203289 0.00183787 43264.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 4423.41 3506.72 0.020302 0.00183592 43322.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 4387.45 3471.88 0.0203622 0.00185632 43229.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 4352.32 3435.92 0.0203265 0.00183759 43269.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 4314.81 3402.89 0.0203438 0.00185496 43269.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 4280.83 3368.56 0.0203201 0.00183961 43289 0
: 240 Minimum Test error found - save the configuration
: 240 | 4245.31 3334.32 0.0203266 0.0018465 43289.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 4210.6 3300.95 0.0202935 0.00184492 43363.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 4175.41 3267.63 0.0203168 0.00184289 43304.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 4140.44 3236.31 0.0203155 0.00184588 43314.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 4107.69 3203.08 0.0203115 0.00183569 43299.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 4074.38 3169.34 0.020309 0.00182978 43291.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 4040 3137.64 0.0203137 0.00184771 43322.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 4006.16 3106.82 0.0207089 0.00193707 42617.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3973.48 3075.68 0.0203988 0.00184579 43119.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3939.81 3047.43 0.020383 0.00187221 43218 0
: 250 Minimum Test error found - save the configuration
: 250 | 3909.76 3014.69 0.0203788 0.00187684 43238.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3876.27 2983.86 0.0203511 0.00185886 43261.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3844.44 2953.55 0.0203387 0.00184948 43268.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3812.15 2924.23 0.0203166 0.00185116 43324.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3781.4 2894.08 0.0204822 0.00184751 42930.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 3750.3 2863.99 0.0203381 0.00184192 43252.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 3718.35 2835.59 0.0203394 0.00185533 43280.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 3688.05 2806.84 0.0204404 0.00187839 43098.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 3657.35 2778.57 0.0204078 0.00188266 43184.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 3627.47 2750.33 0.0206571 0.00189623 42641.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 3597 2722.49 0.0204265 0.00188924 43156.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 3567.73 2694.5 0.0204063 0.00189142 43208.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 3537.65 2667.83 0.0205971 0.00206263 43162.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 3509.41 2639.06 0.0206038 0.00187671 42718.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3478.99 2612.78 0.0203943 0.0018763 43201.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 3451.2 2585.04 0.0204055 0.00186954 43159.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 3421.67 2559.78 0.0204234 0.00187885 43139.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 3393.26 2533.48 0.0205064 0.00189494 42984.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 3366.05 2506.2 0.0203924 0.00188281 43220.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 3336.98 2480.85 0.0204568 0.00189411 43097.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 3309.21 2455.51 0.0206125 0.00210384 43223 0
: 271 Minimum Test error found - save the configuration
: 271 | 3281.98 2430.02 0.0203428 0.00184352 43244.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 3254.21 2405.12 0.0203572 0.00184162 43206.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 3227.12 2380.85 0.0206348 0.00215637 43293.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 3200.44 2355.92 0.0207452 0.00184733 42332.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 3173.81 2331.33 0.0203284 0.00183913 43268.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 3147.01 2306.72 0.0205257 0.00185463 42847 0
: 277 Minimum Test error found - save the configuration
: 277 | 3120.75 2282.5 0.0206031 0.00186194 42686.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 3094.06 2259.01 0.020342 0.00185411 43271.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 3068.59 2235.77 0.0209775 0.00239637 43054.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 3043.17 2211.2 0.0208396 0.00184719 42122 0
: 281 Minimum Test error found - save the configuration
: 281 | 3016.72 2188.91 0.0204872 0.00185487 42936.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2991.97 2165.93 0.0203277 0.00185108 43298 0
: 283 Minimum Test error found - save the configuration
: 283 | 2966.67 2143.09 0.0203637 0.00189409 43314.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2941.44 2120.14 0.0204767 0.00185176 42953.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2915.96 2098.56 0.0203153 0.00184693 43317.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2892.25 2076.32 0.0203265 0.00184707 43291.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2867.37 2054.75 0.0203781 0.00185035 43178.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2843.17 2032.93 0.0205987 0.00185387 42678.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2819.63 2010.92 0.0203365 0.00183933 43249.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2795.04 1989.65 0.0227777 0.00427931 43246.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2771.94 1967.87 0.0204866 0.00185405 42935.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2747.69 1947.39 0.0203282 0.00184493 43282.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2724.31 1926.89 0.0203126 0.00184446 43317.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2701.08 1906.74 0.0203331 0.00184295 43266.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2678.94 1885.55 0.0203236 0.00185181 43309.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2655.81 1865.13 0.0203444 0.00185698 43272.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2632.48 1845.54 0.0203818 0.00188468 43250 0
: 298 Minimum Test error found - save the configuration
: 298 | 2611.04 1824.68 0.0203491 0.0018621 43273.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2587.56 1805.76 0.0203855 0.00185848 43180.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 2565.56 1787.32 0.0203463 0.00184629 43243.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 2544.17 1767.11 0.0203351 0.00183441 43241.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 2522.73 1747.15 0.0203473 0.00184426 43236.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 2500.43 1728.89 0.0203376 0.00184531 43261.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 2479.54 1710.63 0.0203182 0.00183374 43279.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 2457.46 1691.89 0.0203577 0.00184713 43218.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 2436.81 1673.63 0.0203818 0.001876 43229.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 2415.9 1654.85 0.0203678 0.0018565 43217 0
: 308 Minimum Test error found - save the configuration
: 308 | 2394.92 1636.86 0.0203195 0.0018524 43320.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 2374.47 1618.85 0.0203609 0.00186387 43250.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 2353.77 1602.04 0.0203955 0.00189949 43252.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 2333.59 1584 0.0204466 0.00189961 43133.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 2313.4 1566.88 0.0203768 0.001846 43171.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2293.6 1548.94 0.0203402 0.0018453 43255.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 2273.37 1532.21 0.0203241 0.00184351 43288.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 2254.79 1514.31 0.0203186 0.0018437 43302 0
: 316 Minimum Test error found - save the configuration
: 316 | 2233.95 1498.13 0.020385 0.00184753 43155.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 2214.76 1481.94 0.0203414 0.00185728 43280.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 2195.65 1465.62 0.0203501 0.00185661 43258.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 2176.3 1449.71 0.0203289 0.00185587 43306.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 2157.98 1433.04 0.0203403 0.00184565 43255.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 2138.32 1417.78 0.0203223 0.00185456 43318.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 2120.45 1402.03 0.0203194 0.00184126 43294.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 2101.22 1386.59 0.0208122 0.00193337 42375.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 2083.88 1370.08 0.0204518 0.00184874 43003.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 2064.69 1354.89 0.0203543 0.0018462 43224.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 2046.65 1339.75 0.0203597 0.00185982 43243.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 2028.4 1325.29 0.0203629 0.00185272 43219.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 2011.05 1310.53 0.0203327 0.0018592 43305.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1993.16 1296.48 0.0204707 0.00192022 43125.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1976.46 1280.55 0.0204048 0.00186096 43141.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1957.85 1266.8 0.0203333 0.00186334 43313.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1941.09 1252.41 0.0203243 0.00183185 43260.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1923.61 1239.04 0.0203901 0.00185908 43170.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1906.82 1225.13 0.0203407 0.0018417 43245.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1889.57 1211.75 0.0203695 0.00184088 43176.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1873.65 1197.29 0.020412 0.00184896 43096.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1856.6 1183.89 0.0203363 0.00185173 43279.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1840.27 1170.24 0.0203341 0.00185078 43282.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1823.53 1157.52 0.0203549 0.00186538 43267.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1807.4 1144.55 0.02035 0.00184846 43239.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1791.63 1131.9 0.0203348 0.00184843 43275.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1775.32 1118.71 0.0203247 0.00184165 43282.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1759.82 1105.88 0.0203235 0.00183274 43264.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1743.83 1093.21 0.020442 0.00195012 43262.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1728.22 1080.81 0.0203817 0.00186287 43199.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1712.39 1068.78 0.0203819 0.00187329 43223.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1697.25 1056.85 0.0204239 0.00189202 43168.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1682.32 1044.6 0.0205718 0.0018881 42818.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1666.73 1032.96 0.0204149 0.0018639 43124.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1651.67 1021.44 0.0204637 0.00185534 42991.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1636.86 1009.87 0.0203412 0.00187331 43318.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1622.55 997.909 0.0203154 0.00184153 43304.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1607.52 986.534 0.0203258 0.00183875 43273.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1592.94 975.268 0.020334 0.00184274 43263.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1578.08 964.723 0.0204514 0.00185243 43013 0
: 356 Minimum Test error found - save the configuration
: 356 | 1564.1 954.122 0.0203685 0.00185615 43214.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1549.95 942.945 0.0203735 0.00186297 43218.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1535.9 932.022 0.0203876 0.00186703 43195.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1521.36 921.747 0.0205151 0.00189142 42956.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1508.3 910.542 0.0205755 0.00191633 42874.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1493.68 900.919 0.0204227 0.00187502 43132 0
: 362 Minimum Test error found - save the configuration
: 362 | 1480.31 890.307 0.0203823 0.0018547 43178.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1466.84 880.027 0.0203695 0.00186155 43224.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1453.43 869.724 0.0203785 0.00186116 43202.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1439.46 860.418 0.0203721 0.00185643 43206.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1426.79 850.389 0.0203472 0.00185236 43255.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1413.53 840.75 0.0203594 0.00184715 43214.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1400.07 831.411 0.0205856 0.00187438 42755.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1387.79 821.905 0.0204315 0.00185444 43063.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1374.54 811.928 0.0203334 0.00185751 43299.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 1361.82 803.234 0.0203523 0.00184935 43236.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 1348.95 794.113 0.0203645 0.00185866 43229.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 1336.68 784.83 0.0204451 0.00186074 43046.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 1324.21 775.945 0.0203968 0.00184015 43111.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 1311.88 766.993 0.0204227 0.00185431 43084 0
: 376 Minimum Test error found - save the configuration
: 376 | 1299.23 758.645 0.020431 0.00187874 43121.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 1287.36 749.775 0.0203664 0.00186856 43248.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 1275.7 740.988 0.0203802 0.00187908 43240.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 1263.36 732.597 0.0204865 0.00190113 43044.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 1251.56 724.379 0.0205728 0.00190345 42851 0
: 381 Minimum Test error found - save the configuration
: 381 | 1240.2 715.658 0.0204178 0.00188071 43156.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 1227.83 708.237 0.0203909 0.00186391 43180.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 1216.89 699.906 0.0203727 0.00184896 43187.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 1205.08 691.849 0.0204251 0.0018802 43138.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 1193.23 684.321 0.020449 0.00189136 43108.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 1182.73 676.209 0.0204262 0.00190003 43182.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 1170.87 669.068 0.0205447 0.00190927 42928.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 1160.07 661.633 0.0205588 0.0019237 42929.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 1149.11 654.036 0.0204126 0.00187363 43152.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 1138.26 646.333 0.020501 0.00188157 42965.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 1126.95 639.475 0.0203696 0.00185987 43220.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 1116.67 632.365 0.0203419 0.00183994 43238.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1105.75 625.266 0.0204522 0.00185959 43027.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 1095.99 617.709 0.0203141 0.00185125 43330.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 1084.72 611.226 0.0203259 0.00184983 43299.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 1074.75 603.97 0.0203526 0.0018547 43248.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 1063.91 597.415 0.0204743 0.00186597 42991.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 1053.9 590.525 0.0203324 0.00184246 43266.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 1043.6 584.422 0.0203209 0.00183814 43283.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 1033.98 577.922 0.0203138 0.00184377 43313.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 1024.09 571.127 0.0203126 0.00184162 43311.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 1013.79 564.87 0.0202922 0.00183753 43349.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 1004.5 558.628 0.0203196 0.00184361 43299.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 994.085 552.646 0.0204006 0.00186321 43156 0
: 405 Minimum Test error found - save the configuration
: 405 | 984.845 546.607 0.0203367 0.0018425 43256.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 975.31 540.231 0.0203304 0.00186675 43328.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 966.031 534.36 0.0206056 0.00194016 42860 0
: 408 Minimum Test error found - save the configuration
: 408 | 956.566 528.185 0.0203554 0.0018499 43230.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 946.874 523.253 0.0203074 0.00183568 43309.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 938.22 517.116 0.0202976 0.0018376 43336.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 928.938 511.347 0.0203204 0.00184265 43295.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 919.598 506.01 0.0204032 0.00189388 43221.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 910.635 500.939 0.0203415 0.00183256 43222.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 902.017 494.95 0.0203233 0.00183706 43275.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 892.897 489.695 0.0203055 0.00183503 43312.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 884.574 483.937 0.020296 0.0018371 43339.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 875.317 479.088 0.0203133 0.0018481 43324.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 866.657 473.869 0.0203445 0.00185127 43259 0
: 419 Minimum Test error found - save the configuration
: 419 | 859.026 468.505 0.020327 0.00184191 43278.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 849.985 463.467 0.0203117 0.00184527 43321.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 841.404 458.599 0.0203203 0.00183815 43285 0
: 422 Minimum Test error found - save the configuration
: 422 | 833.231 453.817 0.0203065 0.00182793 43293.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 824.815 449.025 0.0203163 0.00183884 43296 0
: 424 Minimum Test error found - save the configuration
: 424 | 817.204 444.701 0.0203098 0.00183608 43304.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 809.005 439.889 0.0203021 0.0018278 43303.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 800.838 435.176 0.020339 0.00183996 43245.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 792.827 430.395 0.0203023 0.00183467 43318.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 785.109 425.573 0.020311 0.00184546 43323.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 776.957 421.266 0.0203186 0.00184569 43306.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 769.476 416.775 0.0202932 0.00184417 43362.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 761.705 412.347 0.0203119 0.00184656 43324.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 753.96 408.878 0.0203342 0.00185104 43282.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 746.938 403.682 0.0203135 0.00183757 43299.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 739.293 399.418 0.0203226 0.00183718 43277.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 731.597 395.768 0.0203234 0.00183617 43273.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 724.836 390.997 0.0203031 0.0018319 43310.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 716.94 387.224 0.0203114 0.00184374 43318.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 710.086 383.622 0.0203908 0.00187581 43208.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 702.886 379.549 0.0203263 0.00183732 43269 0
: 440 Minimum Test error found - save the configuration
: 440 | 696.214 375.254 0.0203042 0.00183651 43318.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 689.084 372.026 0.0203191 0.00184444 43302.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 682.23 367.398 0.0203049 0.00184422 43335.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 674.976 364.061 0.0203062 0.00184624 43337 0
: 444 Minimum Test error found - save the configuration
: 444 | 668.625 360.064 0.02032 0.00185055 43314.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 661.689 356.578 0.020332 0.00183924 43260.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 655.243 352.395 0.0203086 0.00183614 43307.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 648.301 348.938 0.0203112 0.00183507 43299.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 641.555 345.286 0.0202874 0.00183579 43356.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 635.251 341.738 0.0202959 0.00183531 43335.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 628.773 338.691 0.0202917 0.00183393 43342.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 622.359 335.193 0.0202844 0.00183539 43362.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 616.195 331.564 0.0203053 0.00184655 43339.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 609.671 328.574 0.0203086 0.00183776 43311.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 603.885 325.157 0.0202995 0.00184547 43351 0
: 455 Minimum Test error found - save the configuration
: 455 | 597.921 321.825 0.0202993 0.00184987 43361.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 591.438 318.137 0.0203074 0.00183624 43310.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 585.078 315.551 0.0203074 0.00184573 43333 0
: 458 Minimum Test error found - save the configuration
: 458 | 579.833 311.77 0.0202964 0.00183748 43339.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 573.458 309.074 0.020286 0.00183322 43353.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 567.877 306.007 0.0203056 0.00183497 43312 0
: 461 Minimum Test error found - save the configuration
: 461 | 561.833 302.475 0.0202996 0.00183922 43336.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 556.17 299.333 0.0203677 0.00186627 43239.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 550.257 296.621 0.0203267 0.00183586 43264.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 544.736 293.529 0.0203083 0.00183504 43305.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 539.448 290.104 0.0203113 0.00184682 43326.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 533.397 288.343 0.0203047 0.00184185 43330.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 528.327 284.33 0.0202926 0.00184462 43365.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 522.655 281.662 0.0203074 0.00184496 43331.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 517.609 279.062 0.0202997 0.00184458 43348.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 512.192 276.142 0.0203079 0.00184501 43330.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 506.684 273.136 0.0202951 0.00183475 43336.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 501.612 270.415 0.0203182 0.00183482 43282.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 496.126 267.923 0.0203396 0.0018528 43274.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 490.924 264.909 0.0202883 0.00183497 43352.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 486.348 262.494 0.0202958 0.0018259 43313.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 480.922 259.303 0.0203021 0.00183601 43322.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 475.959 257.28 0.0202939 0.00183474 43339 0
: 478 Minimum Test error found - save the configuration
: 478 | 471.145 254.433 0.0202967 0.00183757 43338.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 466.166 251.766 0.0203064 0.00184521 43334.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 461.416 249.387 0.0203076 0.00185037 43343.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 456.417 246.809 0.0203029 0.00183909 43328.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 451.603 244.43 0.0203118 0.00184627 43323.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 446.898 242.715 0.0203314 0.0018462 43277.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 442.528 239.677 0.0203051 0.00184104 43327.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 437.726 237.147 0.0203023 0.0018341 43317.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 433.119 235.186 0.0202828 0.00183881 43374.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 428.384 232.668 0.0203647 0.00187247 43261.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 424.132 230.562 0.0203568 0.00184947 43226.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 419.497 228.605 0.0203177 0.00183743 43289.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 415.252 225.829 0.0203108 0.00184693 43327.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 410.753 224.352 0.0203328 0.00185773 43301.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 406.693 221.543 0.0202972 0.00184565 43356.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 402.379 219.362 0.0203027 0.00185749 43371.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 398.081 217.576 0.0203228 0.0018462 43297.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 393.899 216.174 0.0202922 0.00183572 43345.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 389.844 213.42 0.0202835 0.00183494 43363.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 385.652 211.023 0.0203351 0.00184126 43257.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 381.505 208.949 0.0202979 0.00183735 43335.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 377.632 206.884 0.0203065 0.00183773 43316.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 373.307 205.264 0.0203042 0.00183463 43314.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 369.743 203.285 0.020303 0.00183614 43320.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 365.751 201.52 0.0203086 0.00184172 43320.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 361.658 199.03 0.0202983 0.00183613 43331.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 358.037 197.082 0.0202821 0.00184914 43400.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 354.106 195.409 0.0202869 0.00184484 43379 0
: 506 Minimum Test error found - save the configuration
: 506 | 350.329 193.341 0.0203038 0.00183872 43325 0
: 507 Minimum Test error found - save the configuration
: 507 | 346.831 191.793 0.0202958 0.00184412 43356.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 343.224 189.569 0.0202888 0.00183461 43350.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 339.295 187.811 0.0202876 0.00183603 43356.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 335.67 186.789 0.0203077 0.00184882 43339.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 332.442 184.892 0.0203148 0.00184715 43318.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 328.576 182.608 0.0203221 0.0018437 43293.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 325.485 181.238 0.0204322 0.00188009 43121.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 322.051 179.809 0.0203295 0.00184111 43270.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 318.772 178.393 0.0203046 0.00183723 43319.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 314.9 175.929 0.0203259 0.00185211 43304.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 311.665 174.02 0.0203003 0.00184417 43346.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 308.352 172.705 0.0202908 0.00184467 43369.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 304.838 170.741 0.0203073 0.00185192 43347.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 301.547 169.043 0.0203033 0.00184369 43337.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 298.512 168.004 0.0203027 0.00183588 43320.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 295.402 165.856 0.0202935 0.00183489 43340.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 292.073 164.333 0.0202932 0.00183583 43343.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 288.952 162.959 0.0202871 0.00183457 43354.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 286.256 162.687 0.0203079 0.00182768 43289.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 283.343 160.718 0.0202863 0.00183414 43355.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 279.634 159.469 0.020312 0.00184502 43320.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 276.745 156.628 0.0202896 0.00183794 43356.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 273.674 155.217 0.0203009 0.00184627 43349.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 270.666 153.535 0.0203056 0.00186279 43377.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 267.967 152.593 0.0202913 0.00185051 43382 0
: 532 Minimum Test error found - save the configuration
: 532 | 265.08 151.097 0.0203253 0.00185556 43314 0
: 533 Minimum Test error found - save the configuration
: 533 | 261.908 149.633 0.0202999 0.001838 43332.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 259.351 148.02 0.0202828 0.00183617 43368.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 256.452 146.398 0.0206079 0.0019452 42866.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 253.454 145.731 0.0205055 0.00187352 42937 0
: 537 Minimum Test error found - save the configuration
: 537 | 251.149 144.14 0.0204039 0.00186971 43163.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 247.988 142.459 0.0205832 0.00194247 42916.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 245.199 141.102 0.0203036 0.00184483 43339.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 242.473 140.321 0.0202738 0.00184077 43400.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 240.011 138.561 0.0202529 0.00183448 43434.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 237.395 137.662 0.0202829 0.00184187 43381.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 234.619 135.874 0.0202647 0.00183392 43405.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 232.049 134.866 0.0202966 0.00183646 43336.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 229.363 133.364 0.0202748 0.00183784 43391 0
: 546 Minimum Test error found - save the configuration
: 546 | 226.979 133.18 0.0202816 0.00183434 43366.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 224.659 131.891 0.0202856 0.00183494 43358.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 222.068 129.368 0.0202811 0.00182675 43350.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 219.415 128.435 0.0203003 0.00183388 43321.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 217.101 127.042 0.0202928 0.00183808 43349.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 214.537 125.749 0.0203209 0.00186374 43343.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 212.239 124.768 0.0203677 0.00187228 43254 0
: 553 Minimum Test error found - save the configuration
: 553 | 209.924 123.36 0.0203196 0.00186519 43350.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 207.589 123.202 0.0203663 0.00189225 43303.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 205.072 121.609 0.02034 0.00186157 43293.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 202.899 120 0.0203459 0.00185709 43269.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 200.376 118.797 0.020362 0.00186503 43250.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 198.204 117.703 0.0203455 0.00186294 43284.2 0
: 559 | 196.318 118.193 0.0202628 0.00178321 43290.9 1
: 560 Minimum Test error found - save the configuration
: 560 | 194.055 115.948 0.020294 0.00182973 43327 0
: 561 Minimum Test error found - save the configuration
: 561 | 191.675 114.497 0.0202789 0.00183484 43374.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 189.321 113.312 0.0202881 0.00183415 43351.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 187.074 112.126 0.0208827 0.0019473 42248.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 185.048 111.279 0.0203956 0.001876 43197.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 182.815 109.969 0.0203489 0.00186529 43281.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 180.559 109.201 0.0203697 0.00185643 43212.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 178.416 107.82 0.0203331 0.00184959 43281.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 176.294 106.826 0.0203126 0.00184269 43313.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 174.365 105.727 0.0203151 0.00185012 43325.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 172.677 104.9 0.0203225 0.00184392 43293.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 170.197 104.192 0.0203216 0.00184782 43304.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 168.145 102.915 0.0203575 0.00189011 43319.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 166.237 102.166 0.0203454 0.001856 43267.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 164.534 101.18 0.0206135 0.0019369 42834.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 162.448 100.133 0.0203569 0.00187313 43281.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 160.358 98.848 0.0202882 0.00185687 43404.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 158.691 97.7889 0.020274 0.00183365 43383.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 156.889 97.6449 0.020271 0.0018261 43372.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 155.294 95.9214 0.0202613 0.00183241 43410.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 153.225 94.8369 0.020261 0.00183336 43413 0
: 581 Minimum Test error found - save the configuration
: 581 | 151.26 94.5293 0.0202375 0.00183081 43462.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 149.573 93.5885 0.0203046 0.00183624 43317.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 147.403 91.9551 0.0202566 0.00183241 43421.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 145.503 91.2859 0.0202917 0.00184449 43367.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 143.969 91.0531 0.0206994 0.00194623 42659.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 142.216 89.6029 0.0205451 0.00188191 42865.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 140.359 88.5143 0.0203663 0.00186125 43231.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 138.771 87.6312 0.0203686 0.00186937 43245.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 137.429 87.2143 0.0203888 0.00186486 43187.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 135.377 86.0586 0.0203465 0.00185086 43253.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 133.804 84.9708 0.020375 0.00186215 43213.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 132.26 84.9603 0.0203724 0.00186471 43225.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 130.953 83.7426 0.0204165 0.00189225 43186.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 129.109 82.7852 0.020408 0.00187808 43173.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 127.547 81.4532 0.0206988 0.00196924 42713.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 125.893 81.0033 0.0203326 0.00184457 43271.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 124.327 80.78 0.0202879 0.00183778 43360.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 122.694 79.1475 0.0202871 0.00183573 43357.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 121.328 78.7249 0.020291 0.00183192 43339.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 119.647 77.9402 0.0202826 0.00183466 43365.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 118.244 76.8166 0.0202715 0.001835 43392.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 116.787 76.2283 0.0202831 0.00183093 43355.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 115.32 75.8403 0.0203042 0.00183581 43317.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 114.054 74.7169 0.0202863 0.00183466 43356.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 112.712 74.0217 0.0202805 0.00183387 43368.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 111.19 72.9859 0.0203197 0.00186025 43338.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 109.703 72.1554 0.0202867 0.00184148 43371.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 108.265 71.5792 0.0202932 0.0018547 43387.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 107.051 71.2241 0.020329 0.00186196 43320.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 105.734 70.5512 0.0203211 0.00184078 43289.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 104.502 69.2749 0.0202891 0.0018351 43351 0
: 612 Minimum Test error found - save the configuration
: 612 | 103.192 68.7788 0.0202898 0.00183447 43347.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 102.07 68.6849 0.0203087 0.00185044 43341 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.031 67.6068 0.0202763 0.0018345 43379.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 99.9443 67.1143 0.0203497 0.00186303 43274.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 98.1411 65.8236 0.0202998 0.00183436 43324.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 96.6787 65.108 0.0202851 0.00184172 43375.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 95.5319 64.698 0.0206278 0.0019551 42843.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 94.2856 64.3487 0.0203592 0.00187346 43276.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 93.0594 63.1055 0.0203805 0.00186589 43209 0
: 621 Minimum Test error found - save the configuration
: 621 | 91.8926 62.9013 0.0203163 0.00185477 43333.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 90.8741 62.0212 0.0203166 0.00184299 43305.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 89.7018 61.2044 0.0203893 0.00185782 43169.8 0
: 624 | 88.6001 61.6334 0.0202952 0.00178491 43219.2 1
: 625 Minimum Test error found - save the configuration
: 625 | 87.4765 59.9552 0.0205135 0.00188601 42947.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 86.2684 59.5901 0.0203791 0.00187296 43228.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 85.1573 58.7706 0.0203959 0.0018821 43210.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.2782 58.3062 0.0203873 0.00187322 43210.3 0
: 629 | 83.1625 58.5296 0.0202535 0.0017936 43337.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 82.0252 57.4067 0.0203869 0.00187562 43216.9 0
: 631 | 81.1593 58.0356 0.020352 0.00180631 43136.8 1
: 632 Minimum Test error found - save the configuration
: 632 | 80.4904 56.0277 0.0204276 0.00187852 43128.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 79.1712 55.7975 0.0203837 0.00187031 43212 0
: 634 Minimum Test error found - save the configuration
: 634 | 77.91 54.8325 0.020404 0.0018793 43185.6 0
: 635 | 76.6672 54.8653 0.020496 0.00189006 42997 1
: 636 Minimum Test error found - save the configuration
: 636 | 75.6636 54.1185 0.0207603 0.00190821 42435.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 74.7001 53.4603 0.0204055 0.00188974 43206.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 73.5664 52.5636 0.0206803 0.00197711 42773.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 72.6957 52.2531 0.0245598 0.00189868 35302.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 71.6631 51.6898 0.0203349 0.00183911 43253.2 0
: 641 | 70.9271 52.0026 0.0202275 0.0017829 43373.1 1
: 642 Minimum Test error found - save the configuration
: 642 | 69.8921 50.8968 0.0202951 0.00183564 43338.3 0
: 643 | 68.8123 51.1523 0.0202702 0.00177132 43245.8 1
: 644 Minimum Test error found - save the configuration
: 644 | 68.1219 49.5331 0.0203051 0.00183757 43319.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 67.0365 49.4079 0.020312 0.00183602 43299.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 66.3224 48.7964 0.0203151 0.00184574 43315.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 65.5106 48.1604 0.0202832 0.00184533 43389 0
: 648 Minimum Test error found - save the configuration
: 648 | 64.5733 47.576 0.020276 0.00184613 43407.7 0
: 649 | 64.0519 47.6028 0.0202439 0.00179121 43354.1 1
: 650 Minimum Test error found - save the configuration
: 650 | 63.0636 47.0384 0.0202757 0.00183377 43379.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.2894 46.4618 0.0203271 0.00184441 43283.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 61.2287 46.115 0.020282 0.00183927 43377.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 60.4902 45.6319 0.0202944 0.00182538 43315.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 59.6115 45.1804 0.0203165 0.00183838 43294.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 58.8523 44.5089 0.0202835 0.00183497 43363.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 57.932 44.3652 0.0203167 0.00183963 43296.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.2321 43.7179 0.0203161 0.00183472 43286.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.4756 43.119 0.0202769 0.00183438 43378.1 0
: 659 | 55.6728 43.5057 0.0202313 0.00178936 43379.3 1
: 660 Minimum Test error found - save the configuration
: 660 | 54.9245 42.1893 0.0203008 0.00184636 43350 0
: 661 | 54.2268 42.4115 0.0202342 0.00179305 43381.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 53.5357 41.8952 0.0202884 0.00184263 43370.3 0
: 663 | 52.6344 42.0328 0.0202369 0.0017832 43351.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 52.0837 40.7124 0.0202936 0.00184411 43361.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 51.48 40.3393 0.0203227 0.00187613 43368.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 50.674 40.2064 0.0203083 0.00184529 43329.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 49.9706 39.7141 0.020291 0.00183331 43342.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 49.2599 39.3641 0.0202728 0.0018331 43384.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 48.6985 38.8416 0.0202843 0.00183412 43359.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 48.1234 38.4929 0.0203039 0.00182781 43299.2 0
: 671 | 47.5566 38.8394 0.020225 0.00177968 43371.5 1
: 672 Minimum Test error found - save the configuration
: 672 | 46.8668 37.7477 0.0202785 0.00183452 43374.5 0
: 673 | 46.155 37.8826 0.0202156 0.0017865 43409.7 1
: 674 Minimum Test error found - save the configuration
: 674 | 45.6062 37.286 0.0202906 0.00184418 43368.7 0
: 675 | 45.0058 37.43 0.0202276 0.00178959 43388.5 1
: 676 Minimum Test error found - save the configuration
: 676 | 44.3774 36.8363 0.0202787 0.00184602 43401.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 43.8533 36.3382 0.0202755 0.00184577 43408.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 43.2058 35.9845 0.0202935 0.00184287 43359 0
: 679 | 42.7986 36.0298 0.0202502 0.00178006 43313.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 42.3403 35.3151 0.0202906 0.00183756 43353.3 0
: 681 | 41.9123 35.4967 0.0202549 0.00177111 43281.1 1
: 682 Minimum Test error found - save the configuration
: 682 | 41.3824 35.2722 0.0202956 0.00183773 43341.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 40.7346 34.693 0.0202799 0.00184748 43401.7 0
: 684 | 40.208 34.7014 0.0202552 0.00177322 43285.3 1
: 685 Minimum Test error found - save the configuration
: 685 | 39.4092 34.0567 0.0202896 0.00183727 43354.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 39.2023 33.4114 0.0202762 0.00183361 43377.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.4414 33.4023 0.020647 0.00194736 42781.5 0
: 688 Minimum Test error found - save the configuration
: 688 | 37.8784 32.9107 0.0203665 0.00188013 43275.2 0
: 689 | 37.791 34.1252 0.0202867 0.00180077 43276.3 1
: 690 Minimum Test error found - save the configuration
: 690 | 37.3394 32.4853 0.020349 0.00186887 43289.7 0
: 691 | 36.8666 32.7116 0.0202626 0.00178625 43298.6 1
: 692 Minimum Test error found - save the configuration
: 692 | 36.045 31.6795 0.020362 0.00185048 43216.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 35.4617 31.6689 0.020333 0.00184156 43263.2 0
: 694 | 35.4206 31.7287 0.0202439 0.00178225 43333.1 1
: 695 Minimum Test error found - save the configuration
: 695 | 34.7963 31.4698 0.0203037 0.00184652 43343.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.2759 30.8997 0.0203175 0.00183921 43294 0
: 697 | 33.6469 31.253 0.0202397 0.00178343 43345.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 33.641 30.4699 0.0204136 0.00187319 43148.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 32.9731 30.1442 0.0203088 0.00184917 43337.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.3553 29.7042 0.0202931 0.00185098 43378.9 0
: 701 | 32.1808 30.1021 0.0202531 0.001795 43341.5 1
: 702 | 31.9484 30.1666 0.0202489 0.0017855 43328.9 2
: 703 Minimum Test error found - save the configuration
: 703 | 31.4677 29.3142 0.0204864 0.00192205 43093.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 30.895 28.9208 0.020336 0.00184928 43274.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.6009 28.814 0.0203344 0.00185026 43280.3 0
: 706 | 30.2118 29.039 0.0202507 0.00178163 43315.7 1
: 707 Minimum Test error found - save the configuration
: 707 | 29.5709 28.1459 0.0203675 0.00184549 43191.8 0
: 708 | 29.4639 29.0491 0.0202807 0.00178806 43260.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 28.9872 27.8056 0.0203671 0.00185089 43205.4 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.4165 27.5875 0.020307 0.00184377 43329.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 28.3621 27.5294 0.02032 0.00185551 43326.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.0286 27.4996 0.0203067 0.00185491 43356.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.5627 27.188 0.0203094 0.00185238 43343.9 0
: 714 | 27.3952 28.2541 0.0202929 0.00179319 43244 1
: 715 Minimum Test error found - save the configuration
: 715 | 26.9514 26.5828 0.0203416 0.00187261 43315.8 0
: 716 | 26.6092 27.2445 0.0203226 0.00178383 43152.8 1
: 717 Minimum Test error found - save the configuration
: 717 | 26.2057 26.1389 0.0204236 0.00187285 43125 0
: 718 Minimum Test error found - save the configuration
: 718 | 25.7073 26.13 0.0203437 0.00185095 43260.2 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.4074 25.8406 0.0203108 0.00183817 43307.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.1563 25.2427 0.0202903 0.00184093 43362 0
: 721 | 24.613 25.6306 0.0202243 0.00178067 43375.3 1
: 722 | 24.3301 25.6121 0.0202724 0.00178236 43266.5 2
: 723 Minimum Test error found - save the configuration
: 723 | 24.1996 24.7934 0.0203365 0.00187292 43328.6 0
: 724 | 23.74 24.9781 0.0202319 0.00179023 43380 1
: 725 | 23.7576 25.0655 0.0202568 0.00179084 43322.9 2
: 726 Minimum Test error found - save the configuration
: 726 | 23.4039 24.6332 0.0204809 0.00186874 42982.6 0
: 727 Minimum Test error found - save the configuration
: 727 | 23.1338 24.3648 0.0204513 0.00184888 43005.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 22.7444 23.9855 0.0203865 0.00185028 43158.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.4738 23.8548 0.0203202 0.00184994 43312.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 22.1097 23.4516 0.0203884 0.00189379 43255.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 21.9212 23.2058 0.020344 0.00184563 43247.1 0
: 732 | 21.8171 23.8129 0.0202595 0.00178348 43299.3 1
: 733 | 21.5596 23.3156 0.0202859 0.00179268 43259.2 2
: 734 Minimum Test error found - save the configuration
: 734 | 21.1384 22.7923 0.0203623 0.00187181 43265.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 20.689 22.6195 0.0203396 0.00186926 43312.7 0
: 736 | 20.572 23.0287 0.0202725 0.0017951 43296.1 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.4402 22.2965 0.0203208 0.00186353 43343.3 0
: 738 | 20.1644 22.4491 0.0202663 0.00178531 43287.8 1
: 739 | 19.8697 22.4021 0.0202664 0.00178308 43282.2 2
: 740 Minimum Test error found - save the configuration
: 740 | 19.7636 21.9748 0.0203191 0.00184706 43308.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.3585 21.7465 0.0203393 0.00184589 43258.6 0
: 742 | 19.1599 21.8092 0.0204867 0.00177734 42759.3 1
: 743 Minimum Test error found - save the configuration
: 743 | 18.9364 21.3681 0.0206883 0.00187351 42519.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 18.7957 21.2459 0.020309 0.00184555 43328.8 0
: 745 | 18.6298 21.2679 0.0202601 0.00179382 43322.3 1
: 746 | 18.2379 21.6498 0.0202776 0.00179866 43292.4 2
: 747 Minimum Test error found - save the configuration
: 747 | 18.1196 20.6867 0.0203484 0.00186306 43277.5 0
: 748 | 18.0766 20.701 0.0202757 0.00179347 43284.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 17.6659 20.5632 0.0203781 0.0018764 43239.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 17.5866 20.279 0.0203886 0.00186646 43191.7 0
: 751 Minimum Test error found - save the configuration
: 751 | 17.5332 20.1767 0.0204084 0.00187836 43173.2 0
: 752 | 17.2087 20.7729 0.0203511 0.00178979 43100.5 1
: 753 | 16.9774 20.2035 0.0203199 0.00178716 43166.9 2
: 754 Minimum Test error found - save the configuration
: 754 | 16.9559 19.7269 0.0206311 0.00194606 42815.1 0
: 755 | 16.6567 20.6359 0.0203252 0.00179702 43177.5 1
: 756 Minimum Test error found - save the configuration
: 756 | 16.8109 19.4801 0.0203452 0.00186886 43298.5 0
: 757 | 16.4431 19.51 0.020242 0.00178239 43337.9 1
: 758 Minimum Test error found - save the configuration
: 758 | 16.3921 19.368 0.0202984 0.00184609 43355.1 0
: 759 Minimum Test error found - save the configuration
: 759 | 15.9078 18.9548 0.0202949 0.00183526 43337.7 0
: 760 Minimum Test error found - save the configuration
: 760 | 15.6385 18.8251 0.0202856 0.00183273 43353.7 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.5011 18.6413 0.0203013 0.0018405 43335.1 0
: 762 | 15.4595 19.7852 0.0202427 0.0017807 43332.2 1
: 763 | 15.4245 19.6254 0.0202531 0.00178412 43315.8 2
: 764 Minimum Test error found - save the configuration
: 764 | 15.274 18.4004 0.0203233 0.00184691 43298.4 0
: 765 Minimum Test error found - save the configuration
: 765 | 14.9226 18.3302 0.0203736 0.00187723 43251.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 14.619 17.8543 0.0204385 0.00187677 43099.4 0
: 767 | 14.5035 17.9323 0.0202854 0.00179412 43263.5 1
: 768 | 14.4538 18.0039 0.0202856 0.0017957 43266.7 2
: 769 Minimum Test error found - save the configuration
: 769 | 14.2932 17.6516 0.0203673 0.00187636 43264.3 0
: 770 | 14.2675 17.7385 0.0203053 0.0018352 43313.2 1
: 771 Minimum Test error found - save the configuration
: 771 | 14.0535 17.2055 0.0205883 0.00193242 42881.8 0
: 772 | 13.7316 17.6294 0.0202773 0.00178101 43252 1
: 773 | 13.5668 17.284 0.0202506 0.00178427 43322.2 2
: 774 | 13.5478 17.6317 0.0202492 0.00178507 43327.2 3
: 775 Minimum Test error found - save the configuration
: 775 | 13.4114 17.0833 0.0204033 0.00187223 43170.8 0
: 776 Minimum Test error found - save the configuration
: 776 | 13.292 16.624 0.0203026 0.00184103 43333.2 0
: 777 | 13.1993 16.7034 0.0202685 0.00179258 43299.6 1
: 778 Minimum Test error found - save the configuration
: 778 | 12.9387 16.5496 0.0204422 0.00189817 43140.5 0
: 779 Minimum Test error found - save the configuration
: 779 | 12.9548 16.274 0.0203529 0.0018619 43264.4 0
: 780 | 12.6838 16.355 0.0202525 0.0017985 43351 1
: 781 | 12.6263 16.3342 0.0203047 0.00179518 43221 2
: 782 Minimum Test error found - save the configuration
: 782 | 12.4282 15.8295 0.0204508 0.00187432 43065.3 0
: 783 | 12.2374 16.4337 0.0203022 0.00177838 43187.7 1
: 784 | 12.2491 15.9259 0.0202772 0.00178766 43267.8 2
: 785 | 12.0594 16.4216 0.0204629 0.00178874 42839.9 3
: 786 Minimum Test error found - save the configuration
: 786 | 12.0096 15.3067 0.0208299 0.0018796 42215.7 0
: 787 | 11.8689 15.5175 0.0205764 0.00183093 42676.9 1
: 788 Minimum Test error found - save the configuration
: 788 | 11.7774 15.0766 0.0205767 0.00189973 42833.4 0
: 789 | 11.6166 15.3728 0.0203575 0.00180497 43120.8 1
: 790 | 11.5063 15.1378 0.0202978 0.0017903 43225.8 2
: 791 Minimum Test error found - save the configuration
: 791 | 11.4516 15.0138 0.0203968 0.00186222 43162.5 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.2065 14.6648 0.0203642 0.00185951 43232.4 0
: 793 | 10.947 14.7279 0.020279 0.00178638 43260.5 1
: 794 Minimum Test error found - save the configuration
: 794 | 10.9086 14.6005 0.0203706 0.00185887 43215.9 0
: 795 Minimum Test error found - save the configuration
: 795 | 10.7154 14.415 0.0203141 0.00185474 43338.4 0
: 796 | 10.6544 14.6696 0.0205051 0.00179698 42762.3 1
: 797 Minimum Test error found - save the configuration
: 797 | 10.5075 14.319 0.0203459 0.00187338 43307.6 0
: 798 | 10.55 14.6856 0.0202472 0.00179424 43353.6 1
: 799 | 10.6956 14.6381 0.0202968 0.00179359 43235.8 2
: 800 | 10.5519 14.4188 0.0203328 0.00179621 43157.8 3
: 801 Minimum Test error found - save the configuration
: 801 | 10.3772 14.1274 0.020371 0.00187477 43252 0
: 802 | 10.4083 14.2044 0.020283 0.00177588 43226.5 1
: 803 Minimum Test error found - save the configuration
: 803 | 10.1917 13.92 0.0203343 0.00185167 43283.8 0
: 804 Minimum Test error found - save the configuration
: 804 | 9.8664 13.7042 0.0203447 0.00184617 43246.8 0
: 805 | 9.64791 13.7762 0.0202575 0.00177692 43288.8 1
: 806 Minimum Test error found - save the configuration
: 806 | 9.96862 13.6032 0.0203585 0.00184594 43213.8 0
: 807 Minimum Test error found - save the configuration
: 807 | 9.6601 13.3637 0.0204469 0.00192932 43202.3 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.43718 13.15 0.0203526 0.00185683 43253 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.29882 12.9739 0.0203549 0.0018862 43316.5 0
: 810 | 9.21853 13.379 0.0203204 0.00179276 43178.8 1
: 811 | 9.43319 13.2904 0.0202855 0.00179598 43267.7 2
: 812 | 9.51667 13.6915 0.0202866 0.00178574 43241.2 3
: 813 Minimum Test error found - save the configuration
: 813 | 9.27073 12.8644 0.0203644 0.00184938 43208.1 0
: 814 | 8.95408 13.0656 0.0203319 0.00178486 43133.6 1
: 815 Minimum Test error found - save the configuration
: 815 | 8.85307 12.6052 0.0203285 0.00185522 43305.9 0
: 816 | 8.74724 13.0285 0.020254 0.00177211 43285.6 1
: 817 Minimum Test error found - save the configuration
: 817 | 8.54625 12.4023 0.0203059 0.00183546 43312.4 0
: 818 | 8.74169 12.7426 0.0202278 0.00177813 43361.2 1
: 819 | 8.5622 12.4501 0.0202677 0.00178905 43293.2 2
: 820 Minimum Test error found - save the configuration
: 820 | 8.34695 12.2048 0.0203104 0.00184725 43329.5 0
: 821 | 8.34775 12.4541 0.0202301 0.00178854 43380.2 1
: 822 | 8.49275 12.9413 0.020242 0.00179158 43359.4 2
: 823 | 8.62597 12.3945 0.0202367 0.00178341 43352.7 3
: 824 Minimum Test error found - save the configuration
: 824 | 8.18751 11.8665 0.0202984 0.00184461 43351.4 0
: 825 Minimum Test error found - save the configuration
: 825 | 7.90138 11.8201 0.0206539 0.0019465 42763.9 0
: 826 Minimum Test error found - save the configuration
: 826 | 8.07922 11.6865 0.0204015 0.00187519 43181.9 0
: 827 | 8.07468 13.2829 0.0203143 0.00179541 43199.1 1
: 828 | 8.05754 12.1083 0.0202981 0.00177825 43196.8 2
: 829 | 8.25742 12.6101 0.0203145 0.00178603 43176.8 3
: 830 | 8.21965 11.7466 0.0202746 0.00178814 43274.8 4
: 831 Minimum Test error found - save the configuration
: 831 | 7.78369 11.4258 0.020404 0.00187284 43170.6 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.63817 11.3992 0.0203452 0.00186175 43281.9 0
: 833 Minimum Test error found - save the configuration
: 833 | 7.43474 11.2445 0.0204714 0.00187743 43024.6 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.30652 11.0311 0.0203622 0.00187451 43272 0
: 835 | 7.18709 11.1308 0.0203473 0.00178976 43109.1 1
: 836 Minimum Test error found - save the configuration
: 836 | 7.22652 11.0137 0.0204544 0.00194003 43209.6 0
: 837 | 7.37317 11.137 0.020289 0.00178783 43240.5 1
: 838 | 7.64604 11.89 0.0202934 0.00178807 43230.9 2
: 839 | 7.19749 11.1481 0.0203149 0.00178953 43184 3
: 840 Minimum Test error found - save the configuration
: 840 | 6.94929 10.796 0.0204401 0.00187492 43091.3 0
: 841 Minimum Test error found - save the configuration
: 841 | 7.05422 10.7565 0.0203572 0.00186807 43268.7 0
: 842 Minimum Test error found - save the configuration
: 842 | 7.04036 10.5489 0.0204459 0.00186991 43066.4 0
: 843 | 6.86924 11.1923 0.0202768 0.00179484 43285.5 1
: 844 | 6.84854 10.6582 0.0203182 0.00179961 43199.8 2
: 845 | 6.9964 10.6755 0.0203013 0.00180059 43241.5 3
: 846 | 6.93575 10.7944 0.0205266 0.00178631 42688.8 4
: 847 Minimum Test error found - save the configuration
: 847 | 6.89633 10.1297 0.0203853 0.00187248 43213.4 0
: 848 | 6.71325 10.3958 0.020299 0.00178591 43212.7 1
: 849 | 6.72174 10.943 0.0203056 0.00178346 43191.6 2
: 850 Minimum Test error found - save the configuration
: 850 | 6.8887 9.83992 0.0203417 0.00186591 43300 0
: 851 | 6.69047 10.1515 0.0202979 0.00179951 43247 1
: 852 | 6.60219 10.2195 0.020333 0.00180119 43168.9 2
: 853 | 6.53757 9.99545 0.0202768 0.00179403 43283.6 3
: 854 | 6.41626 10.1724 0.0203371 0.00178675 43125.9 4
: 855 | 6.33634 10.0931 0.0203323 0.00185603 43298.9 5
: 856 Minimum Test error found - save the configuration
: 856 | 6.63835 9.77377 0.0203955 0.00187381 43192.6 0
: 857 | 6.51099 10.2304 0.0202789 0.00177615 43236.9 1
: 858 Minimum Test error found - save the configuration
: 858 | 6.34307 9.59864 0.0203495 0.0018663 43282.7 0
: 859 | 6.10814 10.4709 0.0202805 0.00178779 43260.2 1
: 860 Minimum Test error found - save the configuration
: 860 | 6.13615 9.19545 0.0203254 0.00184092 43279.6 0
: 861 | 6.02172 9.84745 0.0202667 0.0017821 43279.4 1
: 862 | 6.01352 9.28 0.0202495 0.00178375 43323.4 2
: 863 Minimum Test error found - save the configuration
: 863 | 6.02599 9.11643 0.0203331 0.00186106 43308.6 0
: 864 Minimum Test error found - save the configuration
: 864 | 5.95081 9.03498 0.0203823 0.00186856 43211.1 0
: 865 | 6.00271 9.50706 0.0202967 0.00179298 43234.6 1
: 866 | 6.161 9.91786 0.0202894 0.00179091 43246.8 2
: 867 | 6.40582 9.57231 0.0203407 0.00179955 43147.2 3
: 868 Minimum Test error found - save the configuration
: 868 | 5.93355 8.87067 0.0203431 0.00185685 43275.3 0
: 869 | 6.13885 9.37611 0.0202631 0.00177368 43267.9 1
: 870 | 5.84052 9.01401 0.0203062 0.00179659 43220.8 2
: 871 Minimum Test error found - save the configuration
: 871 | 5.6915 8.6653 0.0203761 0.00187123 43232 0
: 872 Minimum Test error found - save the configuration
: 872 | 5.56297 8.6339 0.0203933 0.00188068 43213.7 0
: 873 Minimum Test error found - save the configuration
: 873 | 5.46284 8.39523 0.0206697 0.00192234 42672.6 0
: 874 Minimum Test error found - save the configuration
: 874 | 5.41852 8.3796 0.0204893 0.00189656 43027.5 0
: 875 Minimum Test error found - save the configuration
: 875 | 5.43868 8.29967 0.0203951 0.00188882 43228.5 0
: 876 | 5.38787 8.32531 0.0203473 0.00180551 43145.8 1
: 877 Minimum Test error found - save the configuration
: 877 | 5.55909 8.18119 0.0203732 0.00187846 43255.6 0
: 878 | 5.53112 9.36575 0.0202788 0.00178722 43262.9 1
: 879 | 5.83316 8.19904 0.0202824 0.0017873 43254.7 2
: 880 Minimum Test error found - save the configuration
: 880 | 5.42812 8.04695 0.0204493 0.00189569 43118.3 0
: 881 | 5.44679 8.19379 0.0203091 0.00178077 43177 1
: 882 | 5.41594 8.05197 0.0203192 0.00178992 43174.9 2
: 883 Minimum Test error found - save the configuration
: 883 | 5.346 8.00973 0.0205853 0.00208237 43236.3 0
: 884 | 5.11864 8.30147 0.0203702 0.00180636 43094.4 1
: 885 Minimum Test error found - save the configuration
: 885 | 5.19238 7.90453 0.0203019 0.00184884 43353.2 0
: 886 | 5.35694 8.35417 0.020244 0.0017805 43328.9 1
: 887 | 5.34632 7.97364 0.0202472 0.00178811 43339 2
: 888 Minimum Test error found - save the configuration
: 888 | 5.0827 7.63587 0.0203629 0.00187073 43261.6 0
: 889 | 5.02034 7.83472 0.0202582 0.00177832 43290.2 1
: 890 | 4.99782 7.71924 0.0202498 0.00178057 43315.2 2
: 891 Minimum Test error found - save the configuration
: 891 | 4.93786 7.40723 0.0203574 0.00188006 43296.2 0
: 892 | 4.91385 7.77676 0.0202697 0.0017794 43265.9 1
: 893 | 4.98029 7.48637 0.0204982 0.00179527 42774.1 2
: 894 | 5.18667 7.8813 0.0203376 0.0017952 43144.3 3
: 895 | 5.18707 7.60121 0.020303 0.00179395 43222.1 4
: 896 | 4.96066 7.6684 0.0202855 0.00180228 43282.5 5
: 897 Minimum Test error found - save the configuration
: 897 | 4.85908 7.27368 0.0203561 0.00187212 43280.6 0
: 898 Minimum Test error found - save the configuration
: 898 | 4.73865 7.20192 0.0203572 0.00185933 43248.2 0
: 899 Minimum Test error found - save the configuration
: 899 | 4.86247 7.04371 0.0203468 0.00187255 43303.5 0
: 900 | 4.84556 7.11553 0.0203016 0.00178997 43216 1
: 901 | 4.92748 7.09536 0.0202905 0.00178416 43228.4 2
: 902 | 4.73396 7.33999 0.020263 0.00178477 43294.2 3
: 903 Minimum Test error found - save the configuration
: 903 | 4.80856 6.85799 0.020339 0.00185209 43273.8 0
: 904 | 4.6813 7.08545 0.020283 0.00178701 43252.6 1
: 905 Minimum Test error found - save the configuration
: 905 | 4.65038 6.80736 0.0203386 0.0018617 43297.3 0
: 906 Minimum Test error found - save the configuration
: 906 | 4.57998 6.63915 0.0203812 0.00185432 43180.5 0
: 907 | 4.64513 7.05123 0.0202642 0.00178885 43300.9 1
: 908 Minimum Test error found - save the configuration
: 908 | 4.61891 6.47867 0.020408 0.00188994 43201 0
: 909 | 4.53588 6.62302 0.0202939 0.00180095 43259.7 1
: 910 | 4.41487 7.17068 0.0203542 0.00179906 43114.8 2
: 911 | 4.48832 6.63814 0.0202941 0.00178543 43223 3
: 912 Minimum Test error found - save the configuration
: 912 | 4.69571 6.47426 0.0203427 0.00185729 43277.2 0
: 913 | 4.71947 6.75066 0.0203211 0.00178726 43164.3 1
: 914 Minimum Test error found - save the configuration
: 914 | 4.51507 6.32332 0.0203412 0.00184451 43251.1 0
: 915 | 4.39947 6.43001 0.0202701 0.00177288 43249.7 1
: 916 | 4.51517 6.33 0.0204548 0.00190425 43125.3 2
: 917 Minimum Test error found - save the configuration
: 917 | 4.47145 6.23479 0.0205195 0.00189672 42958.1 0
: 918 | 4.22689 6.29937 0.0203306 0.00180113 43174.4 1
: 919 Minimum Test error found - save the configuration
: 919 | 4.27036 6.19384 0.0203719 0.00188205 43267.1 0
: 920 | 4.29578 6.20054 0.0202981 0.00179827 43243.6 1
: 921 | 4.27219 6.3454 0.02031 0.00178627 43187.8 2
: 922 | 4.51115 7.19348 0.020274 0.00178071 43259 3
: 923 | 4.62469 6.88852 0.0202622 0.00177545 43274.1 4
: 924 | 4.40246 6.57857 0.0202743 0.00178136 43259.8 5
: 925 Minimum Test error found - save the configuration
: 925 | 4.22917 6.06401 0.0206381 0.00195732 42824.7 0
: 926 Minimum Test error found - save the configuration
: 926 | 4.21255 5.91609 0.0203989 0.00185624 43143.8 0
: 927 | 4.1422 6.57531 0.0203066 0.00179401 43213.9 1
: 928 Minimum Test error found - save the configuration
: 928 | 4.3906 5.74404 0.0203361 0.00185689 43292 0
: 929 | 4.58692 6.03585 0.0202824 0.00179262 43267.1 1
: 930 | 4.37765 5.97499 0.0202467 0.00179771 43362.7 2
: 931 Minimum Test error found - save the configuration
: 931 | 4.06881 5.70778 0.0205322 0.00189002 42913.5 0
: 932 | 4.13811 5.87422 0.0203143 0.00179001 43186.4 1
: 933 Minimum Test error found - save the configuration
: 933 | 3.91884 5.50265 0.0204225 0.00187351 43128.9 0
: 934 | 4.11025 7.78256 0.020337 0.00179096 43135.9 1
: 935 | 4.47504 5.58262 0.0202996 0.00178839 43217.1 2
: 936 Minimum Test error found - save the configuration
: 936 | 4.01496 5.44848 0.0203983 0.00186371 43162.6 0
: 937 | 3.94452 5.8896 0.0203193 0.00178707 43168 1
: 938 | 4.11561 5.57682 0.0203752 0.00179299 43052 2
: 939 | 3.99067 5.48896 0.0203287 0.00180498 43187.9 3
: 940 | 3.90617 6.5954 0.0205228 0.00181421 42761.2 4
: 941 | 4.08287 5.55634 0.0202744 0.00179188 43284.2 5
: 942 | 3.94658 5.88481 0.020258 0.00178109 43297.3 6
: 943 | 3.86088 5.62408 0.0202552 0.00178805 43320.3 7
: 944 Minimum Test error found - save the configuration
: 944 | 3.80219 5.42855 0.0204017 0.00187294 43176 0
: 945 Minimum Test error found - save the configuration
: 945 | 3.95252 5.19351 0.0203412 0.00186388 43296.3 0
: 946 | 3.83116 5.33588 0.0202601 0.00178139 43293 1
: 947 Minimum Test error found - save the configuration
: 947 | 3.72381 5.12505 0.0202964 0.00183634 43336.9 0
: 948 | 3.88903 5.20981 0.0202587 0.0017815 43296.7 1
: 949 | 3.91889 5.21708 0.0202504 0.00178028 43313.2 2
: 950 | 3.66016 5.30086 0.0202527 0.00178055 43308.5 3
: 951 Minimum Test error found - save the configuration
: 951 | 3.54167 4.9727 0.0202982 0.00184431 43351.3 0
: 952 | 3.56295 5.07393 0.0202422 0.00178907 43353.2 1
: 953 | 3.68957 5.11773 0.0202525 0.00179072 43332.8 2
: 954 | 3.58629 5.08358 0.0202484 0.00178041 43318.2 3
: 955 Minimum Test error found - save the configuration
: 955 | 3.52812 4.77496 0.0203077 0.00184718 43335.7 0
: 956 | 3.68516 4.91668 0.0202546 0.00178049 43303.8 1
: 957 | 3.66012 5.74275 0.0202466 0.00178011 43321.6 2
: 958 | 3.80549 4.81036 0.0202926 0.0017857 43227 3
: 959 | 3.70173 5.2782 0.0203164 0.00178477 43169.3 4
: 960 | 3.90461 5.22339 0.0202737 0.00178365 43266.4 5
: 961 Minimum Test error found - save the configuration
: 961 | 3.63119 4.75822 0.0203205 0.00184384 43297.9 0
: 962 Minimum Test error found - save the configuration
: 962 | 3.66864 4.67746 0.0203166 0.00184053 43299.2 0
: 963 | 3.73673 4.91348 0.0202597 0.0017992 43335.9 1
: 964 Minimum Test error found - save the configuration
: 964 | 3.49359 4.57615 0.0203438 0.00187769 43322.7 0
: 965 | 3.25807 4.59991 0.0206518 0.00179972 42435.6 1
: 966 Minimum Test error found - save the configuration
: 966 | 3.34164 4.53533 0.0203405 0.00185717 43282.4 0
: 967 | 3.59286 4.68888 0.0202725 0.00179126 43287.1 1
: 968 | 3.63359 4.84564 0.0202294 0.0017808 43363.8 2
: 969 Minimum Test error found - save the configuration
: 969 | 3.38337 4.41948 0.0203082 0.00182976 43293.7 0
: 970 | 3.3305 4.80307 0.0202561 0.00178082 43301 1
: 971 | 3.2632 4.53418 0.0202674 0.0017852 43284.8 2
: 972 | 3.45482 4.49316 0.0202806 0.00178528 43254.1 3
: 973 | 3.46389 4.42729 0.0202967 0.00178294 43211 4
: 974 | 3.43534 4.53191 0.0202635 0.00178326 43289.4 5
: 975 | 3.57267 4.81022 0.0202689 0.00179081 43294.5 6
: 976 | 3.57068 4.51113 0.0202745 0.00178357 43264.5 7
: 977 | 3.43475 4.76598 0.020289 0.0017955 43258.5 8
: 978 Minimum Test error found - save the configuration
: 978 | 3.57889 4.39893 0.0203719 0.00188652 43277.5 0
: 979 Minimum Test error found - save the configuration
: 979 | 3.3731 4.17511 0.0203854 0.00188178 43234.9 0
: 980 Minimum Test error found - save the configuration
: 980 | 3.34762 4.14205 0.0203274 0.00185186 43300.5 0
: 981 | 3.18364 4.32146 0.0202615 0.0017825 43292.5 1
: 982 | 3.44822 4.55693 0.020267 0.00177341 43258.3 2
: 983 | 3.53116 4.16044 0.0202613 0.00178469 43298 3
: 984 Minimum Test error found - save the configuration
: 984 | 3.28168 4.00572 0.0203929 0.00187518 43202 0
: 985 | 3.38156 4.57081 0.0202743 0.00176947 43232.1 1
: 986 | 3.559 4.05026 0.0202998 0.00178638 43212 2
: 987 | 3.40571 4.33007 0.0202981 0.00179334 43232.2 3
: 988 Minimum Test error found - save the configuration
: 988 | 3.16563 3.86799 0.0203252 0.00185842 43321 0
: 989 | 3.08816 5.0805 0.0202681 0.001794 43303.8 1
: 990 | 3.24979 3.99077 0.0202405 0.00179125 43362.2 2
: 991 | 3.24882 4.10916 0.0202593 0.00178515 43303.8 3
: 992 | 3.12207 4.22899 0.0202606 0.00178947 43310.9 4
: 993 | 3.15388 3.90003 0.0202665 0.00178912 43296.3 5
: 994 | 3.25428 4.50573 0.0202605 0.0017786 43285.6 6
: 995 | 3.25682 4.08293 0.0202654 0.00177766 43271.9 7
: 996 Minimum Test error found - save the configuration
: 996 | 3.45107 3.81706 0.0203846 0.00186589 43199.5 0
: 997 | 3.20376 4.48163 0.0202688 0.00178748 43287.1 1
: 998 | 3.26477 3.92958 0.0202911 0.00177748 43211.5 2
: 999 | 3.06677 3.89178 0.0202845 0.00178499 43244.3 3
: 1000 Minimum Test error found - save the configuration
: 1000 | 2.99163 3.74775 0.0203358 0.00186081 43301.8 0
: 1001 | 3.07085 3.86854 0.0202479 0.00178217 43323.5 1
: 1002 | 3.11919 3.90247 0.0202552 0.0017933 43332.5 2
: 1003 | 3.08134 3.97445 0.0202666 0.00179546 43310.9 3
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.01073 3.59179 0.0203601 0.00187943 43288.4 0
: 1005 | 3.02982 3.69152 0.0202919 0.00179814 43257.8 1
: 1006 | 3.00994 3.66952 0.0202922 0.0017854 43227.4 2
: 1007 | 3.13426 3.72187 0.0202933 0.00177831 43208.3 3
: 1008 Minimum Test error found - save the configuration
: 1008 | 2.90548 3.53205 0.0203724 0.00186444 43224.6 0
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.05209 3.51868 0.0203731 0.00186081 43214.6 0
: 1010 | 3.2 3.6622 0.0202684 0.00177723 43263.9 1
: 1011 | 3.0717 3.64457 0.0202661 0.00178056 43277.1 2
: 1012 | 3.25249 3.78425 0.020248 0.00178374 43327 3
: 1013 | 3.06034 3.56227 0.020259 0.00178938 43314.5 4
: 1014 | 2.95864 3.57527 0.0202508 0.00178233 43317.1 5
: 1015 | 3.21404 3.51928 0.0202539 0.00179352 43336.2 6
: 1016 | 3.35787 4.08187 0.0202887 0.00179464 43257 7
: 1017 | 3.10317 4.40693 0.0203157 0.00179283 43189.9 8
: 1018 | 3.21481 3.86577 0.0203075 0.0017964 43217.4 9
: 1019 | 2.93686 3.57951 0.0202449 0.00178097 43327.8 10
: 1020 | 3.06458 3.62384 0.0202546 0.00178224 43307.9 11
: 1021 Minimum Test error found - save the configuration
: 1021 | 2.90535 3.36796 0.0203375 0.00185248 43278.4 0
: 1022 | 2.97974 3.6131 0.0202856 0.00178552 43242.9 1
: 1023 | 3.16594 4.11663 0.0202994 0.00178801 43216.7 2
: 1024 Minimum Test error found - save the configuration
: 1024 | 2.99038 3.35338 0.0203891 0.00186053 43176.7 0
: 1025 | 2.76038 3.69253 0.0202664 0.00179239 43304.1 1
: 1026 | 3.00017 3.42259 0.0202748 0.00179364 43287.4 2
: 1027 | 3.12311 3.49111 0.0202636 0.00178423 43291.6 3
: 1028 | 3.15678 3.43661 0.0202599 0.00178722 43307.2 4
: 1029 Minimum Test error found - save the configuration
: 1029 | 3.24247 3.08345 0.0203251 0.00185307 43308.8 0
: 1030 | 3.26304 3.6367 0.0202678 0.00178855 43291.7 1
: 1031 | 3.21267 3.4599 0.0202673 0.00179141 43299.6 2
: 1032 | 3.09385 3.69656 0.020268 0.00178293 43278.2 3
: 1033 | 2.83937 3.32335 0.0202437 0.00178238 43333.8 4
: 1034 | 2.94403 3.18131 0.0202554 0.00177279 43283.9 5
: 1035 | 2.98354 3.31321 0.0202552 0.00178088 43303.3 6
: 1036 Minimum Test error found - save the configuration
: 1036 | 2.7861 3.0597 0.0203556 0.0018635 43261.8 0
: 1037 Minimum Test error found - save the configuration
: 1037 | 2.7784 3.03586 0.0203094 0.00182799 43286.6 0
: 1038 | 2.88496 3.07408 0.0202704 0.00178604 43279.7 1
: 1039 | 2.85339 3.04441 0.0202643 0.00178179 43284.1 2
: 1040 Minimum Test error found - save the configuration
: 1040 | 2.68957 2.98556 0.0203232 0.00184984 43305.5 0
: 1041 Minimum Test error found - save the configuration
: 1041 | 2.68004 2.80897 0.0203269 0.00184708 43290.6 0
: 1042 | 2.73001 2.99741 0.0202678 0.00180992 43342 1
: 1043 | 2.79728 3.10546 0.0202581 0.00179074 43319.7 2
: 1044 | 2.90239 2.87078 0.0202899 0.00178847 43239.9 3
: 1045 | 2.77521 3.11742 0.0202666 0.00179212 43302.9 4
: 1046 | 2.71004 3.07906 0.0202694 0.00178048 43269.2 5
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.67558 2.7967 0.0203172 0.00183653 43288.5 0
: 1048 | 2.76725 2.94704 0.0202586 0.00178071 43294.9 1
: 1049 | 2.733 3.01121 0.0202637 0.00178361 43289.9 2
: 1050 | 2.89052 3.01286 0.0202422 0.00178098 43334.1 3
: 1051 | 2.72602 2.83329 0.0202571 0.00177407 43283 4
: 1052 Minimum Test error found - save the configuration
: 1052 | 2.70057 2.70716 0.0202963 0.00183982 43345.3 0
: 1053 | 2.6143 3.05202 0.0202678 0.00178229 43277.1 1
: 1054 | 2.78763 2.95837 0.0202362 0.00178104 43348.3 2
: 1055 | 2.81865 2.71403 0.0202698 0.00179199 43295.1 3
: 1056 | 2.59882 3.50457 0.0202594 0.00179566 43328.2 4
: 1057 | 2.73375 2.83301 0.0202324 0.00179297 43385.2 5
: 1058 | 2.75713 3.21886 0.0202568 0.00178235 43303.1 6
: 1059 | 2.62276 2.80257 0.02027 0.00179054 43291.4 7
: 1060 | 2.77335 2.84193 0.0202548 0.00178095 43304.5 8
: 1061 Minimum Test error found - save the configuration
: 1061 | 2.73644 2.70078 0.0203149 0.00185162 43329.3 0
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.63805 2.51421 0.0203293 0.00183771 43262.8 0
: 1063 Minimum Test error found - save the configuration
: 1063 | 2.49663 2.4729 0.0203164 0.00183803 43294 0
: 1064 | 2.53515 2.84467 0.0202639 0.00178578 43294.5 1
: 1065 | 2.69747 2.5449 0.0203024 0.00178603 43205 2
: 1066 | 2.58294 2.48245 0.020257 0.00178242 43302.8 3
: 1067 | 2.56953 2.54729 0.0202722 0.00179015 43285.2 4
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.53578 2.37447 0.0203156 0.00185214 43328.8 0
: 1069 | 2.43903 2.48917 0.02029 0.00179784 43261.5 1
: 1070 | 2.58549 2.96014 0.0202951 0.00179631 43246.1 2
: 1071 | 2.48056 2.8408 0.0202791 0.00178333 43253.2 3
: 1072 | 2.87238 2.70794 0.0202978 0.00181077 43273.7 4
: 1073 | 2.55656 2.42597 0.0202506 0.00178355 43320.5 5
: 1074 | 2.50768 2.75695 0.0202417 0.00178218 43338 6
: 1075 | 2.37869 2.51939 0.0202687 0.00178155 43273.4 7
: 1076 Minimum Test error found - save the configuration
: 1076 | 2.44867 2.35378 0.0203191 0.00184736 43309.4 0
: 1077 | 2.4942 2.49463 0.0202662 0.00178328 43283.2 1
: 1078 | 2.552 2.54262 0.0202686 0.00177404 43256 2
: 1079 | 2.50138 2.63281 0.02028 0.00178368 43251.9 3
: 1080 | 2.3786 2.5121 0.0202606 0.00177984 43288.2 4
: 1081 Minimum Test error found - save the configuration
: 1081 | 2.30594 2.24114 0.0203444 0.00185897 43277.3 0
: 1082 | 2.34603 2.32072 0.0202804 0.00179198 43270.3 1
: 1083 Minimum Test error found - save the configuration
: 1083 | 2.30021 2.13375 0.0203101 0.0018522 43341.9 0
: 1084 | 2.3206 2.20776 0.0205735 0.00181414 42645.4 1
: 1085 | 2.43913 2.21541 0.0203974 0.0017958 43007.1 2
: 1086 | 2.65117 2.56658 0.0205112 0.00179817 42750.9 3
: 1087 | 2.66086 2.32924 0.0203191 0.00178601 43166 4
: 1088 | 2.56906 2.76867 0.0202859 0.00177649 43221.3 5
: 1089 | 2.42646 2.30085 0.0229989 0.00447955 43198 6
: 1090 | 2.4683 2.49114 0.0202944 0.00178244 43215.3 7
: 1091 | 2.52832 2.65875 0.0202643 0.00178559 43293.1 8
: 1092 | 2.53824 2.31726 0.0202666 0.00178448 43285.2 9
: 1093 | 2.47546 2.17709 0.0202973 0.0017835 43211.1 10
: 1094 | 2.49278 2.15983 0.0202957 0.00178647 43221.7 11
: 1095 | 2.31487 2.42276 0.0203278 0.00179926 43176.6 12
: 1096 | 2.22635 2.22701 0.0203134 0.00179728 43205.6 13
: 1097 | 2.2767 2.18491 0.0203024 0.001798 43232.9 14
: 1098 | 2.51387 2.57624 0.0202752 0.0017932 43285.4 15
: 1099 | 2.40569 2.30488 0.0202927 0.00180117 43263 16
: 1100 | 2.44365 2.16731 0.0202945 0.00179888 43253.4 17
: 1101 Minimum Test error found - save the configuration
: 1101 | 2.2543 1.9509 0.0203567 0.00186254 43256.9 0
: 1102 | 2.29676 2.38914 0.0203164 0.00178147 43161.8 1
: 1103 | 2.3058 2.1929 0.0202603 0.00178263 43295.6 2
: 1104 Minimum Test error found - save the configuration
: 1104 | 2.25069 1.89461 0.0203864 0.00185935 43180 0
: 1105 | 2.22958 2.62634 0.0203534 0.00179045 43096.6 1
: 1106 | 2.39692 2.3006 0.0203355 0.00179014 43137.4 2
: 1107 | 2.43014 1.9743 0.0203078 0.00179328 43209.5 3
: 1108 | 2.25416 2.43793 0.0203259 0.00180061 43184.1 4
: 1109 | 2.36815 1.96808 0.0203142 0.00181268 43239.7 5
: 1110 | 2.23509 2.19537 0.0202916 0.00178931 43237.8 6
: 1111 | 2.34371 2.40726 0.0203288 0.00180128 43179.1 7
: 1112 | 2.49797 2.21081 0.0202885 0.00179015 43247 8
: 1113 | 2.45167 2.1035 0.0203145 0.00177859 43159.5 9
: 1114 | 2.21669 2.21129 0.020296 0.00178662 43221.4 10
: 1115 | 2.26924 1.9671 0.0202837 0.00178517 43246.6 11
: 1116 | 2.5112 2.3684 0.0202859 0.00177645 43221.2 12
: 1117 | 2.52562 2.17947 0.0202985 0.00178712 43216.6 13
: 1118 | 2.57866 2.61394 0.0202828 0.00178597 43250.7 14
: 1119 | 2.49804 2.04516 0.0203198 0.00180696 43213.4 15
: 1120 | 2.32389 2.41891 0.0203554 0.00180094 43116.3 16
: 1121 | 2.28154 2.54969 0.0203264 0.00179817 43177.4 17
: 1122 Minimum Test error found - save the configuration
: 1122 | 2.18627 1.87649 0.0203709 0.00186629 43232.5 0
: 1123 | 2.1529 1.95036 0.0202998 0.00179813 43239.2 1
: 1124 | 2.11426 2.10895 0.0203138 0.00178652 43179.5 2
: 1125 | 2.17098 2.05449 0.0204422 0.00178992 42890.3 3
: 1126 | 2.06583 2.12621 0.0203186 0.00178753 43170.7 4
: 1127 | 2.25573 2.17931 0.020278 0.00178276 43254.4 5
: 1128 | 2.37174 1.95804 0.0202921 0.00178177 43219 6
: 1129 Minimum Test error found - save the configuration
: 1129 | 2.24489 1.69076 0.0203479 0.00185214 43253.2 0
: 1130 | 2.17576 2.14599 0.0202797 0.00179432 43277.4 1
: 1131 | 2.07784 1.70634 0.0202615 0.00178499 43298.1 2
: 1132 | 2.04658 1.77053 0.0202709 0.00179217 43293 3
: 1133 | 2.26761 1.97036 0.0202867 0.00179159 43254.8 4
: 1134 | 2.42774 2.5767 0.0202769 0.00178483 43261.9 5
: 1135 | 2.39453 2.00212 0.0202978 0.00179383 43233.9 6
: 1136 | 2.36052 2.09711 0.020264 0.00178258 43286.6 7
: 1137 | 2.39598 2.04018 0.0202695 0.00178412 43277.4 8
: 1138 | 2.2423 2.03418 0.0202895 0.00178283 43227.8 9
: 1139 | 2.25004 1.74515 0.0202598 0.00178287 43297.1 10
: 1140 | 2.27315 2.06203 0.020268 0.00178086 43273.3 11
: 1141 | 2.32605 2.04371 0.020274 0.00177581 43247.6 12
: 1142 | 2.26082 1.83914 0.0202779 0.0017841 43257.8 13
: 1143 | 2.07895 1.95867 0.0202661 0.00178326 43283.4 14
: 1144 | 2.03921 1.71019 0.0202836 0.00179819 43277.3 15
: 1145 Minimum Test error found - save the configuration
: 1145 | 2.10425 1.64125 0.020385 0.00186596 43198.7 0
: 1146 | 1.99414 1.7386 0.0203051 0.0018029 43238 1
: 1147 | 2.27208 1.6461 0.0203091 0.00178789 43193.8 2
: 1148 | 2.04103 1.66049 0.0202702 0.0017932 43297.2 3
: 1149 | 2.18132 1.70857 0.0202611 0.00178391 43296.6 4
: 1150 | 1.99239 1.80911 0.0202599 0.00178233 43295.8 5
: 1151 | 2.07548 1.72395 0.0203136 0.00178562 43177.8 6
: 1152 Minimum Test error found - save the configuration
: 1152 | 2.12145 1.64069 0.0203368 0.00184834 43270.3 0
: 1153 | 1.92699 1.74548 0.0202755 0.0017835 43261.9 1
: 1154 Minimum Test error found - save the configuration
: 1154 | 1.91832 1.60102 0.0203399 0.00183906 43241.3 0
: 1155 | 1.94809 1.72905 0.0202605 0.00178297 43295.8 1
: 1156 Minimum Test error found - save the configuration
: 1156 | 1.86784 1.51785 0.0203318 0.0018507 43287.4 0
: 1157 | 1.96516 2.33823 0.0202715 0.00178605 43277.2 1
: 1158 Minimum Test error found - save the configuration
: 1158 | 2.10869 1.49209 0.0203432 0.00185133 43262.3 0
: 1159 | 1.94332 1.68668 0.0202725 0.00179261 43290.2 1
: 1160 | 1.94137 2.32299 0.0202804 0.00178615 43256.8 2
: 1161 | 2.11295 2.31932 0.0202804 0.0017936 43274.2 3
: 1162 | 2.18656 1.80334 0.0202683 0.00178444 43280.9 4
: 1163 | 2.1548 2.11412 0.0202927 0.00178494 43225.2 5
: 1164 | 2.27882 2.39145 0.0203025 0.00178398 43200 6
: 1165 | 2.46972 2.37289 0.0202586 0.0017832 43300.8 7
: 1166 | 2.24771 1.94793 0.020269 0.00178288 43275.7 8
: 1167 | 2.13866 1.84791 0.0202642 0.0017734 43264.7 9
: 1168 | 1.93234 1.52872 0.0202881 0.00178415 43234 10
: 1169 | 1.84682 1.73944 0.020312 0.00178669 43184.2 11
: 1170 Minimum Test error found - save the configuration
: 1170 | 1.93779 1.45052 0.0203715 0.00187292 43246.7 0
: 1171 | 1.98266 1.64563 0.0203544 0.00182 43162.9 1
: 1172 | 1.92605 1.6549 0.0202807 0.00179355 43273.3 2
: 1173 | 2.01655 1.85351 0.0202656 0.00178622 43291.4 3
: 1174 | 1.92039 1.88342 0.0202996 0.00179324 43228.5 4
: 1175 | 1.89166 1.89948 0.0202781 0.00178434 43257.8 5
: 1176 | 2.01436 1.68941 0.0202999 0.00178426 43206.7 6
: 1177 Minimum Test error found - save the configuration
: 1177 | 1.89669 1.44348 0.0203497 0.00184858 43240.6 0
: 1178 | 2.01836 1.71844 0.0202913 0.0017869 43232.9 1
: 1179 | 2.04997 1.80758 0.0202763 0.0017867 43267.5 2
: 1180 | 2.06002 1.57644 0.020316 0.00178596 43173.2 3
: 1181 Minimum Test error found - save the configuration
: 1181 | 1.85982 1.41435 0.0203605 0.00185425 43228.7 0
: 1182 | 1.78989 1.54101 0.0202921 0.00179467 43249.2 1
: 1183 | 1.92742 1.78329 0.0202666 0.0017912 43300.9 2
: 1184 | 2.09116 1.91099 0.0202997 0.0017928 43227.2 3
: 1185 | 2.08851 2.16619 0.0202741 0.00179365 43289 4
: 1186 | 2.0238 1.64148 0.0202791 0.00178491 43256.8 5
: 1187 | 1.73958 1.59732 0.0202934 0.00179984 43258.4 6
: 1188 | 2.05311 1.81885 0.0202843 0.00178433 43243.2 7
: 1189 | 2.00807 1.69902 0.0202722 0.00177662 43253.7 8
: 1190 | 2.09165 1.79269 0.0202967 0.00178739 43221.4 9
: 1191 | 1.88244 1.60782 0.0202911 0.00178427 43227.2 10
: 1192 | 1.92118 1.4772 0.0203015 0.00178433 43203 11
: 1193 | 1.89234 1.58659 0.020302 0.00178679 43207.8 12
: 1194 | 1.7667 1.6103 0.0202799 0.00178473 43254.5 13
: 1195 | 1.88938 1.97028 0.0202875 0.00179588 43262.8 14
: 1196 | 1.94581 1.77952 0.0203051 0.00179487 43219.3 15
: 1197 | 1.84421 1.55883 0.0203146 0.00179732 43202.8 16
: 1198 | 1.95653 2.31594 0.0203006 0.0017944 43228.9 17
: 1199 | 2.21383 2.38851 0.0202911 0.00178827 43236.5 18
: 1200 | 2.29562 1.90062 0.0202747 0.00179357 43287.4 19
: 1201 | 2.01953 1.68106 0.020275 0.00178445 43265.3 20
: 1202 | 1.85558 1.66808 0.0202839 0.0017751 43222.8 21
:
: Elapsed time for training with 1000 events: 24.5 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: 0.0261 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: 1.56 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.332 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= 3.69841e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.28248e+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: 0.074 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: 0.0907 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: 0.00352 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: 0.231 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: 2.02 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: 0.0442 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00592 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: 0.092 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.00589 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000821 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.231 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0261 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: 2.03 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.234 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 : -0.0267 -0.0489 1.42 1.14 | 3.291 3.297
: 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 : -0.0605 -0.0829 1.27 1.01 | 3.346 3.353
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
unsigned int UInt_t
Definition: RtypesCore.h:46
double Double_t
Definition: RtypesCore.h:59
#define gROOT
Definition: TROOT.h:404
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
int main(int argc, char *argv[])
Definition: cef_main.cxx:54
A specialized string object used for TTree selections.
Definition: TCut.h:25
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:4011
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:889
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:524
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:563
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:632
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:512
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition: DataLoader.cxx:485
This is the main MVA steering class.
Definition: Factory.h:80
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
static Tools & Instance()
Definition: Tools.cxx:71
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1199
@ kFDA
Definition: Types.h:92
@ kBDT
Definition: Types.h:86
@ kPDERS
Definition: Types.h:80
@ kPDEFoam
Definition: Types.h:94
@ kSVM
Definition: Types.h:89
@ kKNN
Definition: Types.h:83
@ kMLP
Definition: Types.h:90
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
Basic string class.
Definition: TString.h:136
Bool_t IsNull() const
Definition: TString.h:407
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition: TSystem.cxx:1296
A TTree represents a columnar dataset.
Definition: TTree.h:79
create variable transformations
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Tools & gTools()
Author
Andreas Hoecker

Definition in file TMVARegression.C.