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TMVARegression.C File Reference

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.601 sec
: Elapsed time for training with 1000 events: 0.608 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0066 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00135 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00917 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.00036 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00199 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 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 | 34760.2 33058.2 0.0194916 0.00178821 45189 0
: 2 Minimum Test error found - save the configuration
: 2 | 34218.9 32444.5 0.0196299 0.00177624 44808.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 33565.1 31717.6 0.0200209 0.00181771 43948.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 32855.7 30977.8 0.0199204 0.00179368 44133.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 32056.1 30142.6 0.0199542 0.00180097 44069.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 31101.9 29259.5 0.019919 0.00181469 44188.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 30337.3 28708.4 0.0197654 0.00175916 44429 0
: 8 Minimum Test error found - save the configuration
: 8 | 29862.5 28323.6 0.0198507 0.00177587 44260.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 29499.2 27986.2 0.019751 0.00178055 44517.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 29169 27675.8 0.0197324 0.00177103 44540.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 28861 27382.9 0.0200365 0.00177765 43814.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 28564 27106.9 0.0197355 0.00176921 44527.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 28286.1 26833.8 0.0198888 0.00183388 44309.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 28010.6 26571 0.0197291 0.00177206 44550.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 27741.7 26318.7 0.0197755 0.00179572 44494.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 27485.7 26065.7 0.019783 0.00177816 44432.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 27232.2 25816.8 0.0197119 0.00176467 44575.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 26979 25578.7 0.0198943 0.00188572 44423.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 26736 25342 0.019781 0.00179118 44469.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 26498.2 25106 0.0197334 0.00177297 44542.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 26256.8 24880.9 0.0197461 0.00178158 44532.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 26026.1 24655.7 0.0197433 0.00176406 44495.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 25797.3 24432.8 0.0198498 0.00177682 44265 0
: 24 Minimum Test error found - save the configuration
: 24 | 25570.5 24213.5 0.0198266 0.00180161 44382.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 25348.2 23995.9 0.0197944 0.00178019 44409.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 25128.9 23779.9 0.0198316 0.00177298 44300.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 24909.6 23569.6 0.0198158 0.00179802 44400.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 24694 23363 0.0199115 0.00180949 44193.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 24481.9 23158.7 0.0198251 0.00176871 44305.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 24274 22954.1 0.019789 0.00178358 44431 0
: 31 Minimum Test error found - save the configuration
: 31 | 24067 22751.8 0.0197898 0.00177889 44417.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 23860.8 22553.8 0.0197898 0.00177362 44404.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 23658.7 22357.5 0.019917 0.00182192 44210.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 23458.6 22163.2 0.0198443 0.00178146 44289.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 23261 21970.3 0.0197799 0.00176495 44407.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 23065.3 21779.5 0.0198346 0.00180454 44370.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 22869.1 21594.5 0.0198255 0.00178853 44353.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 22682.7 21403.7 0.019893 0.00183194 44294.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 22489.5 21220.4 0.019882 0.00180723 44260.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 22299.3 21043 0.0198343 0.00179829 44355.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22117.5 20861.2 0.0198059 0.00177586 44370.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 21934.1 20680.8 0.0198052 0.00178189 44387 0
: 43 Minimum Test error found - save the configuration
: 43 | 21750.4 20505 0.0199454 0.00191247 44363.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 21570.7 20330.4 0.020002 0.00183667 44039.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 21393.4 20156.4 0.0198248 0.00178783 44353.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 21216.3 19985.5 0.0199206 0.0018268 44214.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 21041.8 19816.2 0.0198233 0.00178423 44348.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 20868.7 19648.9 0.0198767 0.00183892 44351.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 20699.7 19480.4 0.0199106 0.00178642 44139.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20528.1 19317.2 0.0198197 0.00178341 44355 0
: 51 Minimum Test error found - save the configuration
: 51 | 20359.6 19157 0.0198419 0.00177335 44275.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 20196.1 18994.3 0.0198474 0.00178491 44290.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 20030.9 18834.5 0.0202868 0.00181413 43307.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 19868.6 18675.4 0.0199292 0.00179481 44115 0
: 55 Minimum Test error found - save the configuration
: 55 | 19707.8 18516 0.019843 0.00177975 44288.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 19542.8 18359.2 0.0198383 0.0017849 44313.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 19379.8 18184.7 0.0201671 0.00178505 43520.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 19217.1 18025.4 0.0198745 0.00177536 44200.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 19068.4 17878.5 0.0200982 0.00178476 43683.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 18911.2 17734.3 0.0198953 0.00177677 44153.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 18748.1 17567.1 0.0199013 0.00178773 44165.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 18592 17409 0.019936 0.0017937 44095.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 18436.6 17268.6 0.0199331 0.00179775 44112.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 18279.7 17109.8 0.0200224 0.00180031 43902.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 18126.2 16959.8 0.01998 0.00179495 43992.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 17975.4 16809.6 0.0199608 0.00179626 44041.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 17823.3 16663.3 0.0200012 0.00181738 43995.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 17671.3 16517.6 0.0200417 0.00180535 43868.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 17523.5 16373.2 0.020012 0.00179887 43924.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 17376 16230 0.0200345 0.00180691 43889.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 17230 16087.2 0.020017 0.00180738 43932.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 17084.8 15947.1 0.0200089 0.00179837 43930.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 16939.6 15809 0.0200414 0.00183977 43952.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 16796.9 15672.2 0.0202867 0.00181301 43304.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 16656.9 15533.9 0.0199969 0.00180466 43974.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 16515.9 15396.4 0.0200169 0.00180464 43926.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 16375.7 15261.4 0.0200101 0.00180907 43953.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 16238.6 15126.6 0.0200526 0.00183344 43909.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 16102.2 14992.4 0.0202151 0.00182135 43492.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 15966.2 14858.9 0.0200246 0.00180931 43919.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 15831 14728.5 0.0200307 0.00180855 43902.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 15696 14602.7 0.0200309 0.00180884 43902.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 15568.3 14469.8 0.0201452 0.00186532 43764 0
: 84 Minimum Test error found - save the configuration
: 84 | 15434.5 14343.6 0.0200451 0.00181416 43881.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 15306.1 14216.2 0.0200381 0.00180353 43872.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15179 14089 0.0200627 0.00182141 43856.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 15048.8 13966.9 0.0200566 0.00180927 43842 0
: 88 Minimum Test error found - save the configuration
: 88 | 14924.3 13843.9 0.0201511 0.00185433 43723.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 14799.8 13722.2 0.0201595 0.001831 43647.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 14674.6 13602.7 0.0200453 0.00181 43870.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 14552.7 13483.4 0.020052 0.00181165 43858.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 14432.7 13362.7 0.020078 0.00181205 43797.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 14310.7 13245.6 0.0200507 0.00180993 43857.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 14192.3 13127.6 0.0201279 0.00185187 43773.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 14074.5 13010.5 0.0200622 0.00180542 43819.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 13954.7 12898.2 0.0200992 0.00180019 43718.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 13838.5 12786.4 0.0201186 0.00180926 43693.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 13726.3 12670.9 0.0200701 0.0018088 43808.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 13610.3 12559.6 0.0201474 0.00180931 43625 0
: 100 Minimum Test error found - save the configuration
: 100 | 13497.8 12447.7 0.0201067 0.00181746 43741.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 13385.4 12337.3 0.0203668 0.00181476 43122 0
: 102 Minimum Test error found - save the configuration
: 102 | 13273.6 12228.6 0.0200754 0.00180116 43777.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 13163.6 12120.5 0.0201837 0.00188179 43711.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 13053.4 12014.7 0.0200777 0.00180801 43788.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 12946.7 11907.2 0.0200761 0.00180698 43789.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 12837.5 11803.1 0.0200794 0.00180915 43786.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 12732.3 11697.8 0.0200842 0.00180731 43771.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 12626 11594.6 0.0201563 0.00181198 43610.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 12521.9 11491.2 0.0201246 0.00182284 43711.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 12416.6 11390.9 0.0201572 0.00182939 43649.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 12314.7 11289.7 0.0201277 0.00182202 43702.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 12213.2 11188.6 0.0200825 0.00181215 43786.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 12111.4 11089.4 0.0201399 0.00181692 43661 0
: 114 Minimum Test error found - save the configuration
: 114 | 12011.6 10990.3 0.0202119 0.00184805 43563.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 11911.2 10893.4 0.0201026 0.00181812 43752.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 11814.8 10794.2 0.0200942 0.0018145 43764.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 11714.3 10700 0.0200933 0.00180793 43750.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 11618.7 10604.5 0.0202219 0.00182177 43477.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 11523.1 10509.2 0.0201542 0.00181719 43627.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 11426.6 10416.6 0.0201373 0.00182313 43682 0
: 121 Minimum Test error found - save the configuration
: 121 | 11332 10325 0.0201026 0.00182259 43763.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11239.5 10232.6 0.0201563 0.00181659 43621.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 11147.3 10139.8 0.0201365 0.00181583 43666.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 11053.6 10050.3 0.020199 0.0018141 43514 0
: 125 Minimum Test error found - save the configuration
: 125 | 10962.6 9961.29 0.0201282 0.0018095 43671.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 10872.6 9872.05 0.0201003 0.00180887 43736.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10783.1 9783.15 0.0201389 0.00181897 43668.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 10694 9695.2 0.0202577 0.00183866 43433.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 10605.6 9608.64 0.0201891 0.00181848 43547.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 10518.7 9521.25 0.0201471 0.00181103 43629.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 10432.4 9434.31 0.0201073 0.00180972 43721.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 10345.4 9349.67 0.0201072 0.00180834 43718.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 10260.1 9265.83 0.0201427 0.0018284 43681.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 10175.5 9182.79 0.0202734 0.00183937 43397.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 10092.5 9099.22 0.0201598 0.00181906 43618.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 10008.5 9017.72 0.0201475 0.00181763 43644.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 9924.83 8939.05 0.0201289 0.00182398 43704.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 9846.46 8855.5 0.0202602 0.00184953 43453.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 9763.62 8775.57 0.0202521 0.00184332 43457.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 9683.93 8695.24 0.0201659 0.00183238 43636 0
: 141 Minimum Test error found - save the configuration
: 141 | 9602.77 8617.93 0.0202706 0.00184184 43410.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 9524.42 8540.2 0.0201557 0.00182702 43647.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 9445.35 8464.38 0.0201751 0.00184049 43633.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9369.31 8386.53 0.0202355 0.00184816 43508.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 9292.35 8309.19 0.0202049 0.00182803 43532.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 9215.58 8233.1 0.0204644 0.00183915 42952.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 9138.66 8159.56 0.020597 0.00185535 42685.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 9065 8084.26 0.0203434 0.00184468 43246.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 8991.03 8009.09 0.0201373 0.00181221 43656.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 8915.3 7937.23 0.0201474 0.00181298 43633.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 8842.49 7865.48 0.0201389 0.00180377 43632.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 8770.94 7792.32 0.0201802 0.00181739 43566.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 8698.12 7721.16 0.0202084 0.00183754 43547.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 8625.67 7652.2 0.0202919 0.00186097 43405.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8557.41 7579.79 0.0202139 0.00181656 43484.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8485.49 7510.6 0.0201682 0.00182252 43607 0
: 157 Minimum Test error found - save the configuration
: 157 | 8415.7 7442.27 0.0201534 0.0018236 43644.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 8347.21 7373.64 0.0201697 0.00184372 43653.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 8278.37 7306.06 0.0202809 0.00183707 43374.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 8211.7 7237.04 0.0201842 0.00182078 43564.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8142.78 7171.07 0.0201884 0.00181924 43551.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 8077.06 7103.98 0.020131 0.00181324 43673.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 8008.92 7040.52 0.0202 0.00181585 43515.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 7944.81 6975.13 0.0201449 0.00181492 43644.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 7879.36 6910.71 0.0201468 0.00181237 43633.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 7815.61 6845.72 0.0201606 0.00180712 43588.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7750.78 6782.46 0.0201541 0.00181164 43614.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 7687.25 6719.83 0.0201999 0.00181741 43519.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 7625.82 6655.38 0.0201772 0.00183188 43607.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 7561.61 6594.21 0.0202489 0.00182594 43424.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7501.1 6531.55 0.0201666 0.00180895 43578.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7437.44 6473.04 0.0202098 0.00185367 43582.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7377.7 6413.13 0.0201824 0.00182312 43574.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 7317.68 6353.08 0.0202458 0.00182716 43434.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 7258.08 6293.06 0.0201508 0.00181908 43640.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 7198.85 6233.31 0.0201832 0.00181572 43555.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7139 6175.65 0.0202032 0.00183665 43557.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 7081.71 6116.87 0.0201917 0.00182235 43550.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 7023.2 6059.51 0.0202456 0.00182756 43435.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 6966.73 6001 0.0202917 0.00185638 43394.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 6907.82 5946.22 0.0201426 0.00181285 43644.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 6852.45 5890.11 0.0201827 0.00183042 43591.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 6796.66 5834.05 0.0202503 0.00182834 43426.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 6740.7 5779.13 0.0203594 0.00184329 43205.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 6686.51 5723.37 0.0201742 0.00181579 43576.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 6630.61 5670.09 0.0201653 0.00181452 43594.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 6577.35 5616.11 0.0201923 0.00181488 43531.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6522.9 5563.38 0.0201768 0.00181752 43574.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 6469.64 5511.52 0.0202401 0.00180999 43407.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 6418.21 5457.5 0.0204686 0.00183203 42926.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6364.7 5405.82 0.0201593 0.00182092 43624.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 6312.79 5354.51 0.0202568 0.00192298 43635.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 6262.54 5301.85 0.0201701 0.00182066 43598 0
: 194 Minimum Test error found - save the configuration
: 194 | 6208.69 5253.93 0.0202351 0.00182868 43463 0
: 195 Minimum Test error found - save the configuration
: 195 | 6160.43 5202.39 0.0201581 0.00182271 43631.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 6109.11 5152.97 0.0201943 0.00182728 43556.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6059.79 5103.17 0.0202085 0.00185716 43593.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6008.65 5057.07 0.0202087 0.00181818 43500.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 5961.36 5007.98 0.0202112 0.00181676 43491.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 5913.75 4957.71 0.0201658 0.00181635 43598 0
: 201 Minimum Test error found - save the configuration
: 201 | 5863.74 4911.08 0.0201923 0.00181868 43540.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 5816.49 4863.78 0.0201978 0.00181057 43508.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 5768.86 4817.12 0.0201894 0.00181643 43542.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5722.46 4769.81 0.0201643 0.00181534 43599.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 5674.7 4724.61 0.0201645 0.00181542 43598.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 5628.37 4679.8 0.0202098 0.00182016 43502.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 5583.84 4633.4 0.0202864 0.00181275 43304.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5537.37 4588.86 0.0202171 0.00182948 43507.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 5491.94 4544.96 0.0202123 0.00184262 43550.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 5447.77 4500.38 0.0201771 0.00182169 43583.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5402.36 4457.61 0.0201608 0.00182087 43620.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 5358.31 4415.11 0.0202561 0.00182808 43412.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5315.65 4371.63 0.0201813 0.00182837 43589.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 5271.56 4329.44 0.0201985 0.00182306 43536.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 5228.67 4286.97 0.0201661 0.00182326 43613.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5186.58 4244.15 0.0201693 0.00182336 43606.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 5143.42 4202.59 0.0201732 0.00180865 43562.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 5100.62 4162.77 0.0201975 0.00181811 43527 0
: 219 Minimum Test error found - save the configuration
: 219 | 5060.42 4120.92 0.0201918 0.00181722 43538.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 5017.84 4081.64 0.0201687 0.00181413 43585.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4977.27 4041.62 0.0201736 0.00181479 43575.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4936.63 4002.08 0.0202204 0.00181244 43459.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4896.32 3962.49 0.020183 0.00181521 43554.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 4856.61 3923.08 0.0201746 0.00181502 43574 0
: 225 Minimum Test error found - save the configuration
: 225 | 4816.34 3885.07 0.0201727 0.00181618 43581.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 4777.85 3845.85 0.0201863 0.00182898 43579.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 4737.16 3809.1 0.0202715 0.00183829 43399.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 4698.16 3772.85 0.0201883 0.00182343 43561.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 4660.93 3734.91 0.0201715 0.00182257 43599.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 4622.67 3697.58 0.02022 0.0018291 43499.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 4584.71 3660.71 0.020178 0.0018158 43567.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 4546.74 3624.74 0.0202313 0.00182347 43459.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 4509.73 3588.45 0.0201776 0.00182415 43588.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 4473.02 3552.45 0.0202112 0.00182518 43511.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4435.92 3517.15 0.020447 0.00181457 42936 0
: 236 Minimum Test error found - save the configuration
: 236 | 4399.84 3482.09 0.0201837 0.00181595 43554.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 4363.46 3447.35 0.020213 0.00181811 43490.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 4327.51 3413.07 0.0201791 0.00181779 43569.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 4291.02 3380.73 0.0206012 0.00220154 43479.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 4257.56 3345.67 0.0201929 0.00181757 43536.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 4222.4 3311.16 0.020237 0.0018481 43504.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 4186.02 3279.72 0.0202354 0.00181161 43422 0
: 243 Minimum Test error found - save the configuration
: 243 | 4152.44 3246.92 0.0202254 0.00182458 43476.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 4118.32 3214.64 0.0202125 0.00182567 43509.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4085.96 3180.36 0.0201844 0.00182403 43572.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 4050.84 3148.95 0.0202173 0.00185824 43575.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 4017.84 3117.37 0.0202487 0.00182581 43424.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3984.24 3086.26 0.0201951 0.00183234 43566.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3951.79 3055.13 0.0201866 0.00182474 43568.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3919.17 3024.38 0.0202076 0.00183157 43535.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3886.13 2995.19 0.020196 0.00182299 43542.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3855.18 2964.09 0.020297 0.00182543 43309.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3823.67 2933.14 0.020202 0.00185154 43595.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 3791.33 2903.54 0.0202937 0.00182321 43312.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 3759.72 2874.8 0.0201865 0.00181032 43534.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 3730.05 2845.14 0.0202465 0.00181863 43412.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 3698.37 2816.7 0.020261 0.00183148 43408.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 3667.83 2787.96 0.0202045 0.00182131 43518.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 3637.65 2759.36 0.0202113 0.00181233 43480.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3607.63 2730.88 0.0201864 0.0018174 43551.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 3576.92 2703.72 0.0201833 0.0018249 43576.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 3547.86 2676.14 0.0202408 0.00183442 43463.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 3518.93 2648.27 0.0202398 0.0018299 43455 0
: 264 Minimum Test error found - save the configuration
: 264 | 3488.78 2621.89 0.0201874 0.00181737 43549.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 3460.24 2595.37 0.0202025 0.00182644 43535 0
: 266 Minimum Test error found - save the configuration
: 266 | 3431.86 2568.44 0.0201777 0.00182388 43587.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 3403.09 2542.08 0.0201774 0.00182501 43591 0
: 268 Minimum Test error found - save the configuration
: 268 | 3375.62 2514.93 0.0201765 0.00182537 43593.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 3346.66 2489.37 0.0202153 0.00181165 43469.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 3318.9 2463.79 0.0202072 0.00183455 43542.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 3291.4 2438.09 0.0201683 0.00181779 43595.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 3263.25 2413.83 0.0202348 0.00181821 43439.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 3236.78 2388.63 0.0201744 0.00181566 43576 0
: 274 Minimum Test error found - save the configuration
: 274 | 3209.72 2363.72 0.0202703 0.00181983 43359.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 3183.19 2338.87 0.0201816 0.00181628 43560.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 3155.55 2315.45 0.0202082 0.00184253 43559.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 3129.92 2290.97 0.0203552 0.00182783 43179.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 3103.09 2267.59 0.0202035 0.00182292 43524.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 3077.85 2243.14 0.0204166 0.00202959 43509 0
: 280 Minimum Test error found - save the configuration
: 280 | 3051.33 2220.1 0.0202692 0.00183442 43396.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 3026.08 2196.61 0.0203038 0.00185533 43364 0
: 282 Minimum Test error found - save the configuration
: 282 | 3000.41 2173.69 0.0202352 0.00182746 43460 0
: 283 Minimum Test error found - save the configuration
: 283 | 2975.03 2150.85 0.0201789 0.00182456 43586.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2949.88 2128.5 0.0202832 0.00182953 43351.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2925.02 2106.19 0.0201852 0.00181073 43538.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2900.97 2083.28 0.0201896 0.00181914 43548.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2875.55 2062.02 0.0202102 0.00182177 43505.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2851.68 2040.56 0.0201875 0.00181826 43551.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2828.19 2018.09 0.020209 0.001814 43490.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2804.33 1996.11 0.0202374 0.00183951 43483.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2779.89 1975.68 0.0202732 0.00190354 43550.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2755.96 1954.57 0.0201803 0.00181836 43568.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2732.71 1933.56 0.0201781 0.00181746 43571.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2709.71 1912.46 0.0202071 0.00181419 43495.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2685.95 1892.64 0.0202057 0.00182235 43517.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2664 1871.69 0.0202841 0.00183164 43354.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2640.38 1852.21 0.0202439 0.00185426 43502.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2618.16 1832.53 0.0201995 0.00181943 43525.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 2596.65 1811.75 0.0202491 0.00183273 43439.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 2573.46 1792.52 0.020184 0.00182301 43570.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 2550.82 1774.47 0.0203108 0.0019015 43456.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 2530.22 1754.42 0.0201794 0.0018134 43558.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 2508.65 1734.68 0.0201912 0.00181946 43545.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 2486.1 1716.53 0.0203135 0.00182596 43272.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 2465.47 1697.55 0.0201908 0.00182006 43547.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 2444.17 1678.95 0.0202853 0.00181815 43320.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 2423.06 1660.87 0.0202002 0.00181835 43521.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 2401.71 1643.08 0.0201835 0.00181774 43559.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 2381.33 1625.49 0.0201851 0.00181833 43556.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 2360.83 1607.58 0.0201666 0.00181676 43597.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 2340.89 1589.46 0.0201878 0.00181097 43533.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 2320.26 1572.04 0.020213 0.00182389 43504 0
: 313 Minimum Test error found - save the configuration
: 313 | 2300.29 1554.87 0.0202143 0.0018264 43506.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 2281.2 1536.6 0.0202544 0.00182816 43416.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 2259.63 1520.74 0.0201886 0.00182456 43563.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 2240.85 1503.99 0.0201834 0.00182401 43574.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 2221.8 1487.1 0.0201751 0.0018214 43588 0
: 318 Minimum Test error found - save the configuration
: 318 | 2201.82 1471.03 0.0201864 0.00182515 43570.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 2183.51 1454.28 0.0202005 0.00182499 43536.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 2163.88 1438.2 0.0201903 0.00182183 43552.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2144.64 1422.88 0.0203278 0.00182068 43226.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2126.56 1406.77 0.0201969 0.00182131 43536.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 2107.62 1391.09 0.0201896 0.00181914 43548.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 2089.47 1376.09 0.0205303 0.00182477 42768.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 2070.88 1360.97 0.0202192 0.00184179 43531.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 2053.19 1345.51 0.020304 0.00182104 43283.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 2035.14 1330.11 0.0202331 0.00182146 43450.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 2017.13 1314.95 0.0202492 0.0018326 43439 0
: 329 Minimum Test error found - save the configuration
: 329 | 1998.74 1300.64 0.0202657 0.00182906 43391.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1981.41 1286.26 0.0201848 0.00182418 43571.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1964.46 1271.15 0.0202922 0.00182396 43317.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1946.52 1257.45 0.020586 0.00186219 42726.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1929.92 1242.69 0.0201935 0.00182633 43555.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1912.19 1229.31 0.0201984 0.00181293 43512.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1896.03 1215.41 0.0201791 0.00181706 43568.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1878.84 1201.59 0.0202519 0.00182045 43404 0
: 337 Minimum Test error found - save the configuration
: 337 | 1862.49 1187.64 0.020208 0.00181967 43505.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1845.2 1174.61 0.0201819 0.00181633 43559.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1828.73 1161.79 0.0201868 0.00180955 43532 0
: 340 Minimum Test error found - save the configuration
: 340 | 1812.92 1148.47 0.0201763 0.00181704 43574.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1796.62 1135.35 0.0202404 0.00182129 43433.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1780.81 1122.38 0.0202089 0.00182054 43505.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1764.91 1109.48 0.0201851 0.00181152 43540.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1748.37 1097.67 0.0202328 0.00182488 43459.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1733.46 1085.06 0.0201813 0.00182482 43581.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1717.73 1072.55 0.0201822 0.00182575 43581.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1702.7 1059.96 0.0201818 0.0018239 43577.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1686.75 1048.14 0.0202527 0.00182608 43415.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1671.4 1036.81 0.0202426 0.00182789 43443.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1656.43 1025.39 0.020221 0.00183029 43500.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1642.6 1012.93 0.0201978 0.00183871 43575.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1626.95 1002.31 0.020195 0.00182031 43538 0
: 353 Minimum Test error found - save the configuration
: 353 | 1612.51 989.906 0.0201791 0.00181901 43572.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1597.23 978.835 0.0202218 0.00182002 43474 0
: 355 Minimum Test error found - save the configuration
: 355 | 1582.54 968.386 0.0201826 0.00181815 43562.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1568.63 957.154 0.0202189 0.00182014 43481.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1554.64 945.949 0.0201818 0.00181134 43548.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1540.47 934.948 0.0201784 0.00181635 43568.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1526.53 924.411 0.0202888 0.00182259 43322.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1511.61 913.822 0.0201754 0.0018182 43579.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1498.27 903.61 0.0202717 0.00181312 43340.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1484.39 893.462 0.0201941 0.00181766 43534 0
: 363 Minimum Test error found - save the configuration
: 363 | 1471.12 882.985 0.020177 0.00182358 43588.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1457.42 872.8 0.0202116 0.00182537 43510.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1443.65 863.133 0.0201673 0.00182319 43610.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1430.67 853.281 0.020237 0.00181947 43436.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1417.56 843.385 0.020249 0.00182751 43427.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1404.52 833.412 0.0204763 0.00182857 42900.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1390.92 824.081 0.0202444 0.00181542 43409.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1378.4 814.634 0.020238 0.00182358 43444.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1365.42 806.03 0.0203629 0.00184679 43205.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 1352.8 796.628 0.0201744 0.00181772 43580.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 1340.92 787.463 0.0202014 0.00181259 43504.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 1327.77 778.696 0.0202475 0.00182133 43416.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 1315.88 769.257 0.020212 0.00184873 43565.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 1303.13 761.143 0.0201777 0.00181646 43570 0
: 377 Minimum Test error found - save the configuration
: 377 | 1291.39 751.861 0.0201463 0.00181681 43645.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1278.69 743.552 0.0201713 0.00180876 43566.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 1266.9 735.145 0.0202541 0.00182976 43420.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 1254.89 727.124 0.0201772 0.00182208 43584.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 1243.2 718.632 0.0201953 0.00182558 43549.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 1231.58 710.313 0.0201993 0.00182477 43538.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 1220.35 702.343 0.0201983 0.00181983 43529.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 1208.7 694.432 0.0202163 0.00182775 43505.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 1197.21 686.645 0.0201856 0.00182275 43566.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 1186.23 678.436 0.0201787 0.0018244 43586.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 1174.76 670.491 0.0202027 0.00182546 43532.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 1163.13 663.718 0.0201769 0.00181049 43557.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 1152.44 656.574 0.0202119 0.00185161 43572.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 1141.71 648.641 0.0203089 0.00184273 43322.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 1130.4 641.214 0.020344 0.00184271 43240.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 1119.64 634.033 0.0202744 0.00182694 43366.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 1109.43 626.431 0.020185 0.00181655 43552.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 1098.23 619.985 0.0202568 0.00181986 43391 0
: 395 Minimum Test error found - save the configuration
: 395 | 1087.74 613.002 0.0202124 0.00181017 43472.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 1077.69 605.851 0.0202533 0.00182444 43410.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 1067.03 599.186 0.0202077 0.0018262 43521.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 1056.72 592.34 0.0201885 0.00182416 43562.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 1046.6 585.915 0.0203284 0.00182582 43237.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 1036.9 579.348 0.0203334 0.00182955 43234.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 1026.49 572.762 0.0201708 0.00182165 43598.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 1016.79 567.254 0.0201725 0.00182249 43596.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 1006.7 560.334 0.0201835 0.00182259 43570.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 997.073 553.792 0.0203111 0.00182037 43264.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 986.923 548.412 0.0202259 0.0018211 43467 0
: 406 Minimum Test error found - save the configuration
: 406 | 978.049 541.915 0.0201754 0.00181697 43576.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 968.389 536.043 0.0202059 0.0018173 43505.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 959.093 529.816 0.020178 0.00180996 43553.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 949.742 524.234 0.0201948 0.00181807 43533.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 940.02 518.45 0.0202207 0.00181639 43468.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 930.954 513.237 0.0201794 0.00181535 43563.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 922.6 507.513 0.0201778 0.00181819 43574 0
: 413 Minimum Test error found - save the configuration
: 413 | 913.43 501.174 0.0204785 0.0018296 42897.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 903.87 496.19 0.0203098 0.00182976 43289.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 895.295 490.877 0.0202087 0.00182475 43516.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 886.422 485.571 0.0201775 0.00181594 43569.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 877.55 479.965 0.0201968 0.00182322 43540.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 869.178 474.903 0.0201797 0.00182156 43577.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 860.611 469.685 0.0201804 0.00182232 43577.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 852.065 464.485 0.0201716 0.00182162 43596.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 843.585 459.772 0.0201756 0.00180899 43557.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 835.354 454.797 0.0201955 0.00181697 43529.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 826.743 449.948 0.0201683 0.0018157 43590.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 819.433 445.047 0.0202504 0.00183618 43444.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 810.64 440.392 0.0206352 0.00184329 42571.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 802.846 435.591 0.0202375 0.00182037 43437.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 794.605 430.947 0.0202224 0.00181878 43469.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 786.885 426.45 0.0202106 0.00181003 43476.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 779.287 422.108 0.0202551 0.00182449 43406.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 771.377 417.446 0.0203682 0.00186079 43226 0
: 431 Minimum Test error found - save the configuration
: 431 | 763.549 413.129 0.0201785 0.00182166 43580.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 756.003 408.909 0.020197 0.00183432 43566.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 749.037 404.596 0.0201802 0.00182243 43578.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 741.371 400.255 0.0201836 0.00182206 43569.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 733.657 395.778 0.0202075 0.001825 43519.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 726.203 392.112 0.0201984 0.00182404 43539 0
: 437 Minimum Test error found - save the configuration
: 437 | 719.119 388.257 0.0201885 0.00180986 43528.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 712.044 384.376 0.0202121 0.00181718 43490.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 705.24 379.785 0.0202369 0.00181854 43434.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 697.694 375.688 0.0201978 0.0018178 43525.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 690.795 371.67 0.0201744 0.00180972 43561.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 683.635 367.671 0.0201901 0.00181701 43541.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 676.972 363.591 0.0202055 0.0018172 43505.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 669.881 359.962 0.020269 0.0018504 43434.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 663.646 356.055 0.0202772 0.00181182 43324.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 656.223 352.405 0.0201843 0.00181609 43553.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 650.231 348.914 0.0201727 0.00182409 43600 0
: 448 Minimum Test error found - save the configuration
: 448 | 643.337 345.621 0.0201891 0.00182774 43569.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 637.164 341.848 0.0203006 0.00183107 43314.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 630.523 338.305 0.0202012 0.00181794 43517.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 623.947 334.581 0.0201756 0.00182199 43588.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 617.529 331.284 0.0201687 0.00182333 43607.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 611.652 327.714 0.0201799 0.00182521 43585.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 605.06 324.376 0.0201692 0.00182154 43602.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 598.878 321.41 0.020164 0.00180934 43585.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 592.724 317.998 0.0201658 0.00181578 43596.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 586.736 314.825 0.0204669 0.0018203 42903.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 580.945 311.789 0.0201679 0.00181746 43595.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 574.669 308.571 0.0202699 0.00181284 43343.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 569.05 305.279 0.0201745 0.00181405 43571.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 563.134 302.112 0.0201857 0.00181747 43553.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 557.484 299.249 0.0201693 0.00181311 43582 0
: 463 Minimum Test error found - save the configuration
: 463 | 551.691 296.313 0.0201671 0.00181365 43588.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 545.936 293.027 0.0202262 0.00183819 43506.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 540.446 290.063 0.0202002 0.00182308 43532.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 534.606 287.182 0.0202076 0.00182337 43515.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 529.265 284.201 0.0202635 0.00182928 43397.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 523.863 281.612 0.0201635 0.00181599 43602.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 518.401 278.736 0.0202502 0.00182662 43422.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 513.234 276.124 0.0201673 0.00182448 43613.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 507.672 273.295 0.0201965 0.00182519 43546.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 502.248 270.475 0.0201805 0.00182209 43576.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 497.06 267.526 0.0201767 0.00181491 43568.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 491.949 264.778 0.0202975 0.00183615 43333.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 486.845 263.055 0.0201725 0.00181529 43579.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 482.26 260.168 0.0201596 0.00181593 43611.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 476.764 257.164 0.0201607 0.00181601 43609.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 471.752 254.502 0.0201693 0.00180853 43571.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 466.746 251.875 0.0202208 0.00181875 43473.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 462.112 249.368 0.0201729 0.00181655 43581.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 457.345 247.353 0.0201685 0.00181451 43587.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 452.381 244.738 0.0201662 0.00181598 43596.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 447.65 242.226 0.0202013 0.00181018 43499.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 443.008 240.424 0.0202164 0.00182257 43493 0
: 485 Minimum Test error found - save the configuration
: 485 | 438.667 237.279 0.0201675 0.00182139 43606 0
: 486 Minimum Test error found - save the configuration
: 486 | 433.64 235.284 0.0201635 0.00182196 43616.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 429.062 232.967 0.0202003 0.0018289 43545.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 424.761 230.66 0.0201911 0.00181935 43545.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 420.191 228.393 0.0202823 0.00183106 43357.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 416.056 226.491 0.0202179 0.00182743 43500.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 411.794 223.982 0.0201662 0.00182201 43610.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 407.305 221.969 0.0201648 0.00182734 43626.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 402.766 219.659 0.0202651 0.00184461 43429.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 398.644 217.445 0.0203174 0.0018219 43253.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 394.816 215.158 0.0201805 0.00182328 43579.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 390.076 213.69 0.0201584 0.00181468 43611.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 386.427 211.742 0.0201646 0.00181045 43587 0
: 498 Minimum Test error found - save the configuration
: 498 | 382.671 209.466 0.0201759 0.00181636 43574.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 378.181 207.74 0.0203088 0.001823 43276.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 374.258 205.648 0.0202186 0.00182005 43481.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 370.486 203.304 0.0201812 0.00181885 43567.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 366.345 201.392 0.0204877 0.00183105 42880.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 362.545 199.772 0.0201917 0.00182546 43558.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 358.628 198.026 0.0203198 0.00182076 43245.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 354.622 195.648 0.020202 0.0018247 43531.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 351.023 193.501 0.0201725 0.00182186 43595.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 347.261 191.909 0.0201631 0.00182206 43618.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 343.666 189.843 0.0201684 0.00182067 43602.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 340.025 188.533 0.0201697 0.00182214 43602.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 336.408 186.574 0.0201787 0.00181154 43555.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 332.892 184.563 0.0201809 0.00181756 43565 0
: 512 Minimum Test error found - save the configuration
: 512 | 329.318 182.623 0.0201715 0.00181716 43586.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 325.786 180.836 0.020213 0.00185731 43583.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 322.669 180.101 0.0202281 0.00183454 43493.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 319.415 178.211 0.0201917 0.00181396 43531 0
: 516 Minimum Test error found - save the configuration
: 516 | 315.313 175.948 0.0201985 0.00181914 43527.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 312.15 174.492 0.0201672 0.00181682 43595.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 308.804 173.588 0.0205472 0.00183643 42756.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 305.658 171.125 0.0202995 0.0018257 43304.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 302.074 169.485 0.0201553 0.00182134 43634.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 298.925 168.192 0.020159 0.00182131 43626 0
: 522 Minimum Test error found - save the configuration
: 522 | 295.859 166.4 0.0201662 0.00182161 43609.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 292.545 164.694 0.0201644 0.00182388 43619.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 289.363 163.924 0.0202915 0.00183351 43341.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 287.009 161.469 0.0201502 0.00182008 43643.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 283.021 159.907 0.0201601 0.00182195 43625 0
: 527 Minimum Test error found - save the configuration
: 527 | 280.335 158.424 0.0201501 0.00182077 43645.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 277.181 157.518 0.0201903 0.00180934 43523.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 274.247 155.369 0.0202146 0.00181641 43482.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 270.95 154.104 0.020156 0.00181659 43621.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 268.361 152.997 0.0201466 0.00181519 43640.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 265.59 151.394 0.0201448 0.0018135 43641.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 262.734 150.216 0.0201452 0.00181552 43645 0
: 534 Minimum Test error found - save the configuration
: 534 | 259.8 148.238 0.0203276 0.00182025 43226 0
: 535 Minimum Test error found - save the configuration
: 535 | 256.855 146.934 0.0201602 0.00181514 43608.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 253.963 145.295 0.0202041 0.00182043 43516.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 251.095 144.233 0.0201502 0.00181412 43629.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 248.451 143.1 0.0201555 0.00180904 43605.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 246.151 142.218 0.0202808 0.00182195 43339.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 243.032 140.036 0.0202303 0.00182356 43462.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 240.319 138.885 0.0201935 0.00182457 43551.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 237.712 137.668 0.0201512 0.0018208 43643.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 235.109 136.814 0.0202828 0.00194357 43622.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 232.667 134.718 0.020217 0.00182625 43500.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 230.046 133.409 0.0201902 0.00182446 43559.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 227.319 132.376 0.0204452 0.00181773 42947.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 225.04 130.91 0.0201797 0.00181667 43565.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 222.325 129.684 0.0201699 0.00181731 43590.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 219.851 128.427 0.0202548 0.00181992 43396 0
: 550 Minimum Test error found - save the configuration
: 550 | 217.554 127.005 0.0202084 0.00186162 43604.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 214.914 126.72 0.020151 0.00180775 43612.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 212.672 125.428 0.0201651 0.00181461 43595.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 210.489 123.772 0.0201909 0.00184894 43615.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 208.261 122.998 0.0201713 0.00181597 43584.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 205.484 121.405 0.0201887 0.00181751 43546.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 203.202 120.197 0.0201525 0.00180806 43609.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 201.119 119.3 0.0201633 0.00181953 43611.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 198.573 117.852 0.0202097 0.0018239 43511.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 196.464 116.703 0.0201467 0.00182175 43656.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 193.889 115.412 0.0201505 0.00182142 43646.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 191.942 114.955 0.0201925 0.00182367 43552.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 189.812 114.335 0.0201604 0.00181676 43611.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 187.61 112.287 0.0202133 0.00182428 43504.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 185.445 111.924 0.0201549 0.00182111 43635.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 183.28 111.197 0.0201778 0.00182188 43582.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 181.11 108.956 0.0201807 0.00182344 43579.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 178.893 108.322 0.0201491 0.00180791 43617.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 176.882 107.024 0.0203253 0.00181949 43229.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 174.573 106.004 0.0201671 0.00181822 43599.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 172.514 105.101 0.0201563 0.0018143 43615.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 170.532 104.654 0.0201534 0.00181479 43623.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 168.735 103.019 0.0201601 0.00182575 43633.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 166.661 101.663 0.0203879 0.00184275 43138.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 164.523 101.228 0.0201871 0.00183441 43590.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 162.756 99.7963 0.0201954 0.00181966 43535.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 160.997 99.4736 0.0201593 0.0018088 43595.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 159.07 97.8398 0.0201697 0.00182291 43604.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 157.062 97.0792 0.0202406 0.00183072 43454.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 155.091 95.9969 0.0201451 0.00182245 43661.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 153.317 95.1175 0.0201584 0.00182152 43627.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 151.556 94.0318 0.0201464 0.0018206 43654.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 149.459 93.3568 0.0201558 0.00181234 43612.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 147.906 92.9814 0.0203176 0.00182691 43265 0
: 584 Minimum Test error found - save the configuration
: 584 | 146.055 91.1865 0.0201496 0.00182126 43648.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 144.179 90.3436 0.0201465 0.00182086 43654.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 142.739 90.1746 0.0201989 0.00182603 43542.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 141.033 88.7719 0.0201542 0.00181012 43610.8 0
: 588 | 139.083 89.1709 0.0201681 0.00176483 43470.7 1
: 589 Minimum Test error found - save the configuration
: 589 | 137.675 87.0638 0.0201974 0.00182117 43534.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 135.915 86.1145 0.0201815 0.00181891 43566.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 134.182 85.2249 0.0205263 0.00182461 42776.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 132.82 84.5273 0.0201624 0.00181603 43605.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 131.232 83.4731 0.0203049 0.00186735 43389.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 129.358 82.419 0.0201439 0.0018148 43646.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 127.601 81.7758 0.0202003 0.00181007 43501.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 126.123 81.3539 0.0201649 0.00181975 43608.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 124.758 80.0663 0.020172 0.0018228 43598.7 0
: 598 | 124.02 81.8464 0.020132 0.00176786 43563.2 1
: 599 Minimum Test error found - save the configuration
: 599 | 122.072 79.3862 0.0201665 0.00182296 43612.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 120.185 77.9033 0.0201631 0.00182076 43615 0
: 601 Minimum Test error found - save the configuration
: 601 | 118.685 77.1583 0.0201482 0.00181492 43636.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 117.063 76.0074 0.0201575 0.00182174 43630.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 115.532 75.8655 0.020198 0.00182647 43545.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 114.411 74.8309 0.0201902 0.00182433 43559.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 112.879 74.7254 0.0201663 0.00183079 43631.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 111.485 73.5452 0.0201592 0.00181028 43599.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 110.04 73.2102 0.0201512 0.00181672 43633.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 108.55 71.572 0.0202247 0.00181765 43461.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 107.151 70.8081 0.0201568 0.00181459 43615.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 105.714 70.0989 0.0201528 0.00181413 43623.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 104.462 69.3439 0.0206076 0.00184671 42641.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 103.01 68.832 0.020153 0.00181643 43628.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 101.818 67.8541 0.020325 0.00181969 43231 0
: 614 Minimum Test error found - save the configuration
: 614 | 100.579 67.1948 0.0201489 0.00180843 43619.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 99.2501 66.6306 0.0201646 0.00181916 43607.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 97.9368 65.9314 0.0201481 0.00182178 43653.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 96.7232 65.1847 0.0201797 0.00182241 43579.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 95.576 65.0846 0.0202967 0.00182283 43304.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 94.5331 64.9884 0.0201569 0.00181395 43613.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 93.0884 63.2839 0.0201548 0.00181988 43632.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 91.9038 62.8518 0.020144 0.00182127 43661.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 90.8878 62.1608 0.0201616 0.00182376 43625.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 89.5918 61.5854 0.0202697 0.00182699 43377.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 88.3107 60.897 0.0201462 0.0018122 43634.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 87.2976 60.2031 0.020167 0.00181836 43600.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 86.2196 59.3346 0.0201559 0.00181467 43617.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 85.0106 59.2023 0.0201361 0.00181381 43662.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.0934 58.3997 0.0202357 0.00181719 43434.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.1728 58.3855 0.0201447 0.00181506 43645.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.0611 57.2972 0.0201541 0.0018085 43607.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 80.8459 56.3779 0.0201826 0.00181746 43560.9 0
: 632 | 79.7714 56.3779 0.0200946 0.0017601 43633.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 78.9002 55.7643 0.0202262 0.00181618 43454.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 77.9505 55.145 0.0201597 0.00181706 43614.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.0551 54.3564 0.0204489 0.0018329 42973.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 75.7791 53.8995 0.0201659 0.00184557 43667.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.0042 53.4999 0.0201706 0.00182326 43603 0
: 638 Minimum Test error found - save the configuration
: 638 | 73.8613 52.6024 0.0201826 0.00182365 43575.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 72.763 52.037 0.0201725 0.0018222 43596 0
: 640 Minimum Test error found - save the configuration
: 640 | 72.1756 52.0231 0.0201547 0.00181273 43615.7 0
: 641 | 70.7969 52.3102 0.0201335 0.00176902 43562.3 1
: 642 Minimum Test error found - save the configuration
: 642 | 69.9731 50.6844 0.0201714 0.00183191 43621.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 69.038 49.9841 0.0202345 0.00183018 43468 0
: 644 Minimum Test error found - save the configuration
: 644 | 68.1855 49.6542 0.0201573 0.00182041 43627.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 67.0716 49.3813 0.0201215 0.00181212 43693.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 66.421 48.9233 0.020179 0.00181795 43570.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 65.8035 48.8441 0.0201587 0.00185095 43697.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 64.8057 47.8583 0.0201602 0.00181443 43606.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 63.8645 47.4689 0.0201563 0.00181668 43621.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.0451 46.6719 0.0202273 0.00181968 43460.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.2796 46.3021 0.0201422 0.00181442 43649.7 0
: 652 | 61.4249 46.6175 0.0202187 0.00176377 43348.9 1
: 653 | 60.8284 46.6568 0.0202285 0.0017622 43322.1 2
: 654 Minimum Test error found - save the configuration
: 654 | 60.2456 45.2881 0.0201588 0.00182793 43642.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 58.8808 44.8561 0.0201644 0.00183318 43641.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.1794 44.423 0.0202187 0.00183034 43505.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.6022 44.0452 0.0202059 0.0018296 43534.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.7448 43.6215 0.0201497 0.00182678 43661.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 55.7615 42.817 0.0201429 0.00181891 43658.5 0
: 660 | 55.3812 43.5291 0.0200782 0.00176541 43685.3 1
: 661 Minimum Test error found - save the configuration
: 661 | 54.3948 42.0669 0.0201174 0.00181779 43716.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 53.6021 42.0627 0.0202234 0.00181822 43465.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 53.1327 41.1166 0.0202273 0.00182584 43474.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 52.1582 40.7257 0.0201255 0.00182106 43705.1 0
: 665 | 51.6439 40.9877 0.0200758 0.00176635 43693.2 1
: 666 Minimum Test error found - save the configuration
: 666 | 50.9939 40.1535 0.0201359 0.00181959 43676.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 50.403 39.9827 0.0201512 0.00184469 43700.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 49.4046 39.2959 0.0202162 0.00181072 43465.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 48.7985 39.0097 0.0201261 0.00181201 43682.3 0
: 670 | 48.3596 39.6656 0.0200958 0.00176127 43633.5 1
: 671 Minimum Test error found - save the configuration
: 671 | 47.8184 38.5397 0.020134 0.00181415 43668.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 47.1916 38.032 0.0201557 0.0018203 43631.5 0
: 673 | 46.3197 38.3387 0.0202069 0.00175512 43356.2 1
: 674 Minimum Test error found - save the configuration
: 674 | 45.574 37.428 0.0201441 0.00180777 43629.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 44.9746 36.8607 0.0201787 0.00181491 43564.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 44.4292 36.5127 0.0201638 0.00181568 43601.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 43.8037 36.2543 0.0202008 0.00181578 43513.6 0
: 678 | 43.5044 36.3884 0.0202712 0.00175436 43204 1
: 679 Minimum Test error found - save the configuration
: 679 | 42.6642 35.9453 0.020159 0.00181237 43604.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.1637 35.7899 0.0204512 0.00184415 42994.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.0648 35.0926 0.0201765 0.00182719 43598.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.2665 34.8124 0.0201484 0.00182168 43652.1 0
: 683 | 40.6155 34.9085 0.0201306 0.00176119 43550.7 1
: 684 Minimum Test error found - save the configuration
: 684 | 40.0668 34.0363 0.0201617 0.00182463 43627.5 0
: 685 | 39.6107 34.2184 0.0200797 0.00176573 43682.5 1
: 686 Minimum Test error found - save the configuration
: 686 | 38.8232 33.4271 0.0201812 0.00186664 43681.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.3886 33.1753 0.0202405 0.00184891 43498.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 37.9457 32.8735 0.0202556 0.00181645 43385.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 37.4049 32.7348 0.0201493 0.00181528 43634.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 36.7897 32.317 0.0201938 0.00181748 43534.3 0
: 691 | 36.3721 32.6207 0.020088 0.00175938 43647.7 1
: 692 | 36.0076 32.56 0.020202 0.00178656 43441.8 2
: 693 Minimum Test error found - save the configuration
: 693 | 35.6103 31.6134 0.0201394 0.00181684 43662 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.1686 31.5861 0.0201472 0.00180637 43618.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 34.5876 31.0995 0.0201418 0.00181477 43651.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 33.9872 31.098 0.0201391 0.00181235 43652.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 33.5955 30.8064 0.0201851 0.00181813 43556.5 0
: 698 | 33.2385 30.8069 0.0201099 0.00176143 43600.3 1
: 699 Minimum Test error found - save the configuration
: 699 | 33.2809 30.6773 0.0201285 0.00181314 43679.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.5016 29.9495 0.0201257 0.00181203 43683.1 0
: 701 | 32.0169 30.1675 0.0201285 0.00180279 43654.5 1
: 702 | 31.694 30.0063 0.0202101 0.00176983 43383.4 2
: 703 | 31.4612 29.9665 0.0200985 0.00176657 43639.6 3
: 704 Minimum Test error found - save the configuration
: 704 | 30.8882 28.9912 0.0205452 0.00187069 42839.1 0
: 705 | 30.332 29.2914 0.0200868 0.00175859 43648.5 1
: 706 Minimum Test error found - save the configuration
: 706 | 30.2139 28.5457 0.0201773 0.0018618 43678.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.639 28.5046 0.0202528 0.00182483 43412.4 0
: 708 | 29.5083 28.9081 0.0200883 0.00176752 43666.2 1
: 709 Minimum Test error found - save the configuration
: 709 | 29.1609 27.5439 0.0201346 0.00182042 43682.1 0
: 710 | 28.5744 28.1685 0.0200775 0.00176601 43688.5 1
: 711 Minimum Test error found - save the configuration
: 711 | 28.1928 27.5413 0.0201335 0.00180688 43652.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 27.9592 27.1834 0.0202398 0.0018157 43421.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 27.5523 27.1365 0.0201207 0.00181248 43696.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.2433 26.613 0.0201275 0.00181296 43681.1 0
: 715 | 26.6216 26.7448 0.0200852 0.00175836 43651.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 26.3341 26.2884 0.0201406 0.00181426 43653 0
: 717 | 26.2065 27.1582 0.0202034 0.00175468 43363.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 25.8712 25.9858 0.0201525 0.00181644 43629.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.5251 25.5926 0.0202048 0.00181845 43510.6 0
: 720 | 25.0353 25.7611 0.020073 0.00175865 43681.6 1
: 721 | 25.0156 25.9583 0.0200723 0.00175805 43681.8 2
: 722 Minimum Test error found - save the configuration
: 722 | 24.64 25.1206 0.0202202 0.00182824 43497.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 24.2682 25.0604 0.0201621 0.00181535 43604.3 0
: 724 Minimum Test error found - save the configuration
: 724 | 23.8405 24.6713 0.0203901 0.00182591 43093.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 23.6299 24.4719 0.020129 0.00181847 43690.8 0
: 726 | 23.3407 24.4925 0.020076 0.00176335 43685.6 1
: 727 | 23.0014 24.5321 0.0201203 0.00176489 43583.9 2
: 728 Minimum Test error found - save the configuration
: 728 | 22.8487 24.0359 0.0201372 0.00181973 43674.2 0
: 729 | 23.0175 24.5223 0.0200801 0.00175797 43663.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 23.0684 24.0285 0.0201316 0.00181073 43666 0
: 731 Minimum Test error found - save the configuration
: 731 | 22.4482 23.4912 0.020136 0.00182029 43678.5 0
: 732 | 22.0917 23.9389 0.0201555 0.00176481 43500.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 21.7858 23.373 0.0201343 0.00181806 43677 0
: 734 Minimum Test error found - save the configuration
: 734 | 21.3805 22.9522 0.0201778 0.00182355 43586.7 0
: 735 | 21.1202 23.2527 0.0201318 0.00176534 43557.5 1
: 736 Minimum Test error found - save the configuration
: 736 | 21.0438 22.9103 0.0201323 0.00180907 43660.4 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.4831 22.5683 0.0203265 0.00184459 43285.7 0
: 738 Minimum Test error found - save the configuration
: 738 | 20.1851 22.5675 0.0201561 0.00181601 43620.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 19.973 22.0706 0.0201242 0.00181458 43692.8 0
: 740 Minimum Test error found - save the configuration
: 740 | 19.9266 21.9095 0.0201544 0.00181661 43625.8 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.8221 21.7489 0.0201351 0.00180569 43645.7 0
: 742 | 19.4193 21.7967 0.020249 0.00175995 43268.9 1
: 743 | 19.198 22.2528 0.0200864 0.00175969 43652.1 2
: 744 Minimum Test error found - save the configuration
: 744 | 19.1549 21.4506 0.0201409 0.00181692 43658.5 0
: 745 Minimum Test error found - save the configuration
: 745 | 18.6997 21.0165 0.0201349 0.00181304 43663.8 0
: 746 | 18.4429 21.1777 0.020076 0.00176011 43677.9 1
: 747 | 18.4065 21.0392 0.0202485 0.00175142 43250.1 2
: 748 Minimum Test error found - save the configuration
: 748 | 18.0382 20.6935 0.0201648 0.00182357 43617.6 0
: 749 | 17.8623 21.0898 0.020075 0.00176396 43689.6 1
: 750 Minimum Test error found - save the configuration
: 750 | 17.7205 20.5703 0.0201466 0.00181954 43651.2 0
: 751 | 17.6985 20.8023 0.0200707 0.00176338 43698.5 1
: 752 Minimum Test error found - save the configuration
: 752 | 17.7184 20.3854 0.0203017 0.00182857 43306.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.2668 20.2261 0.0201527 0.00181424 43624.3 0
: 754 | 17.4349 20.3219 0.0201337 0.00176733 43557.9 1
: 755 Minimum Test error found - save the configuration
: 755 | 16.8242 19.6669 0.0201293 0.00181859 43690.2 0
: 756 | 16.6709 19.7334 0.0200664 0.00176742 43718.4 1
: 757 Minimum Test error found - save the configuration
: 757 | 16.6395 19.4239 0.0201936 0.00183089 43566.5 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.2072 19.4183 0.0201321 0.00182021 43687.5 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.2671 19.0802 0.0201261 0.00182048 43702.4 0
: 760 | 15.8764 19.1318 0.0201144 0.00175467 43573.7 1
: 761 Minimum Test error found - save the configuration
: 761 | 15.6649 18.8812 0.0201224 0.00180555 43675.7 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.4686 18.5063 0.0202172 0.00181545 43474.2 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.2877 18.3923 0.0201492 0.00181596 43636.7 0
: 764 | 15.1731 18.5253 0.020084 0.00176004 43658.7 1
: 765 | 15.1253 18.6143 0.0200754 0.00176067 43680.6 2
: 766 | 14.9543 18.6005 0.0200901 0.00175985 43643.7 3
: 767 Minimum Test error found - save the configuration
: 767 | 14.839 18.1497 0.0201856 0.00180942 43534.6 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.4798 18.061 0.0201494 0.00181287 43628.7 0
: 769 | 14.6216 18.8309 0.0203751 0.00175996 42975.8 1
: 770 | 14.5247 18.4856 0.020082 0.00175983 43663.1 2
: 771 Minimum Test error found - save the configuration
: 771 | 14.4283 17.5335 0.0201619 0.00183654 43655.3 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.0254 17.3069 0.0202505 0.00181155 43386.3 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.7741 17.2595 0.0201457 0.00181947 43653.3 0
: 774 Minimum Test error found - save the configuration
: 774 | 13.6095 17.2489 0.0201363 0.00182441 43687.4 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.8418 17.0948 0.0201451 0.0018252 43668.4 0
: 776 | 13.5817 17.4686 0.0200884 0.00176807 43667.4 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.2119 16.5633 0.0203937 0.00182523 43083.9 0
: 778 | 13.0286 16.7336 0.0200945 0.00176696 43650.2 1
: 779 Minimum Test error found - save the configuration
: 779 | 12.8961 16.5177 0.0201407 0.00181919 43664.4 0
: 780 | 12.9012 16.785 0.0200789 0.00176566 43684.2 1
: 781 | 12.9786 16.5775 0.0200784 0.00176649 43687.3 2
: 782 | 12.7057 16.6563 0.0201851 0.0017676 43437.1 3
: 783 Minimum Test error found - save the configuration
: 783 | 12.3758 16.1331 0.0201349 0.00182609 43694.9 0
: 784 | 12.3838 17.372 0.0200704 0.00175188 43671.7 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.4656 15.8579 0.0201221 0.00180495 43674.9 0
: 786 | 11.9719 16.5158 0.0200843 0.00175924 43656 1
: 787 | 12.1444 16.2054 0.0202876 0.00175821 43174.6 2
: 788 Minimum Test error found - save the configuration
: 788 | 12.1523 15.8431 0.0201711 0.00181769 43588.7 0
: 789 Minimum Test error found - save the configuration
: 789 | 11.7192 15.4104 0.0201426 0.00181414 43648 0
: 790 | 11.4611 15.6095 0.0200621 0.00175891 43708.1 1
: 791 Minimum Test error found - save the configuration
: 791 | 11.3333 15.2667 0.0202055 0.00181411 43498.7 0
: 792 | 11.2956 15.4104 0.0202712 0.00175881 43214.3 1
: 793 | 11.4363 16.1196 0.020066 0.00175886 43698.7 2
: 794 Minimum Test error found - save the configuration
: 794 | 11.1721 15.0356 0.0201584 0.00181795 43619.6 0
: 795 | 11.1125 15.372 0.0201068 0.00175786 43599.2 1
: 796 | 10.9165 15.1268 0.0200743 0.00175761 43676.1 2
: 797 Minimum Test error found - save the configuration
: 797 | 10.8679 14.6473 0.0205524 0.00184498 42763.8 0
: 798 Minimum Test error found - save the configuration
: 798 | 10.502 14.2552 0.0201623 0.00182062 43616.4 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.2607 14.1225 0.0201207 0.0018183 43710.1 0
: 800 | 10.2188 14.3951 0.0200705 0.00176443 43701.3 1
: 801 | 10.3835 14.2119 0.0200673 0.00176581 43712.3 2
: 802 | 10.1881 14.1633 0.020202 0.00176073 43381 3
: 803 Minimum Test error found - save the configuration
: 803 | 10.0365 13.8204 0.0201518 0.00182493 43651.6 0
: 804 | 9.8712 13.8322 0.0200887 0.00176806 43666.6 1
: 805 Minimum Test error found - save the configuration
: 805 | 9.72026 13.6691 0.0201216 0.00181923 43710.2 0
: 806 | 9.83492 13.9269 0.0200789 0.00176758 43688.9 1
: 807 Minimum Test error found - save the configuration
: 807 | 9.8894 13.4831 0.0202072 0.0018222 43513.8 0
: 808 | 9.75876 14.1432 0.0200755 0.00176015 43679.1 1
: 809 | 9.62031 13.5115 0.020073 0.00175184 43665.4 2
: 810 Minimum Test error found - save the configuration
: 810 | 9.24185 13.185 0.020174 0.00184395 43644.3 0
: 811 | 9.1838 13.1912 0.0200822 0.00175872 43659.9 1
: 812 | 9.09436 13.2248 0.0201264 0.0017621 43562.7 2
: 813 | 8.97935 13.6996 0.0200952 0.00175922 43630.2 3
: 814 | 9.7862 13.6489 0.0203944 0.0017534 42916.1 4
: 815 Minimum Test error found - save the configuration
: 815 | 9.35799 12.9299 0.0201437 0.00181152 43639.1 0
: 816 Minimum Test error found - save the configuration
: 816 | 8.87592 12.7326 0.0201326 0.00181244 43667.7 0
: 817 Minimum Test error found - save the configuration
: 817 | 8.93384 12.6231 0.0202311 0.0018173 43445.6 0
: 818 Minimum Test error found - save the configuration
: 818 | 8.8275 12.2759 0.0201598 0.00181567 43610.7 0
: 819 | 8.64067 12.3063 0.0200727 0.00175954 43684.5 1
: 820 | 8.48814 12.4007 0.0200829 0.00175937 43659.7 2
: 821 | 8.32374 12.32 0.0200803 0.00175464 43654.7 3
: 822 | 8.383 12.4206 0.0202952 0.00176476 43172.3 4
: 823 Minimum Test error found - save the configuration
: 823 | 8.40407 11.9895 0.0201341 0.00182578 43696 0
: 824 | 8.28915 12.6314 0.0200677 0.001763 43704.5 1
: 825 | 8.54439 12.6811 0.0200721 0.00176465 43698.1 2
: 826 | 8.69169 12.154 0.0200677 0.00176492 43709.2 3
: 827 | 8.1282 12.1392 0.020246 0.00191062 43631.4 4
: 828 Minimum Test error found - save the configuration
: 828 | 8.03904 11.8009 0.020124 0.00181365 43691.1 0
: 829 | 7.91151 11.8199 0.0200623 0.00175889 43707.7 1
: 830 | 8.01723 11.931 0.0200752 0.00176578 43693.4 2
: 831 Minimum Test error found - save the configuration
: 831 | 7.87638 11.6658 0.0201574 0.00185212 43703.2 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.63399 11.3787 0.0202539 0.0018412 43448.2 0
: 833 | 7.5451 12.1206 0.0201509 0.00176591 43513.8 1
: 834 Minimum Test error found - save the configuration
: 834 | 7.62389 11.3774 0.0201542 0.00182204 43639.3 0
: 835 Minimum Test error found - save the configuration
: 835 | 7.58165 11.2597 0.0201328 0.00180712 43654.7 0
: 836 Minimum Test error found - save the configuration
: 836 | 7.4509 11.0906 0.0201695 0.00181594 43588.3 0
: 837 | 7.54629 11.28 0.0200988 0.00178835 43690.9 1
: 838 | 7.33397 11.4785 0.0201587 0.00176063 43482.9 2
: 839 Minimum Test error found - save the configuration
: 839 | 7.22088 10.8927 0.0201587 0.00181748 43617.6 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.28053 10.7949 0.0201358 0.00181285 43661 0
: 841 | 7.15772 11.3119 0.0200706 0.00175225 43672 1
: 842 Minimum Test error found - save the configuration
: 842 | 7.15635 10.6166 0.0201494 0.00180935 43620.3 0
: 843 | 7.03104 10.8558 0.0200948 0.00175923 43631.1 1
: 844 | 6.84706 10.6483 0.0201006 0.00175973 43618.4 2
: 845 Minimum Test error found - save the configuration
: 845 | 6.83516 10.4227 0.0201218 0.00181505 43699.7 0
: 846 | 6.86855 10.8107 0.0201093 0.00176001 43598.5 1
: 847 | 6.84988 11.1446 0.0200859 0.00175818 43649.8 2
: 848 Minimum Test error found - save the configuration
: 848 | 6.75481 10.1807 0.0202411 0.00181598 43419.1 0
: 849 | 6.68961 10.2099 0.0200727 0.00175315 43669.3 1
: 850 | 6.59181 10.6509 0.0200789 0.0017531 43654.4 2
: 851 | 6.73564 10.6869 0.0200865 0.00176434 43663.1 3
: 852 Minimum Test error found - save the configuration
: 852 | 6.7004 10.1398 0.020172 0.00182448 43602.5 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.5754 9.89077 0.0202263 0.00182505 43475.2 0
: 854 Minimum Test error found - save the configuration
: 854 | 6.3859 9.80112 0.0201242 0.00181877 43703 0
: 855 Minimum Test error found - save the configuration
: 855 | 6.34159 9.7611 0.0201228 0.00182011 43709.5 0
: 856 | 6.28778 9.85939 0.0201158 0.0017599 43582.6 1
: 857 | 6.51012 9.82637 0.020205 0.00176748 43389.7 2
: 858 Minimum Test error found - save the configuration
: 858 | 6.27119 9.53098 0.0201984 0.00183957 43575.9 0
: 859 | 6.48137 10.0898 0.0203428 0.00176567 43063.6 1
: 860 Minimum Test error found - save the configuration
: 860 | 6.11024 9.50139 0.0201218 0.00180861 43684.3 0
: 861 Minimum Test error found - save the configuration
: 861 | 6.15438 9.41909 0.0201193 0.00180524 43682.4 0
: 862 | 6.34135 9.86781 0.0201313 0.00175923 43544.3 1
: 863 Minimum Test error found - save the configuration
: 863 | 6.18596 9.13807 0.0201468 0.00181719 43645.3 0
: 864 | 6.07428 9.47621 0.0200738 0.00176151 43686.6 1
: 865 Minimum Test error found - save the configuration
: 865 | 5.96954 8.91869 0.0201167 0.0018136 43708.4 0
: 866 | 5.88111 9.10206 0.0200603 0.00175883 43712.4 1
: 867 | 5.96613 9.09365 0.0201252 0.00175951 43559.4 2
: 868 | 6.11586 9.11159 0.0201464 0.00175445 43497.2 3
: 869 Minimum Test error found - save the configuration
: 869 | 6.05887 8.9002 0.0201571 0.00181698 43620.1 0
: 870 | 5.88538 9.04608 0.0200811 0.00176149 43668.9 1
: 871 | 5.78861 8.90381 0.0200904 0.00176153 43647 2
: 872 | 5.95049 9.42058 0.020173 0.00176093 43449.9 3
: 873 | 6.54491 9.02968 0.0201518 0.00176147 43501.1 4
: 874 Minimum Test error found - save the configuration
: 874 | 6.153 8.79099 0.02012 0.00181771 43710.5 0
: 875 Minimum Test error found - save the configuration
: 875 | 6.11673 8.59672 0.0201195 0.00180686 43685.7 0
: 876 | 5.71581 8.81015 0.0200857 0.00175413 43640.6 1
: 877 Minimum Test error found - save the configuration
: 877 | 5.70577 8.53505 0.0201331 0.00181966 43683.7 0
: 878 Minimum Test error found - save the configuration
: 878 | 5.65662 8.51734 0.0201607 0.00182504 43630.9 0
: 879 Minimum Test error found - save the configuration
: 879 | 5.87651 8.40791 0.0201229 0.00181878 43706 0
: 880 | 5.61585 8.47882 0.0201005 0.00176792 43638.1 1
: 881 Minimum Test error found - save the configuration
: 881 | 5.56333 8.1422 0.0201647 0.00182392 43618.7 0
: 882 | 5.32661 8.16736 0.0200874 0.00176588 43664.5 1
: 883 Minimum Test error found - save the configuration
: 883 | 5.37576 8.00138 0.0201749 0.00181414 43571.2 0
: 884 Minimum Test error found - save the configuration
: 884 | 5.41125 7.97605 0.0201468 0.00183918 43697.6 0
: 885 | 5.47568 9.27044 0.020068 0.00176534 43709.5 1
: 886 | 5.47221 8.0865 0.0200954 0.00179496 43714.8 2
: 887 Minimum Test error found - save the configuration
: 887 | 5.32701 7.87348 0.0202113 0.00182428 43509 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.19511 7.57246 0.0202082 0.00182169 43510.2 0
: 889 | 5.09065 8.09281 0.0201243 0.00175619 43553.7 1
: 890 | 5.16783 7.65792 0.0204296 0.00176344 42858.2 2
: 891 | 5.11741 7.64133 0.0201239 0.00176069 43565.3 3
: 892 | 5.12794 7.96864 0.020121 0.00176126 43573.5 4
: 893 | 5.16771 7.71237 0.0201325 0.00176231 43548.8 5
: 894 Minimum Test error found - save the configuration
: 894 | 5.15173 7.49272 0.0201264 0.00181391 43686 0
: 895 Minimum Test error found - save the configuration
: 895 | 5.03291 7.39087 0.0201537 0.00181606 43626.2 0
: 896 | 5.02635 7.64371 0.0201334 0.00176126 43544.2 1
: 897 | 5.03801 7.45134 0.0200708 0.00176113 43692.7 2
: 898 | 4.98719 7.4042 0.0201437 0.00176023 43517.3 3
: 899 Minimum Test error found - save the configuration
: 899 | 4.83027 7.17352 0.0201257 0.00181588 43692.4 0
: 900 | 4.89988 7.41328 0.0200621 0.00175996 43710.8 1
: 901 Minimum Test error found - save the configuration
: 901 | 4.86218 6.91868 0.0201218 0.00181295 43694.6 0
: 902 | 4.68426 7.40248 0.0201716 0.00175349 43435.4 1
: 903 | 4.99845 6.97865 0.020429 0.00177378 42883.3 2
: 904 | 4.72932 6.9584 0.0201272 0.00176788 43574.7 3
: 905 | 5.15312 8.04622 0.0200995 0.00176537 43634.6 4
: 906 | 5.29519 8.09103 0.0200754 0.00177249 43708.9 5
: 907 | 5.34054 7.03967 0.0201071 0.00176061 43605 6
: 908 | 5.04098 7.44728 0.0201206 0.00176686 43587.8 7
: 909 | 5.22242 7.75333 0.0200839 0.00177202 43687.4 8
: 910 | 5.1112 6.98472 0.0200872 0.00176601 43665.2 9
: 911 | 4.66215 7.30155 0.0201113 0.00176707 43610.4 10
: 912 | 4.70591 7.33335 0.020079 0.00176642 43685.7 11
: 913 Minimum Test error found - save the configuration
: 913 | 4.67836 6.75943 0.0201207 0.00182824 43734 0
: 914 | 4.6586 7.26214 0.0200755 0.00176928 43701.1 1
: 915 | 4.66503 6.93743 0.0200875 0.00175365 43635.1 2
: 916 Minimum Test error found - save the configuration
: 916 | 4.61617 6.4273 0.0201291 0.00180724 43663.7 0
: 917 | 4.69463 6.77916 0.0201437 0.00175909 43514.6 1
: 918 | 4.67001 6.66195 0.0200896 0.00175983 43644.8 2
: 919 Minimum Test error found - save the configuration
: 919 | 4.55675 6.32367 0.0201306 0.00181651 43682.2 0
: 920 | 4.35676 6.63608 0.0200813 0.00176127 43667.9 1
: 921 | 4.84717 7.19379 0.0201046 0.00176459 43620.6 2
: 922 | 4.79327 7.44389 0.0201448 0.00175881 43511.5 3
: 923 | 4.95312 6.79084 0.0201268 0.00175296 43540.1 4
: 924 | 4.58355 6.56949 0.0200787 0.00175287 43654.3 5
: 925 | 4.28378 6.68655 0.0200815 0.00176002 43664.6 6
: 926 Minimum Test error found - save the configuration
: 926 | 4.27114 6.18325 0.0201537 0.00182247 43641.4 0
: 927 | 4.30686 6.42542 0.020139 0.00178302 43582.6 1
: 928 Minimum Test error found - save the configuration
: 928 | 4.55344 5.9625 0.0202189 0.00181566 43470.6 0
: 929 | 4.47127 6.34353 0.0200702 0.00175965 43690.8 1
: 930 | 4.678 6.19079 0.0200688 0.00175774 43689.3 2
: 931 | 4.3821 6.0207 0.0200646 0.00175291 43688 3
: 932 | 4.49963 6.17806 0.0200641 0.00175215 43687.4 4
: 933 Minimum Test error found - save the configuration
: 933 | 5.03417 5.82909 0.0201372 0.00181864 43671.5 0
: 934 Minimum Test error found - save the configuration
: 934 | 4.06643 5.69261 0.0201114 0.00181685 43728.8 0
: 935 | 4.09761 5.89933 0.0200707 0.00176544 43703.3 1
: 936 | 4.10412 6.04942 0.0200644 0.00176571 43719.1 2
: 937 | 4.18752 6.04989 0.0201504 0.00176699 43517.5 3
: 938 | 4.08368 6.16231 0.0201041 0.00176584 43624.6 4
: 939 | 4.45563 5.98797 0.0200716 0.00176653 43703.6 5
: 940 | 4.0308 5.80274 0.0200754 0.0017608 43681.1 6
: 941 | 4.10958 6.08035 0.0200686 0.00176054 43696.7 7
: 942 | 4.00894 5.91675 0.0201899 0.00176863 43428 8
: 943 | 4.01096 6.00075 0.0201062 0.0017682 43625.2 9
: 944 Minimum Test error found - save the configuration
: 944 | 3.96176 5.2885 0.0202337 0.00183296 43476.4 0
: 945 | 3.89134 5.97151 0.0200671 0.00176541 43711.9 1
: 946 | 4.09968 5.39543 0.0200696 0.0017649 43704.6 2
: 947 | 3.8108 5.46862 0.0204731 0.00204094 43402.3 3
: 948 | 3.99706 5.59549 0.0200896 0.00175876 43642.3 4
: 949 | 4.40273 6.22846 0.020073 0.00176067 43686.5 5
: 950 Minimum Test error found - save the configuration
: 950 | 4.22993 5.27767 0.0201377 0.00181598 43664.1 0
: 951 | 3.65929 5.80941 0.020089 0.00175824 43642.4 1
: 952 | 3.90847 5.97179 0.0201664 0.00175977 43462.7 2
: 953 | 4.05859 6.19992 0.0200731 0.00175306 43668 3
: 954 Minimum Test error found - save the configuration
: 954 | 3.87229 5.04648 0.0202965 0.00182511 43310.2 0
: 955 | 3.84535 5.57098 0.0200824 0.00175992 43662.2 1
: 956 | 3.75604 5.12158 0.0200816 0.00175947 43662.9 2
: 957 | 3.99127 5.23842 0.020097 0.00176035 43628.4 3
: 958 | 3.91028 5.21702 0.0201264 0.00179955 43651.8 4
: 959 | 3.99198 5.40096 0.0200866 0.00176101 43654.8 5
: 960 Minimum Test error found - save the configuration
: 960 | 3.93281 4.95162 0.0201754 0.0018132 43567.9 0
: 961 Minimum Test error found - save the configuration
: 961 | 3.83407 4.89344 0.0201518 0.00181119 43619.1 0
: 962 | 4.00972 5.12956 0.0201525 0.00176695 43512.5 1
: 963 | 3.96988 4.95508 0.0200933 0.00176534 43649.2 2
: 964 | 3.64019 4.99438 0.0200835 0.00176611 43674.3 3
: 965 | 3.66239 5.31996 0.0200723 0.00176718 43703.7 4
: 966 | 3.76573 5.12943 0.0200734 0.00176654 43699.5 5
: 967 | 3.51616 5.0982 0.0200879 0.00176567 43662.8 6
: 968 Minimum Test error found - save the configuration
: 968 | 3.56717 4.6873 0.0201814 0.00188307 43719.9 0
: 969 | 3.51257 5.11019 0.020134 0.00175992 43539.5 1
: 970 | 3.43631 4.73738 0.0200954 0.00176834 43651.2 2
: 971 Minimum Test error found - save the configuration
: 971 | 3.5026 4.51629 0.0201507 0.00182811 43662 0
: 972 | 3.53891 5.14208 0.0202193 0.00176978 43361.5 1
: 973 | 3.61002 4.64978 0.0200845 0.00176702 43674.1 2
: 974 | 3.77287 4.81979 0.0200762 0.00176586 43691.2 3
: 975 | 3.73526 4.68857 0.0200756 0.00176692 43695.2 4
: 976 | 3.63095 5.25144 0.0200742 0.00175456 43668.9 5
: 977 | 3.72038 4.92409 0.020182 0.00176188 43430.7 6
: 978 | 3.55641 4.58263 0.02007 0.00175924 43690.2 7
: 979 | 3.67093 4.64779 0.0200796 0.00176137 43672.4 8
: 980 | 3.76139 4.96644 0.0200887 0.0017608 43649.4 9
: 981 | 3.86587 4.77779 0.0200781 0.00176023 43673.2 10
: 982 Minimum Test error found - save the configuration
: 982 | 3.49311 4.37528 0.0201949 0.00182708 43554.5 0
: 983 | 3.39949 5.35467 0.0210799 0.00177483 41439.8 1
: 984 | 3.67128 4.53007 0.0201296 0.0017594 43548.8 2
: 985 | 3.3253 4.95861 0.0201117 0.00176898 43613.9 3
: 986 Minimum Test error found - save the configuration
: 986 | 3.35466 4.27954 0.0201635 0.00183557 43649.3 0
: 987 | 3.3919 4.66086 0.0201286 0.00176621 43567.2 1
: 988 | 3.3336 4.67416 0.0201939 0.00176665 43414 2
: 989 | 3.28732 4.76346 0.0200763 0.00176462 43688 3
: 990 | 3.29038 4.29781 0.0201021 0.00176114 43618.3 4
: 991 | 3.36144 4.35334 0.0201004 0.00176169 43623.6 5
: 992 | 3.60201 4.66401 0.0203971 0.00176923 42946.4 6
: 993 Minimum Test error found - save the configuration
: 993 | 3.6139 4.08873 0.0202292 0.0018547 43538.6 0
: 994 | 3.48992 4.20376 0.0201142 0.00176559 43600 1
: 995 | 3.38157 4.87968 0.0200848 0.00175557 43646.2 2
: 996 | 3.65272 4.2013 0.0201075 0.00177459 43637.3 3
: 997 | 3.30752 4.47973 0.0201716 0.00176194 43455.5 4
: 998 | 3.14502 4.17767 0.0201607 0.00176365 43485.1 5
: 999 | 3.39283 4.33388 0.0200908 0.00176325 43650.1 6
: 1000 | 3.4987 4.60962 0.020079 0.00176265 43676.9 7
: 1001 | 3.76146 5.10577 0.0200858 0.00176333 43662.2 8
: 1002 | 3.27727 4.1459 0.0200857 0.0017624 43660.2 9
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.33053 4.02827 0.0201304 0.00182437 43701.5 0
: 1004 | 3.30394 4.07018 0.0200775 0.00175312 43657.6 1
: 1005 | 3.14902 4.0647 0.0200938 0.00175985 43635 2
: 1006 Minimum Test error found - save the configuration
: 1006 | 3.07612 3.90703 0.0201476 0.00182167 43653.9 0
: 1007 | 3.14416 4.54615 0.0201658 0.00176231 43470.1 1
: 1008 | 3.43026 3.95244 0.0201439 0.00176118 43519.1 2
: 1009 | 3.40479 4.41568 0.020117 0.00176063 43581.6 3
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.20676 3.77488 0.0201428 0.00181208 43642.5 0
: 1011 | 3.19373 4.14691 0.0200917 0.00175501 43628.3 1
: 1012 | 3.26434 4.04052 0.0202063 0.00176643 43384.3 2
: 1013 | 3.1464 4.54295 0.0201408 0.00176914 43545.3 3
: 1014 | 3.7241 4.92748 0.0200874 0.00176659 43666.3 4
: 1015 | 3.50172 4.28232 0.0200734 0.00176623 43698.8 5
: 1016 | 3.4751 4.93764 0.0200807 0.00176447 43677.2 6
: 1017 | 3.85483 4.58102 0.020127 0.00176546 43569.3 7
: 1018 | 3.61886 5.04204 0.0201951 0.00176081 43397.5 8
: 1019 | 3.39382 4.75744 0.0200944 0.00176705 43650.5 9
: 1020 | 3.53535 3.91704 0.0201013 0.00176945 43639.9 10
: 1021 | 3.43646 4.42806 0.0201234 0.00176636 43580 11
: 1022 | 3.25162 4.00769 0.0201269 0.00176719 43573.8 12
: 1023 | 3.16689 3.9906 0.0201005 0.00176921 43641.3 13
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.4732 3.71299 0.020178 0.00183376 43610.5 0
: 1025 Minimum Test error found - save the configuration
: 1025 | 2.92677 3.63301 0.0201788 0.00184752 43641.2 0
: 1026 | 3.08882 4.11269 0.0200985 0.00175928 43622.4 1
: 1027 | 3.18131 3.81431 0.0201313 0.00176074 43548 2
: 1028 | 3.0727 3.80498 0.0201663 0.00176255 43469.4 3
: 1029 Minimum Test error found - save the configuration
: 1029 | 3.07811 3.55663 0.0201483 0.00181968 43647.5 0
: 1030 | 3.41359 3.80524 0.0201095 0.00176114 43600.7 1
: 1031 Minimum Test error found - save the configuration
: 1031 | 3.09851 3.33868 0.0201379 0.00181513 43661.6 0
: 1032 | 3.02834 3.84246 0.0201111 0.001754 43579.8 1
: 1033 | 3.0534 3.59133 0.0201542 0.00176363 43500.5 2
: 1034 | 3.28028 3.54075 0.0200738 0.00176132 43686.1 3
: 1035 | 3.16519 3.56555 0.0200858 0.00176114 43657 4
: 1036 | 3.18661 3.71662 0.0201205 0.00176041 43572.7 5
: 1037 | 3.31434 3.48903 0.020391 0.00175509 42927.8 6
: 1038 | 3.09328 4.41675 0.0200935 0.0017549 43623.8 7
: 1039 | 3.39778 4.14953 0.0200806 0.00176041 43667.6 8
: 1040 | 3.34296 3.61108 0.0200907 0.00176783 43661.3 9
: 1041 | 3.12936 3.57491 0.0200843 0.00176593 43672 10
: 1042 | 3.23943 3.99187 0.0201615 0.00176946 43497.1 11
: 1043 | 3.41589 4.87271 0.0201682 0.00176706 43475.5 12
: 1044 | 3.29212 3.71572 0.0200818 0.00176546 43676.7 13
: 1045 | 2.98473 3.68203 0.0200736 0.00175954 43682.3 14
: 1046 | 3.1813 4.00199 0.020108 0.00175875 43598.4 15
: 1047 | 3.09269 3.5859 0.0201429 0.00176711 43535.4 16
: 1048 | 3.0407 3.39358 0.0201374 0.00176851 43552 17
: 1049 | 2.94827 3.63508 0.0200874 0.00176588 43664.6 18
: 1050 | 3.14155 3.89067 0.0200735 0.00176528 43696.1 19
: 1051 Minimum Test error found - save the configuration
: 1051 | 2.91639 3.27764 0.0201459 0.00183249 43683.7 0
: 1052 Minimum Test error found - save the configuration
: 1052 | 3.04004 3.24065 0.0201379 0.00182566 43686.7 0
: 1053 Minimum Test error found - save the configuration
: 1053 | 2.98207 3.09991 0.0201888 0.00181847 43548.5 0
: 1054 | 3.02571 3.2661 0.0201267 0.00176216 43562.2 1
: 1055 | 2.86029 3.29753 0.0200869 0.00176298 43658.7 2
: 1056 | 3.03773 3.64756 0.0200795 0.00176424 43679.5 3
: 1057 | 3.04475 3.15539 0.0202015 0.00176146 43383.8 4
: 1058 | 2.95404 3.26744 0.0201191 0.00176209 43580.1 5
: 1059 | 3.0368 3.22358 0.0200883 0.00175978 43647.9 6
: 1060 | 2.91368 3.142 0.0200755 0.0017546 43665.9 7
: 1061 | 2.77306 3.10884 0.0200864 0.00175358 43637.6 8
: 1062 | 3.03135 3.51967 0.0201476 0.00176359 43516.1 9
: 1063 | 3.02846 3.12197 0.0201926 0.00176322 43409 10
: 1064 | 3.0766 3.36526 0.0201175 0.0017625 43585 11
: 1065 | 2.91662 3.21551 0.0200971 0.00176277 43634 12
: 1066 Minimum Test error found - save the configuration
: 1066 | 2.89526 2.95181 0.0201599 0.00182897 43642.1 0
: 1067 | 3.4394 3.10383 0.0201385 0.00175784 43523.9 1
: 1068 | 3.74385 3.11925 0.0201619 0.00177294 43504.3 2
: 1069 | 2.90726 3.40101 0.020102 0.00177147 43643.1 3
: 1070 | 3.04662 3.28562 0.0201159 0.00177487 43618.1 4
: 1071 | 2.98409 3.06244 0.0201464 0.0017702 43534.6 5
: 1072 Minimum Test error found - save the configuration
: 1072 | 2.86336 2.8039 0.0202273 0.00183484 43496 0
: 1073 | 2.82497 3.49857 0.0201556 0.00176345 43496.8 1
: 1074 | 3.10334 3.06876 0.0201374 0.00176896 43552.9 2
: 1075 | 2.9348 2.89451 0.0201296 0.00177074 43575.6 3
: 1076 | 2.94143 3.80724 0.0204724 0.001779 42795.9 4
: 1077 | 3.07156 3.68319 0.0201653 0.00175893 43463.3 5
: 1078 | 2.99164 3.23705 0.0201075 0.00176297 43609.7 6
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.83549 2.73807 0.0201485 0.00182836 43667.9 0
: 1080 | 2.93296 2.85937 0.02009 0.00176173 43648.5 1
: 1081 | 2.88246 3.08883 0.020318 0.0017646 43118.8 2
: 1082 Minimum Test error found - save the configuration
: 1082 | 2.94055 2.73547 0.020195 0.00182079 43539.4 0
: 1083 | 2.91567 3.02709 0.0200937 0.00175484 43623.3 1
: 1084 | 2.7959 2.88936 0.0200932 0.00176048 43637.9 2
: 1085 | 2.69589 3.15485 0.0200843 0.00176081 43659.9 3
: 1086 Minimum Test error found - save the configuration
: 1086 | 2.65027 2.67551 0.020211 0.00182142 43502.9 0
: 1087 | 2.66713 2.94739 0.0202285 0.00178583 43377.7 1
: 1088 | 2.63982 3.02295 0.0200887 0.00176045 43648.4 2
: 1089 | 2.83741 2.90546 0.0200785 0.00175378 43656.8 3
: 1090 | 2.90487 3.33571 0.0200845 0.00175459 43644.5 4
: 1091 | 2.68548 2.79556 0.0200948 0.00176072 43634.7 5
: 1092 | 3.18937 4.19269 0.0202117 0.0018481 43564.6 6
: 1093 | 2.96657 2.75837 0.0201413 0.00178144 43573.2 7
: 1094 | 2.65933 3.04082 0.0200847 0.00176698 43673.6 8
: 1095 Minimum Test error found - save the configuration
: 1095 | 2.7271 2.47338 0.020197 0.00183681 43572.5 0
: 1096 | 3.08478 3.17122 0.0200941 0.00175953 43633.4 1
: 1097 | 3.0831 3.122 0.0201531 0.00176229 43500 2
: 1098 | 2.97672 3.19641 0.0200894 0.00176867 43666.5 3
: 1099 | 2.69398 2.56538 0.0201029 0.00176743 43631.2 4
: 1100 | 2.8419 2.52556 0.0200903 0.00176723 43660.9 5
: 1101 | 2.74846 2.73062 0.0200952 0.0017696 43654.9 6
: 1102 | 2.64787 2.64671 0.0201052 0.00177066 43633.6 7
: 1103 | 2.59931 2.57925 0.0201995 0.00175658 43377.1 8
: 1104 | 2.59443 3.07363 0.020078 0.00175227 43654.5 9
: 1105 Minimum Test error found - save the configuration
: 1105 | 2.6211 2.47139 0.0201681 0.00182509 43613.4 0
: 1106 | 2.5351 2.7161 0.0201025 0.00176361 43623.2 1
: 1107 | 2.59202 2.81252 0.0201763 0.00176696 43456.1 2
: 1108 | 2.60369 2.64664 0.020094 0.00176372 43643.7 3
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.63747 2.45535 0.0201418 0.00182214 43668.8 0
: 1110 Minimum Test error found - save the configuration
: 1110 | 2.6106 2.404 0.020217 0.00181654 43477.3 0
: 1111 | 2.85463 3.01033 0.0200942 0.0017597 43633.5 1
: 1112 | 2.83513 3.46078 0.0201827 0.00176348 43432.8 2
: 1113 | 2.93947 2.91729 0.0200978 0.0017618 43630.1 3
: 1114 | 3.01885 2.98541 0.0200944 0.00176112 43636.6 4
: 1115 | 3.02016 2.957 0.0200815 0.00176 43664.7 5
: 1116 | 2.67375 2.78557 0.0200831 0.00176102 43663.2 6
: 1117 | 2.77167 2.95041 0.0201417 0.00175601 43512.1 7
: 1118 | 3.02204 3.79822 0.0201288 0.00175394 43537.6 8
: 1119 | 2.85115 2.63059 0.0201447 0.00177174 43542.2 9
: 1120 Minimum Test error found - save the configuration
: 1120 | 2.64309 2.40076 0.0201753 0.00183709 43624.8 0
: 1121 | 2.81984 3.61562 0.0201314 0.00176649 43561.3 1
: 1122 | 2.90736 2.84673 0.0202063 0.00176954 43391.7 2
: 1123 | 2.5715 3.41263 0.0200866 0.00176757 43670.5 3
: 1124 Minimum Test error found - save the configuration
: 1124 | 2.55117 2.364 0.0201506 0.00182944 43665.5 0
: 1125 Minimum Test error found - save the configuration
: 1125 | 2.45698 2.3543 0.0202156 0.0018465 43551.4 0
: 1126 | 2.59441 2.5081 0.0203722 0.00177275 43012 1
: 1127 | 2.52488 2.48786 0.0201467 0.00177358 43541.9 2
: 1128 Minimum Test error found - save the configuration
: 1128 | 2.54609 2.34836 0.0202372 0.00182819 43457.1 0
: 1129 | 2.43995 2.44785 0.0200794 0.00176246 43675.5 1
: 1130 | 2.90943 2.63473 0.0200834 0.00176177 43664.2 2
: 1131 | 2.85585 3.13254 0.020094 0.00176253 43640.8 3
: 1132 | 2.59351 2.57158 0.0202031 0.00176249 43382.5 4
: 1133 | 2.49262 2.38016 0.0200918 0.00176339 43648 5
: 1134 | 2.50284 2.35773 0.0201345 0.00176187 43543 6
: 1135 Minimum Test error found - save the configuration
: 1135 | 2.63056 2.23137 0.0201492 0.00181475 43633.6 0
: 1136 | 2.68366 2.80706 0.0200715 0.00175326 43672.2 1
: 1137 | 2.58182 2.53805 0.0201331 0.0017624 43547.7 2
: 1138 | 2.77607 2.83505 0.0201354 0.00176654 43552 3
: 1139 | 2.78114 2.47144 0.0200897 0.00176178 43649.3 4
: 1140 | 2.78178 2.51085 0.0200722 0.00176012 43687.1 5
: 1141 | 2.53211 3.00085 0.0200758 0.0017598 43677.7 6
: 1142 Minimum Test error found - save the configuration
: 1142 | 2.53557 2.21453 0.0202379 0.0018228 43442.5 0
: 1143 | 2.39642 2.26482 0.0201616 0.0017709 43500.2 1
: 1144 | 2.42221 2.32244 0.0201579 0.00177374 43515.8 2
: 1145 | 2.54179 3.04463 0.0201448 0.00177368 43546.6 3
: 1146 | 2.57145 2.31544 0.020217 0.00179833 43434.3 4
: 1147 | 2.45146 2.46917 0.0201094 0.00176249 43604 5
: 1148 | 2.36964 2.71973 0.0201478 0.0018112 43628.6 6
: 1149 | 2.40831 2.66214 0.020123 0.00177553 43602.8 7
: 1150 | 2.50192 2.43158 0.02008 0.00176917 43690.1 8
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.37499 2.20339 0.0201773 0.0018444 43637.3 0
: 1152 | 2.4715 2.68891 0.0200861 0.00176832 43673.4 1
: 1153 | 2.59171 2.23902 0.0200757 0.00176656 43694.1 2
: 1154 | 2.41359 2.24376 0.0200763 0.00176618 43691.7 3
: 1155 | 2.37066 2.61876 0.0200776 0.0017566 43665.9 4
: 1156 | 2.43681 2.3798 0.0201486 0.00175507 43493.5 5
: 1157 | 2.57339 2.24508 0.0202674 0.0017644 43236.2 6
: 1158 | 2.58046 2.32866 0.0200932 0.00176281 43643.5 7
: 1159 Minimum Test error found - save the configuration
: 1159 | 2.53687 2.20141 0.0201522 0.00182642 43654.4 0
: 1160 | 2.64942 2.23596 0.0200857 0.0017623 43659.9 1
: 1161 | 3.06932 2.66131 0.0200802 0.00176298 43674.8 2
: 1162 | 2.4496 3.76099 0.0200804 0.00175383 43652.6 3
: 1163 | 2.75733 3.05105 0.0201306 0.0017553 43536.8 4
: 1164 | 2.501 2.29705 0.0201007 0.00175988 43618.7 5
: 1165 | 2.28083 2.31945 0.0200814 0.00176086 43666.9 6
: 1166 | 2.33866 2.28657 0.0201767 0.00176276 43445.4 7
: 1167 | 2.52729 2.69036 0.0201885 0.00176254 43417.1 8
: 1168 | 2.35548 2.23412 0.0200933 0.00176289 43643.3 9
: 1169 | 2.33564 2.53072 0.0204743 0.00177935 42792.3 10
: 1170 | 2.4262 2.86141 0.020088 0.00176683 43665.4 11
: 1171 | 2.60856 2.52962 0.0203677 0.00180676 43101.4 12
: 1172 | 2.29313 2.43464 0.0201374 0.00176018 43532.1 13
: 1173 | 2.59662 2.43735 0.0200836 0.00176078 43661.3 14
: 1174 | 2.55394 2.26597 0.0201096 0.00176661 43613.3 15
: 1175 | 2.39237 2.3152 0.0201033 0.00178991 43684 16
: 1176 | 2.44584 2.31961 0.0200738 0.00176649 43698.4 17
: 1177 | 2.28707 2.25636 0.0201828 0.00179181 43499.6 18
: 1178 | 2.42338 3.14739 0.0200739 0.0017669 43699.2 19
: 1179 | 2.3327 2.35903 0.0200793 0.00176549 43682.9 20
: 1180 | 2.57359 2.51672 0.0200771 0.00176674 43691.2 21
:
: Elapsed time for training with 1000 events: 23.8 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0281 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.55 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.308 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.70926e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.29306e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0671 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0906 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00491 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.232 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 1.9 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: 0.0457 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00687 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: 0.0922 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0126 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: 0.00642 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00208 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0275 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.9 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.214 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.320 -0.310 1.61 1.28 | 3.273 3.280
: datasetreg BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: datasetreg KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: datasetreg PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: datasetreg LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.309 -0.296 1.45 1.14 | 3.325 3.331
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
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("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
int main()
Definition Prototype.cxx:12
unsigned int UInt_t
Definition RtypesCore.h:46
double Double_t
Definition RtypesCore.h:59
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
#define gROOT
Definition TROOT.h:407
R__EXTERN TSystem * gSystem
Definition TSystem.h:555
A specialized string object used for TTree selections.
Definition TCut.h:25
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4089
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
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
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="")
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
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
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
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
@ kPDEFoam
Definition Types.h:94
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
Basic string class.
Definition TString.h:139
Bool_t IsNull() const
Definition TString.h:414
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="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.