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TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.609 sec
: Elapsed time for training with 1000 events: 0.616 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00724 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: 0.00141 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00925 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: 0.000346 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00268 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 = 33576.9
: --------------------------------------------------------------
: 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 | 34873.2 33249.4 0.0194098 0.00178218 45383.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 34437 32724.8 0.0194257 0.00176406 45295.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 33837.8 32002.9 0.0197092 0.00179493 44657.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 33116.8 31267.5 0.0198581 0.00179953 44300.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 32329 30464.6 0.0208641 0.00186389 42104.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 31450.4 29610.4 0.0198892 0.001816 44264.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30696.2 29067.2 0.019775 0.00177976 44456.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 30230.5 28680.4 0.0197158 0.00177944 44602.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 29858.4 28340.9 0.0197107 0.00177785 44610.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 29525.6 28024.7 0.0196778 0.00176561 44662.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 29209.9 27728.8 0.0196952 0.00176647 44621.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 28913 27443.3 0.0197077 0.00176829 44594.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 28627.4 27166.4 0.0196957 0.00176055 44605.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 28348.8 26899.4 0.0197098 0.00176647 44584.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 28078.3 26639.7 0.019724 0.00177013 44558.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 27813.2 26387.8 0.019712 0.00176889 44585.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 27556.7 26139.1 0.0197167 0.00176271 44558.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 27304.5 25894.5 0.0197302 0.00177692 44560.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 27055.9 25655.3 0.0197312 0.00177824 44561 0
: 20 Minimum Test error found - save the configuration
: 20 | 26817.2 25414 0.019721 0.00177145 44569.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 26572.3 25184.5 0.0197295 0.00177865 44566.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 26337.8 24956.5 0.0197461 0.00177841 44524.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 26103.2 24735.1 0.0197414 0.00177778 44534.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 25879.7 24508.3 0.0197631 0.00178237 44492.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 25650 24290.5 0.0197449 0.00176622 44497.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 25429.4 24072.4 0.019761 0.00177484 44478.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 25203.8 23865.5 0.0197561 0.00177251 44485.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 24994 23649.7 0.0197578 0.00177364 44483.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 24777.9 23439.1 0.0197665 0.0017685 44449.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 24563.2 23235.1 0.0197798 0.00177384 44429.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 24353.3 23034.1 0.0197863 0.00177633 44419.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 24148.8 22831.4 0.0197936 0.00177747 44404.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 23942.4 22633.5 0.0197873 0.00177808 44421.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 23739.9 22437.8 0.0197839 0.00177072 44411.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 23540.3 22243.2 0.0198197 0.00178381 44356.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 23340.1 22053.8 0.0197988 0.00178888 44419.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 23147.2 21861.4 0.0198061 0.00178664 44396.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22951.5 21673.7 0.0198076 0.00178971 44400.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 22760.5 21486.6 0.0198019 0.00178163 44394.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 22571 21300.8 0.0198094 0.00178136 44375.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 22384.1 21115.6 0.0198081 0.00178836 44395.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 22196.2 20935 0.0198097 0.00178778 44390.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 22012.4 20755.3 0.0198284 0.00179389 44359.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 21830.4 20574.2 0.0198236 0.00179219 44367 0
: 45 Minimum Test error found - save the configuration
: 45 | 21643.5 20390.4 0.0198296 0.00178496 44334.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21464.2 20214.9 0.0198325 0.00177783 44309.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 21284.8 20045.9 0.0198424 0.00178533 44303.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 21112.3 19868.6 0.019833 0.0017859 44328.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 20938.5 19708 0.0198581 0.00178846 44273.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 20762.5 19531.8 0.0198555 0.0017872 44276.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20589.2 19364 0.0198859 0.00178924 44207 0
: 52 Minimum Test error found - save the configuration
: 52 | 20420 19197.2 0.0198667 0.00178795 44250.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 20249.7 19031.6 0.0198736 0.00178457 44225.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 20082.4 18869 0.0203544 0.00182891 43183.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 19917.1 18708.2 0.0199063 0.00179248 44165.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 19750.1 18542.9 0.0199053 0.00179246 44167.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 19584.2 18385.6 0.0199211 0.00180311 44155.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 19423.1 18225 0.01994 0.00179571 44091 0
: 59 Minimum Test error found - save the configuration
: 59 | 19258.8 18067.5 0.0199304 0.00179031 44101.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 19097.3 17911.8 0.0199325 0.00179139 44098.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 18939.9 17756.6 0.0199512 0.00179177 44054.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18783.4 17599.7 0.019962 0.00179259 44030.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 18622.7 17448.7 0.0199767 0.00179668 44004.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 18471 17296.1 0.0199792 0.00179539 43995.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 18313.2 17148.6 0.0199927 0.00179792 43968.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 18163.8 16999.4 0.0200038 0.00179695 43939.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 18011.3 16849.7 0.0200359 0.0018349 43953.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 17857.2 16706.5 0.0200206 0.00179803 43901.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 17709.1 16562.4 0.0200285 0.00180101 43889.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17563.1 16415.4 0.0200316 0.00180917 43902 0
: 71 Minimum Test error found - save the configuration
: 71 | 17415.2 16272.9 0.020034 0.00180807 43893.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 17269 16129.9 0.0200216 0.00180664 43919.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 17125 15988.9 0.0200476 0.00180931 43863.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 16980.8 15850.7 0.0200399 0.00180916 43881.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16838.6 15713.5 0.0200474 0.0018094 43864.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 16698.6 15576.4 0.0200667 0.00181062 43820.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 16559.3 15440.2 0.020039 0.00180937 43884.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 16421.8 15303.9 0.0200638 0.00180987 43826.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 16283.7 15171.2 0.0200678 0.00180945 43815.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 16147.5 15038.8 0.020064 0.00181055 43827.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 16012.6 14908.5 0.0200622 0.00181032 43831 0
: 82 Minimum Test error found - save the configuration
: 82 | 15879.2 14778.9 0.0200632 0.00181057 43829.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 15748.7 14647.7 0.0200923 0.00181539 43771.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 15618 14517.2 0.0200654 0.00181482 43834.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 15484.9 14393 0.0200782 0.00181832 43811.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 15359.1 14264.9 0.0200779 0.00181916 43814.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 15227.9 14143.2 0.0200832 0.00181935 43802.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 15103.4 14019.6 0.0201078 0.00183468 43780.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 14978.3 13896.5 0.0200824 0.00181897 43803.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 14854.4 13773.7 0.020073 0.00182067 43830 0
: 91 Minimum Test error found - save the configuration
: 91 | 14729.7 13654 0.0201009 0.00182014 43761.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 14608.9 13533.1 0.0200825 0.00181934 43803.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 14487 13414.9 0.0200913 0.00181527 43773.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 14365.9 13298.4 0.0200931 0.00181505 43768.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 14247.7 13182 0.0200914 0.00181971 43783.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 14130 13066 0.0200977 0.00182199 43774.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 14013 12950.9 0.020089 0.00182183 43794.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 13894.6 12840.6 0.0200966 0.00182294 43778.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 13782.7 12726.3 0.0201036 0.00182316 43762.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 13666.6 12615.8 0.0201093 0.00182541 43754.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 13555.4 12503.3 0.0201037 0.0018151 43743 0
: 102 Minimum Test error found - save the configuration
: 102 | 13440.5 12396.3 0.0201185 0.00180963 43694.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 13331 12287 0.0201137 0.00181464 43718 0
: 104 Minimum Test error found - save the configuration
: 104 | 13220.6 12179 0.0200936 0.00181464 43766.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 13111.6 12071.2 0.0200989 0.00181433 43752.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 13003.1 11964.7 0.0201061 0.00181315 43732.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 12896.1 11858.4 0.0200966 0.00181204 43752.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 12788.7 11754.2 0.0200989 0.0018149 43754.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 12683.1 11650.9 0.0201055 0.00181554 43739.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 12578.2 11548.7 0.020112 0.00180915 43709.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 12475.3 11445.9 0.0200952 0.00180755 43745.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 12372 11344.5 0.020107 0.00181617 43737.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 12269.8 11244.1 0.0201072 0.00181529 43735.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 12168 11145.8 0.0201075 0.00181537 43734.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 12069.4 11045.8 0.0201131 0.00181433 43718.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 11967.5 10950 0.0201473 0.00181799 43645.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 11871.5 10851.1 0.0201184 0.00181482 43707.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 11772 10755.8 0.020118 0.00180939 43695.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 11676.3 10659.5 0.0201087 0.0018182 43738.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 11578.6 10566.2 0.0201282 0.0018241 43706 0
: 121 Minimum Test error found - save the configuration
: 121 | 11484.2 10472.3 0.0201253 0.00182369 43711.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 11388.2 10381.8 0.0201136 0.00182388 43740.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 11295.8 10289.8 0.0201217 0.00182361 43720.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 11203.8 10197 0.020122 0.00182398 43720.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 11111.5 10105.1 0.0201183 0.00182417 43729.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 11018.8 10016.3 0.0201223 0.00181923 43708.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 10929.3 9926.28 0.0201306 0.00182263 43696.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 10838.7 9838.36 0.0201341 0.00184435 43740.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 10749.8 9750.99 0.0201198 0.001828 43735.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 10661.5 9664.15 0.020119 0.00182547 43731.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 10574.3 9577.46 0.0201276 0.00182655 43713.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 10487.4 9491.46 0.0201094 0.00181754 43735.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 10401.1 9406.43 0.0201265 0.00181266 43682.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 10316.9 9320.38 0.0201343 0.00181919 43679.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 10230.2 9238.15 0.0201374 0.00181814 43670 0
: 136 Minimum Test error found - save the configuration
: 136 | 10146.2 9156.79 0.0201308 0.00181751 43684.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 10065.1 9072.77 0.0201423 0.00181492 43650.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 9980.71 8992.25 0.020135 0.00181713 43673.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 9900.78 8909.43 0.0201286 0.00181734 43688.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 9816.33 8832.77 0.0201494 0.00181176 43626 0
: 141 Minimum Test error found - save the configuration
: 141 | 9738.61 8752.19 0.0201698 0.00181837 43593.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 9657.79 8673.45 0.0201343 0.00181643 43673.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 9579.46 8594.3 0.0205569 0.00185052 42766.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 9500.59 8516.46 0.0201576 0.00181982 43625.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9423.98 8437.55 0.0201352 0.00182463 43690.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 9344.59 8362.79 0.0201376 0.00182629 43688.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 9269.98 8285.59 0.0201456 0.00182536 43667.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 9191.38 8213.45 0.020164 0.00185805 43701.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 9118.7 8137.65 0.0201646 0.00184883 43678.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 9043.37 8063.49 0.0201353 0.0018216 43683.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 8969.53 7990.04 0.0201728 0.00182695 43606.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 8895.73 7917.4 0.0201493 0.00182678 43662 0
: 153 Minimum Test error found - save the configuration
: 153 | 8823.25 7844.94 0.0201651 0.00182688 43624.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 8750.37 7774.11 0.0201485 0.00182793 43666.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 8679.25 7703.04 0.0201502 0.00181851 43640.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 8607.76 7633.42 0.0201482 0.00181175 43629 0
: 157 Minimum Test error found - save the configuration
: 157 | 8537.45 7564.23 0.0201572 0.00181724 43620.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 8468.95 7493.67 0.0201542 0.00181878 43631.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 8398.64 7424.81 0.0201351 0.00181779 43674.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 8329.61 7357.39 0.0201415 0.00181848 43661 0
: 161 Minimum Test error found - save the configuration
: 161 | 8262.09 7289.35 0.0201615 0.00181888 43614.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 8196.08 7219.77 0.0201475 0.00181167 43630.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 8126.35 7154.9 0.020174 0.00181979 43586.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 8060.18 7089.99 0.0201601 0.00181783 43615.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 7994.87 7024.95 0.0201541 0.0018186 43631.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7929.71 6960.15 0.0201536 0.00181988 43635.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7865.22 6895.23 0.020147 0.00181909 43649.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 7800.42 6831.97 0.0201623 0.00181859 43611.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 7737.26 6768.28 0.0201592 0.00182614 43637.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 7674.46 6704.56 0.0201579 0.0018265 43640.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 7611.03 6642.65 0.0201575 0.00182775 43644.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 7548.67 6581.8 0.0201503 0.0018256 43656.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 7487.3 6520.83 0.0201682 0.00182973 43624.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 7426.59 6459.94 0.0201609 0.00182196 43623 0
: 175 Minimum Test error found - save the configuration
: 175 | 7365.79 6399.56 0.0201628 0.0018271 43630.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 7305.64 6340.07 0.0201755 0.00185388 43664.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7246.18 6280.72 0.0201611 0.00182827 43637.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 7187.03 6221.91 0.02016 0.00182042 43621.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 7128.61 6163.49 0.0201646 0.00181266 43592 0
: 180 Minimum Test error found - save the configuration
: 180 | 7069.6 6106.71 0.0201675 0.00181744 43596.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 7013.19 6048.88 0.0201544 0.0018183 43629.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 6956.26 5990.73 0.0201655 0.00182052 43608.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6897.64 5936.45 0.0201655 0.00182061 43608.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 6842.83 5880.12 0.0201708 0.00182 43594.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 6786.28 5825.66 0.0201663 0.00181271 43588.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 6732.35 5769.56 0.0201642 0.00181812 43606 0
: 187 Minimum Test error found - save the configuration
: 187 | 6675.98 5716.46 0.0201585 0.00182038 43625 0
: 188 Minimum Test error found - save the configuration
: 188 | 6623.44 5660.91 0.0201699 0.00181874 43593.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 6568.15 5607.79 0.0201552 0.00181892 43629.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 6514.66 5555.15 0.0201539 0.0018131 43618.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6461.88 5502.29 0.0201916 0.00182845 43565.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 6409.83 5449.29 0.0201585 0.00182848 43644.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 6356.65 5397.97 0.0201576 0.00182719 43643.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 6304.92 5347.25 0.0201563 0.00182809 43648.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 6254.52 5295.46 0.0201579 0.00182748 43643.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 6203.26 5244.88 0.0202649 0.0018873 43531.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6151.58 5196.33 0.0203302 0.00189197 43388 0
: 198 Minimum Test error found - save the configuration
: 198 | 6102.95 5145.93 0.0202653 0.00187266 43495.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 6052.85 5096.67 0.0202246 0.00183953 43513.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 6003.94 5047.74 0.0202468 0.0018623 43514.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 5954.82 4999.35 0.0201924 0.00182405 43553.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 5905.79 4952.11 0.0201702 0.00182294 43603.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 5858.13 4904.52 0.0201643 0.00182029 43611 0
: 204 Minimum Test error found - save the configuration
: 204 | 5810.46 4857.68 0.0201681 0.00181452 43588.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 5763.28 4810.76 0.0201689 0.0018187 43596.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 5715.68 4765.35 0.0201606 0.00182121 43621.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 5669.3 4720.09 0.0201876 0.00183084 43580.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 5623.72 4674.38 0.0201913 0.00182672 43562.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 5578.98 4627.72 0.0202141 0.0018557 43576.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 5532.62 4583.19 0.0201848 0.00182935 43583.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 5486.75 4539.91 0.0201668 0.00182838 43624.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 5443.36 4495.31 0.020172 0.00182805 43611.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 5398.83 4450.92 0.0201663 0.00183049 43630.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 5353.44 4409.33 0.0202092 0.00185122 43577.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 5310.35 4366.9 0.0202 0.00183071 43550.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 5267.55 4324.05 0.0201746 0.00182931 43608 0
: 217 Minimum Test error found - save the configuration
: 217 | 5224.94 4281.15 0.0201698 0.00183176 43625.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 5181.61 4239.69 0.0201568 0.00182764 43646.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 5138.72 4199.47 0.0201678 0.00182098 43604.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 5097.82 4158.07 0.0201746 0.00181641 43577.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 5056.24 4116.92 0.0201704 0.00182031 43596.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 5014.93 4076.3 0.0201714 0.00181943 43592 0
: 223 Minimum Test error found - save the configuration
: 223 | 4973.68 4036.49 0.0201808 0.00182729 43588.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 4932.14 3998.67 0.0201678 0.00182081 43603.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 4893.56 3958.45 0.0201644 0.00181442 43596.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 4853.05 3919.47 0.0201729 0.00181947 43588.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 4813.04 3881.35 0.020173 0.00181926 43587.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 4774.62 3842.54 0.0201806 0.0018207 43573.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 4734.08 3806.37 0.0201898 0.0018484 43617.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 4696.33 3768.9 0.0201728 0.00181432 43576.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 4658.22 3731.03 0.0201841 0.00182969 43586.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 4619.83 3693.89 0.0205729 0.00187013 42774.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 4582.28 3657.08 0.0201742 0.00182606 43601.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 4543.51 3622.4 0.0201932 0.00183396 43574.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 4508.05 3585.37 0.0201808 0.00183193 43599.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 4470.09 3550.38 0.0201694 0.00182972 43621.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 4433.7 3515.45 0.0201657 0.00182811 43626.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 4396.7 3482.05 0.0201717 0.0018226 43598.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 4361.99 3446.21 0.0201784 0.00181681 43569.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 4325.47 3411.98 0.0201878 0.00182511 43566.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 4290.22 3377.45 0.0201644 0.0018221 43615.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 4254.32 3344.92 0.020177 0.00182132 43583.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 4220.59 3309.97 0.0201715 0.00182084 43595.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 4185.81 3276.15 0.0201814 0.00182154 43573.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 4150.31 3243.99 0.0201793 0.00182331 43582.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4116.37 3212.55 0.0201563 0.00182167 43633.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 4083.01 3180.07 0.0201659 0.00181983 43606 0
: 248 Minimum Test error found - save the configuration
: 248 | 4049.6 3147.68 0.0201728 0.00183195 43618.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 4016.4 3115.87 0.0202027 0.00182665 43534.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3982.81 3084.95 0.0201807 0.00182871 43592 0
: 251 Minimum Test error found - save the configuration
: 251 | 3950.41 3053.8 0.0201618 0.00182741 43633.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3917.47 3023.78 0.0201902 0.00185101 43622.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3886.13 2992.52 0.020177 0.00183479 43615.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3853.14 2962.81 0.0201731 0.00182509 43601.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 3821.56 2933.04 0.0201787 0.00183552 43613 0
: 256 Minimum Test error found - save the configuration
: 256 | 3790.49 2903.03 0.0201806 0.00183171 43599.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 3758.94 2874.17 0.0201964 0.00185005 43605.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 3728.47 2844.09 0.0201915 0.00184526 43605.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 3697.05 2815.62 0.0201816 0.00181646 43560.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 3666.46 2787.21 0.020203 0.00184534 43578.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 3636.58 2758.54 0.0202055 0.00184575 43573.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 3606.13 2730.89 0.0201927 0.00183854 43586.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 3577.16 2702.54 0.0201954 0.00182364 43545.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 3547.18 2674.64 0.020199 0.00184321 43582.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 3517.01 2648.07 0.0202236 0.00184829 43536.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3488.34 2621.14 0.0202049 0.00183881 43558.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 3460.02 2593.47 0.0201806 0.00182759 43589.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 3430.88 2567 0.0202001 0.00184422 43582.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 3402.17 2540.68 0.0201962 0.00183689 43574.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 3373.17 2515.96 0.0201996 0.00183172 43554.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 3345.98 2490.31 0.0202015 0.00185482 43604.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 3318.56 2463.81 0.0202408 0.00187197 43552.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 3290.1 2439.08 0.0202352 0.00186565 43550.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 3263.95 2412.67 0.0202462 0.00187555 43547.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 3235.3 2388.64 0.0202714 0.00187109 43477.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 3208.94 2363.55 0.0202962 0.00190805 43506.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 3182.6 2339.69 0.0201971 0.00182612 43546.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 3155.24 2315 0.0201767 0.00182523 43593.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 3129.15 2290.93 0.020175 0.00182035 43585.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 3103.24 2267.4 0.0201676 0.00182009 43602.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 3076.96 2242.8 0.0201657 0.00182215 43612 0
: 282 Minimum Test error found - save the configuration
: 282 | 3051.15 2218.95 0.0201652 0.00181322 43592 0
: 283 Minimum Test error found - save the configuration
: 283 | 3025.24 2195.68 0.0201829 0.00182084 43568.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2999.78 2172.71 0.0201608 0.00181948 43617.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2974.67 2149.73 0.0201891 0.00183382 43584.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2948.92 2127.95 0.0201836 0.001822 43569.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2924.69 2105.75 0.0201849 0.00182263 43567.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2900.4 2083.17 0.0201784 0.0018286 43597.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2875.45 2060.92 0.0201929 0.00183511 43578.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2851.09 2039.06 0.0201997 0.00185118 43600.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2827.27 2017.31 0.0201753 0.00183067 43609.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2803.52 1996.95 0.020167 0.00182483 43615.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2779.95 1975.2 0.0201789 0.00183769 43617.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2755.66 1954.39 0.020174 0.00183211 43615.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2732.46 1933.53 0.0201774 0.00182851 43599.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2709.62 1912.31 0.0201789 0.0018361 43613.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2686.02 1892.49 0.0201849 0.00181818 43557 0
: 298 Minimum Test error found - save the configuration
: 298 | 2663.36 1872.01 0.0201797 0.00182113 43576.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2640.76 1851.47 0.020176 0.00182592 43596.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 2617.67 1832.94 0.0201926 0.0018252 43555.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 2595.76 1813.11 0.0201706 0.00182547 43608.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2573.95 1792.72 0.0201754 0.00181995 43583.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 2551.37 1774.08 0.0202067 0.00182992 43533.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 2530.14 1754.31 0.0201961 0.00182527 43547.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 2508.33 1734.95 0.0201936 0.00183331 43572.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 2486.38 1716.56 0.0201887 0.00182737 43569.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 2465.59 1697.59 0.0202042 0.00183501 43551.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 2443.71 1679.65 0.0201903 0.00183165 43576.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 2422.86 1661.78 0.0201911 0.00183417 43580.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 2402.27 1643.88 0.0201937 0.00183446 43574.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 2381.68 1626.12 0.0201771 0.00183294 43610.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 2362.06 1607.37 0.0201924 0.00182846 43563.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 2341.28 1589.11 0.0202023 0.00183216 43548.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 2320.52 1571.96 0.0201858 0.00183465 43594 0
: 315 Minimum Test error found - save the configuration
: 315 | 2300.21 1555.57 0.0201758 0.00183062 43608.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 2281.1 1537.95 0.0202128 0.0018479 43561.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2260.99 1521.19 0.0202102 0.00182089 43503.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 2241.43 1504.55 0.0202085 0.0018299 43528.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 2221.91 1488.07 0.0202029 0.00183117 43545.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 2202.51 1471.83 0.0201958 0.00182466 43546.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 2183.68 1455.71 0.0206163 0.00185749 42646.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2164.7 1439.13 0.0201956 0.00182511 43548.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 2146.19 1422.45 0.0201803 0.00182623 43587 0
: 324 Minimum Test error found - save the configuration
: 324 | 2126.61 1407.08 0.0201969 0.00182991 43556.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 2107.93 1391.84 0.0201984 0.00183095 43555.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 2089.83 1376.6 0.0201936 0.00183681 43580.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 2071.73 1361.74 0.0201982 0.00183422 43563.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 2053.75 1346.05 0.0201864 0.00183342 43589.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 2035.15 1331.2 0.0201975 0.00182709 43548.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 2018.41 1315.39 0.0202036 0.00183514 43552.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1999.71 1300.87 0.0201873 0.00183528 43591.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1981.98 1286.57 0.0202088 0.00183361 43537 0
: 333 Minimum Test error found - save the configuration
: 333 | 1964.93 1272.05 0.0201968 0.00182651 43548.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1947.26 1257.63 0.0201943 0.0018188 43536.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1930.29 1243.66 0.0201925 0.00182492 43555 0
: 336 Minimum Test error found - save the configuration
: 336 | 1912.88 1230.42 0.0202122 0.00183339 43528.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1896.42 1216.58 0.0201913 0.00182309 43553.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1880.38 1202.13 0.0202047 0.00181924 43512.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1862.46 1188.67 0.0202017 0.00182536 43534.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1846.33 1175.13 0.0201731 0.00182376 43598.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1829.75 1162.39 0.0201987 0.00182465 43539.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1813.8 1149.14 0.0202009 0.00182844 43543.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1797.83 1135.84 0.0202098 0.00183247 43531.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1780.85 1123.76 0.0202017 0.0018333 43553 0
: 345 Minimum Test error found - save the configuration
: 345 | 1766.02 1110.66 0.0201925 0.00183119 43570 0
: 346 Minimum Test error found - save the configuration
: 346 | 1749.6 1098.31 0.0202183 0.00185226 43558.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1735.08 1085.19 0.0202153 0.00185033 43561.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1718.16 1073.5 0.0201978 0.00182541 43543.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1703.34 1061.66 0.020214 0.00183377 43525 0
: 350 Minimum Test error found - save the configuration
: 350 | 1688 1049.95 0.0201919 0.00183563 43581.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1673.03 1037.61 0.020217 0.00185881 43577.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1657.95 1025.37 0.0202096 0.0018193 43501.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1643.06 1013.71 0.020217 0.00182366 43494 0
: 354 Minimum Test error found - save the configuration
: 354 | 1627.78 1002.34 0.0202058 0.00182608 43526.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1613.12 991.084 0.0201876 0.00182367 43563.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1598.44 979.939 0.0202074 0.00183678 43547.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1584.66 968.27 0.020196 0.00181698 43528 0
: 358 Minimum Test error found - save the configuration
: 358 | 1569.71 957.567 0.020195 0.00182229 43542.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1555.39 946.862 0.0201844 0.00182308 43569.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1541.52 935.947 0.02018 0.00182393 43582.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1527.71 924.986 0.020208 0.00182405 43516.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1513.02 914.799 0.0202081 0.00182512 43518.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1499.15 904.915 0.0202033 0.00183152 43545.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1485.9 894.554 0.0202012 0.00183307 43553.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1472.51 884.024 0.0201997 0.00183274 43556.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1458.78 873.891 0.0202019 0.00183257 43550.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1445.58 864.165 0.0201994 0.00183851 43570.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1432.36 854.071 0.0201875 0.00183052 43580.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1418.96 844.442 0.0201897 0.00182994 43573.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1405.53 835.2 0.0201745 0.00183103 43612.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1393.24 825.085 0.0202109 0.00185578 43584.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 1380.09 815.779 0.0201894 0.00182412 43560.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 1367.28 806.401 0.020186 0.00182366 43567.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 1354.45 797.517 0.0202135 0.00182614 43508.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 1342.16 788.364 0.02019 0.00183662 43588.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 1329.62 779.491 0.0201777 0.00181691 43571.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 1317.11 770.688 0.0202099 0.00182672 43517.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 1305.26 761.481 0.0202005 0.00182282 43531.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 1292.55 753.406 0.0201888 0.00182253 43558.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 1281.17 744.597 0.0201927 0.00182472 43554.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 1268.95 735.773 0.0201989 0.0018252 43540.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 1256.71 727.656 0.020189 0.00183047 43576.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 1245.08 719.53 0.0201853 0.00183172 43588.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 1233.89 710.878 0.0201935 0.00183299 43571.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 1221.79 703.058 0.020193 0.00183037 43566.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 1210 695.478 0.0201894 0.00182645 43566.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 1199.32 687.614 0.0201907 0.00183158 43575.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 1187.99 679.993 0.0201778 0.00183107 43604.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 1176.95 672.587 0.0202022 0.00183445 43554.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 1165.47 664.929 0.0201903 0.00182483 43560 0
: 391 Minimum Test error found - save the configuration
: 391 | 1154.45 657.371 0.0201718 0.00181667 43584.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 1143.79 649.983 0.0201878 0.00182344 43562.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1132.7 643.164 0.0201819 0.00182332 43576.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 1122.03 635.158 0.0201906 0.00182351 43556.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 1111.24 628.187 0.0201835 0.00182256 43570.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1100.87 621.138 0.0201732 0.00181735 43582.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 1090.08 614.069 0.020174 0.00182403 43596.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 1079.59 607.554 0.0201848 0.0018234 43569.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 1069.34 601.133 0.0201826 0.00182272 43573.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 1059.5 593.902 0.0201718 0.00182505 43604.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 1048.87 587.289 0.0201857 0.00182676 43575.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 1038.68 581.188 0.0201839 0.00183104 43589.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 1028.87 574.621 0.0201787 0.00183081 43601.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 1018.94 568.576 0.0201891 0.00183166 43579 0
: 405 Minimum Test error found - save the configuration
: 405 | 1009.43 561.489 0.0201897 0.00183155 43577.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 999.399 555.246 0.0201757 0.00182684 43599.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 989.319 549.49 0.0201728 0.00183153 43617.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 979.797 543.313 0.0201807 0.00183269 43601.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 970.386 537.42 0.020182 0.00183101 43594.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 960.694 531.406 0.0211678 0.00185073 41414.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 951.698 525.493 0.0201806 0.0018219 43576.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 941.988 519.774 0.0201842 0.00182298 43570.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 933.582 513.701 0.020181 0.00182331 43578.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 924.005 508.462 0.0201692 0.00182169 43602.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 914.879 503.715 0.0201742 0.00182338 43594.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 906.374 497.441 0.0203113 0.00182955 43286 0
: 417 Minimum Test error found - save the configuration
: 417 | 897.096 491.953 0.0201766 0.0018296 43603.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 888.284 486.444 0.0201867 0.00184879 43625.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 879.54 482.133 0.0201843 0.00183212 43591.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 871.242 475.981 0.0201737 0.00182886 43609.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 862.624 470.547 0.0201781 0.00182427 43587.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 853.782 466.028 0.0201872 0.00183004 43579.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 845.291 460.686 0.0201717 0.00182981 43616 0
: 424 Minimum Test error found - save the configuration
: 424 | 837.131 455.888 0.0201875 0.00183074 43580.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 828.951 450.751 0.0201658 0.00182979 43629.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 820.571 447.175 0.020178 0.00181656 43569.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 813.205 441.566 0.0201975 0.00182434 43541.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 804.69 437.113 0.0201992 0.00183442 43561.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 796.933 432.033 0.0202038 0.00182451 43527.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 788.359 427.253 0.0201859 0.0018221 43564 0
: 431 Minimum Test error found - save the configuration
: 431 | 780.581 422.75 0.0201722 0.00181444 43578.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 773.071 418.405 0.0202268 0.00184885 43530.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 764.86 414.7 0.0201858 0.00182258 43565.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 758.015 409.771 0.0201867 0.00182054 43558.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 750.34 405.132 0.020198 0.00182364 43538.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 742.777 401.196 0.0202084 0.00182355 43514 0
: 437 Minimum Test error found - save the configuration
: 437 | 734.967 396.969 0.0202071 0.00183329 43540.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 728.052 392.434 0.0202151 0.00183487 43525.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 720.466 388.54 0.0201901 0.00183011 43573.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 713.223 384.506 0.0201871 0.00183013 43580.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 706.784 380.2 0.0202012 0.00182454 43533.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 699.274 376.433 0.0201784 0.00183396 43609.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 692.563 372.848 0.0201867 0.00183038 43581.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 685.692 368.631 0.0201855 0.00183236 43589.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 678.857 364.589 0.0201838 0.00182532 43576.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 671.519 360.613 0.0201826 0.00181875 43563.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 664.688 357.283 0.0202077 0.0018252 43519.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 657.978 353.197 0.0201936 0.00182277 43547.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 651.489 349.67 0.0201952 0.00182486 43548.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 644.734 346.798 0.0201952 0.00182644 43552.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 638.428 342.402 0.0201897 0.00182263 43556.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 631.747 338.917 0.0202017 0.00182299 43528.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 625.358 335.306 0.0201783 0.00183059 43602.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 618.923 331.974 0.0201871 0.00182501 43568.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 612.517 329.038 0.0202044 0.00182755 43533 0
: 456 Minimum Test error found - save the configuration
: 456 | 606.68 325.29 0.0201924 0.00182979 43566.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 600.123 321.754 0.0201979 0.00183155 43557.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 594.037 318.645 0.020185 0.0018305 43586 0
: 459 Minimum Test error found - save the configuration
: 459 | 588.034 315.196 0.0201908 0.0018306 43572.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 582.242 312.979 0.020182 0.0018258 43582 0
: 461 Minimum Test error found - save the configuration
: 461 | 576.396 309.003 0.0201886 0.00183474 43587.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 570.215 305.897 0.0201843 0.00183253 43592.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 564.603 302.936 0.0201805 0.00182931 43593.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 558.432 299.582 0.0201869 0.00183144 43583.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 552.713 296.737 0.0201734 0.00181671 43580.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 547.104 293.525 0.0201853 0.00182286 43567.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 541.325 290.797 0.0201709 0.00182265 43601 0
: 468 Minimum Test error found - save the configuration
: 468 | 535.852 287.777 0.0201822 0.00182381 43576.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 530.141 284.956 0.0201818 0.00182154 43572.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 524.741 282.208 0.0201725 0.00182299 43598 0
: 471 Minimum Test error found - save the configuration
: 471 | 519.445 279.207 0.0201743 0.00181688 43579.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 514.045 276.311 0.0201871 0.00182455 43567 0
: 473 Minimum Test error found - save the configuration
: 473 | 508.652 273.816 0.0201798 0.00182249 43579.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 503.729 271.016 0.0201981 0.00182285 43536.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 498.743 268.152 0.0201656 0.00182217 43612.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 493.12 265.263 0.0201911 0.0018304 43571.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 487.72 263.28 0.0201807 0.00183002 43595.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 482.715 259.98 0.0201902 0.0018318 43576.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 477.766 257.407 0.0201776 0.00182982 43602.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 472.697 254.971 0.020186 0.00183903 43603.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 467.762 252.43 0.0201893 0.00182564 43564.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 463.058 250.519 0.0201754 0.00182966 43607 0
: 483 Minimum Test error found - save the configuration
: 483 | 458.577 247.974 0.0201804 0.00183057 43597.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 453.789 245.18 0.0201733 0.00183168 43616.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 448.61 242.518 0.0201816 0.0018239 43578.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 443.848 240.251 0.0201863 0.00181635 43549.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 439.133 238.405 0.02021 0.00182315 43509.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 434.842 235.88 0.0201736 0.00182257 43594.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 430.51 233.285 0.0201808 0.00182232 43576.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 425.58 230.911 0.0201842 0.00182205 43567.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 421.253 228.977 0.020181 0.00181594 43561 0
: 492 Minimum Test error found - save the configuration
: 492 | 416.76 226.628 0.0201862 0.0018206 43559.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 412.237 224.324 0.0201927 0.00184524 43602.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 408.001 222.36 0.0201988 0.00182061 43530 0
: 495 Minimum Test error found - save the configuration
: 495 | 404.044 220.265 0.0201709 0.00182453 43605.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 399.488 217.876 0.0201963 0.00183378 43567 0
: 497 Minimum Test error found - save the configuration
: 497 | 395.142 216.062 0.0201906 0.00183254 43577.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 391.236 213.976 0.0202112 0.00183331 43530.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 387.107 211.668 0.0206128 0.00186982 42682.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 383.029 209.586 0.0202036 0.0018339 43550 0
: 501 Minimum Test error found - save the configuration
: 501 | 378.713 207.75 0.0201867 0.00183025 43581.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 374.776 206.006 0.0202168 0.0018378 43527.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 371.1 204.457 0.0201826 0.00181789 43561.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 367.221 201.943 0.020193 0.00182397 43551.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 363.603 200.2 0.0201852 0.00182479 43572.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 359.409 197.992 0.020191 0.00182495 43558.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 355.571 196.403 0.020188 0.00182351 43562.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 351.978 194.3 0.0201933 0.00181613 43532.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 348.302 192.286 0.0201894 0.00182159 43554.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 344.233 190.702 0.0201923 0.00182295 43550.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 340.686 189.191 0.0201879 0.00182587 43568.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 337.374 187.019 0.0201912 0.00182374 43555.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 333.483 184.81 0.0202633 0.00188889 43538.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 329.799 183.396 0.0202409 0.00186129 43526.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 326.446 181.578 0.0201859 0.00183451 43593.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 323.368 179.81 0.020185 0.00183301 43592.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 319.879 178.245 0.0201836 0.0018316 43591.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 316.369 176.363 0.0201936 0.00183059 43565.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 312.69 174.747 0.0201887 0.00183123 43579 0
: 520 Minimum Test error found - save the configuration
: 520 | 309.445 173.174 0.0201939 0.00182935 43562.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 306.499 171.823 0.0201906 0.00183392 43580.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 302.993 170.368 0.0201949 0.00182057 43539.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 299.996 168.766 0.0201993 0.00182479 43538.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 296.879 166.676 0.0201954 0.00182347 43544.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 293.166 165.277 0.0201937 0.00182491 43552.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 289.956 163.349 0.0201902 0.00182377 43557.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 286.751 162.163 0.0201907 0.00181612 43538.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 283.664 160.372 0.0201938 0.00182303 43547.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 280.807 158.728 0.0201931 0.00182445 43552.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 277.585 157.342 0.0201907 0.00182338 43555.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 274.485 156.062 0.0202231 0.00184687 43534.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 271.861 154.901 0.0202409 0.00184359 43484.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 268.817 153.199 0.0202086 0.00183676 43545 0
: 534 Minimum Test error found - save the configuration
: 534 | 265.901 151.556 0.0202378 0.00186225 43536 0
: 535 Minimum Test error found - save the configuration
: 535 | 262.935 150.059 0.0202204 0.00184034 43525.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 260.049 148.683 0.020216 0.00183435 43521.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 257.132 147.22 0.0202465 0.00185783 43505.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 254.524 145.803 0.0202167 0.00183883 43530.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 251.58 144.464 0.02022 0.00184636 43540.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 248.952 142.727 0.0202108 0.00182564 43513.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 246.048 141.516 0.0202314 0.00183843 43494.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 243.351 140.286 0.0202601 0.00186818 43497.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 240.907 139.099 0.0202338 0.00183627 43484.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 238.071 138.054 0.0202085 0.00181851 43502 0
: 545 Minimum Test error found - save the configuration
: 545 | 235.512 136.594 0.0202086 0.00182849 43525.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 233.107 134.907 0.0201985 0.00182382 43538.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 230.25 133.793 0.020231 0.00182865 43472.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 227.762 132.421 0.0202328 0.00184751 43513 0
: 549 Minimum Test error found - save the configuration
: 549 | 225.14 131.536 0.0202299 0.00184445 43512.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 222.745 130.424 0.0202148 0.00184228 43543.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 220.32 128.991 0.0202301 0.00185008 43525.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 217.632 127.573 0.0202246 0.00186021 43562.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 215.25 126.261 0.0202401 0.00184661 43493.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 212.901 124.984 0.0202535 0.00185316 43477.5 0
: 555 | 210.667 125.053 0.0201404 0.00177399 43557.7 1
: 556 Minimum Test error found - save the configuration
: 556 | 208.382 122.72 0.0202325 0.00184285 43502.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 205.869 121.601 0.0202128 0.00182762 43513.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 203.361 120.887 0.0202093 0.0018297 43526.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 201.178 119.38 0.020228 0.001842 43511.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 198.986 118.032 0.0202058 0.00183606 43549.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 196.402 117.166 0.0201989 0.00182004 43528.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 194.409 115.656 0.0202352 0.00185098 43515.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 191.825 115.186 0.0202285 0.00184638 43520.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 189.889 113.852 0.0202074 0.001827 43524.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 187.659 112.779 0.020202 0.00182462 43531.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 185.468 111.428 0.0202114 0.00183157 43526 0
: 567 Minimum Test error found - save the configuration
: 567 | 183.324 110.397 0.020181 0.00183157 43598.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 181.202 109.444 0.020197 0.00183542 43569.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 179.338 108.287 0.0202088 0.00183537 43541.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 177.156 107.096 0.020197 0.00182922 43554.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 174.687 105.985 0.020207 0.00183419 43542.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 172.749 104.965 0.0202318 0.00184404 43507.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 170.713 103.969 0.0202063 0.00183938 43556.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 168.716 103.03 0.0202052 0.00182481 43524.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 166.848 101.919 0.0202161 0.00182971 43510.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 164.762 100.824 0.0201945 0.00182473 43549.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 162.725 99.8185 0.0201802 0.00182366 43581.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 160.84 98.8332 0.0201984 0.00182304 43536.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 158.955 98.4444 0.0201882 0.00181511 43542 0
: 580 Minimum Test error found - save the configuration
: 580 | 157.096 97.0357 0.0202039 0.00182412 43526.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 155.149 96.6662 0.0201963 0.00182218 43539.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 153.399 95.1451 0.0201877 0.00182127 43557.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 151.635 94.4178 0.020235 0.0018578 43532.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 149.577 93.0389 0.020203 0.00183055 43543.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 147.776 92.328 0.0202018 0.00183008 43545.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 146.067 91.7973 0.0202117 0.00184862 43565.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 144.589 91.325 0.020195 0.00183272 43567.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 142.822 89.8291 0.0205878 0.00187375 42748.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 141.204 88.5925 0.0202044 0.00183847 43559 0
: 590 Minimum Test error found - save the configuration
: 590 | 139.41 87.9451 0.0201825 0.00183111 43593.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 137.682 87.1205 0.0201968 0.00182568 43546.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 136.177 87.0355 0.020188 0.00181778 43548.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 134.379 86.0489 0.0201961 0.00183325 43566.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 132.684 84.2381 0.0201989 0.00182737 43545.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 130.785 83.5915 0.020207 0.0018268 43525.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 129.285 82.3793 0.0201869 0.00181693 43549.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 127.763 81.608 0.0201957 0.00182483 43547.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 126.007 80.839 0.0201922 0.00182399 43553.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 124.507 80.2339 0.0201833 0.00182377 43574 0
: 600 Minimum Test error found - save the configuration
: 600 | 123.017 79.4968 0.0201692 0.0018224 43604.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 121.549 78.3348 0.0202538 0.00184607 43459.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 120.023 78.1685 0.0201954 0.00183111 43562.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 118.638 76.8817 0.0201917 0.00183572 43582.6 0
: 604 | 116.93 77.3152 0.0201266 0.00177407 43590.7 1
: 605 Minimum Test error found - save the configuration
: 605 | 115.645 75.2854 0.0201912 0.00183355 43578.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 114.024 74.6175 0.0203431 0.00187551 43319.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 112.594 73.9183 0.0201906 0.00182866 43568.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 111.298 73.1 0.0201731 0.00182758 43607.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 109.828 72.3967 0.0201735 0.00182923 43610.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 108.275 71.6501 0.020164 0.00181513 43599.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 107.178 71.1136 0.0201811 0.00182248 43576.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 105.862 70.5429 0.0201633 0.0018213 43615.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 104.39 69.3271 0.0201777 0.00183133 43605.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 103.14 68.6284 0.0201799 0.00182264 43579.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 101.814 68.1118 0.0201654 0.00182158 43611.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 100.501 67.2507 0.0201932 0.00181705 43534.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 99.1243 66.5362 0.0201782 0.00182051 43578.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 97.9466 65.8885 0.0201742 0.00182135 43590 0
: 619 | 96.9786 65.9356 0.0201293 0.0017647 43562.2 1
: 620 Minimum Test error found - save the configuration
: 620 | 95.5721 64.5907 0.0202087 0.00183423 43538.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 94.2384 64.0552 0.0201792 0.0018238 43583.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 93.0632 63.4462 0.0201891 0.00183205 43580.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 91.9327 62.8844 0.0201756 0.001828 43602.3 0
: 624 | 90.9008 62.9083 0.0201179 0.00177361 43610.3 1
: 625 Minimum Test error found - save the configuration
: 625 | 89.5879 61.5151 0.0201916 0.00183613 43583.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 88.4585 61.3125 0.020177 0.00182529 43592.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 87.6481 60.3633 0.020182 0.00183172 43596.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 86.4294 59.801 0.0201879 0.00182868 43574.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.9488 58.9633 0.0201848 0.00182886 43582.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 83.7494 58.5208 0.0201778 0.00183034 43602.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 82.9208 57.936 0.0201818 0.00181572 43558.5 0
: 632 | 81.8967 58.1933 0.0201244 0.00175761 43557 1
: 633 Minimum Test error found - save the configuration
: 633 | 81.0872 57.0677 0.0201813 0.00182306 43577.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 79.8572 56.023 0.020198 0.00182644 43545.6 0
: 635 | 78.7253 56.2352 0.0201314 0.00176495 43557.7 1
: 636 Minimum Test error found - save the configuration
: 636 | 77.7069 54.6159 0.0201969 0.00182433 43543.1 0
: 637 | 76.9143 54.7566 0.0201366 0.00175767 43528.1 1
: 638 Minimum Test error found - save the configuration
: 638 | 75.8913 54.0758 0.0202019 0.00184363 43577.1 0
: 639 | 74.6229 55.5351 0.0201225 0.00176447 43577.6 1
: 640 Minimum Test error found - save the configuration
: 640 | 73.8513 52.7416 0.0201887 0.00182266 43558.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 72.8466 52.1385 0.0201709 0.00182202 43599.4 0
: 642 | 71.8824 52.2481 0.0201186 0.0017623 43581.8 1
: 643 Minimum Test error found - save the configuration
: 643 | 70.8339 51.2497 0.020179 0.00182352 43583.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 69.8749 50.4551 0.0201852 0.00183149 43587.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.9172 50.2231 0.0201999 0.00183123 43552.4 0
: 646 | 67.9925 50.5458 0.020123 0.00177092 43591.9 1
: 647 Minimum Test error found - save the configuration
: 647 | 67.2075 49.382 0.0201738 0.00183092 43613.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 66.3761 49.1508 0.020183 0.00182294 43572.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 65.4908 48.2948 0.0201896 0.0018283 43570 0
: 650 | 64.5931 48.3317 0.0201415 0.0017706 43547.2 1
: 651 Minimum Test error found - save the configuration
: 651 | 63.6928 47.2894 0.0201864 0.00183355 43590.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.9712 46.7579 0.020173 0.00183077 43615.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 62.1054 46.3972 0.0201728 0.00182147 43593.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 61.316 46.2219 0.0201913 0.00182195 43550.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 60.3455 45.3317 0.0201923 0.00183589 43581.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 59.5202 45.1204 0.0201764 0.00182138 43584.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 58.9162 44.8652 0.0201859 0.00182235 43564.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 58.0864 43.9755 0.0201749 0.00182053 43586.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 57.3141 43.8959 0.0201785 0.00181661 43568.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 56.4776 43.7951 0.020198 0.00184561 43591.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.9033 43.4021 0.0201696 0.00181968 43596.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 55.0937 42.4831 0.0201756 0.00182023 43583.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 54.4475 42.3652 0.0201768 0.0018215 43584.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 53.6334 42.2147 0.0201913 0.00182301 43553.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 52.848 41.2009 0.0201902 0.00183405 43582 0
: 666 Minimum Test error found - save the configuration
: 666 | 52.2419 40.9212 0.0201842 0.00183061 43588.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.671 40.7128 0.0201677 0.00182977 43625.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 50.9806 40.5037 0.0201857 0.00182876 43580.4 0
: 669 Minimum Test error found - save the configuration
: 669 | 50.1887 39.9756 0.0201761 0.00182511 43594.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 49.2911 39.4378 0.0201988 0.00183073 43553.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 49.01 39.3618 0.0201855 0.00182992 43583.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 48.0675 39.0603 0.0202127 0.00183156 43522.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 47.4076 38.5481 0.0201655 0.00182059 43608.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.9297 38.2376 0.0201811 0.00181528 43559.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.1679 37.8418 0.020189 0.00182439 43562 0
: 676 Minimum Test error found - save the configuration
: 676 | 45.6122 37.3882 0.0201949 0.00182482 43549.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.9918 36.9474 0.0213776 0.00193794 41152.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 44.4106 36.8582 0.0201979 0.00182425 43540.5 0
: 679 Minimum Test error found - save the configuration
: 679 | 43.8001 36.5516 0.0201952 0.00182996 43560.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 43.2666 36.3885 0.0202481 0.00189415 43587.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.7197 35.5802 0.0201804 0.00183042 43596.8 0
: 682 | 42.1469 36.38 0.0201308 0.00177419 43581 1
: 683 Minimum Test error found - save the configuration
: 683 | 41.6465 35.3589 0.0201852 0.00182582 43574.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 41.2118 35.0753 0.0201787 0.0018311 43602.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.4581 34.8515 0.0201884 0.00183199 43581.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 39.8433 34.3128 0.0201834 0.00183515 43600.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 39.3997 34.2567 0.0201774 0.00182156 43582.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.1255 34.1412 0.0201758 0.00181491 43570.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.6789 33.9459 0.0201907 0.00181947 43546.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.0237 33.2887 0.0201745 0.00182112 43588.8 0
: 691 | 37.6234 33.3656 0.0201313 0.00176732 43563.6 1
: 692 Minimum Test error found - save the configuration
: 692 | 37.0657 32.74 0.0201758 0.00182304 43590.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.7438 32.183 0.0201784 0.00181512 43565.1 0
: 694 | 36.051 32.3501 0.0201289 0.00175869 43548.9 1
: 695 Minimum Test error found - save the configuration
: 695 | 35.4859 31.5607 0.0201813 0.00182081 43571.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.9757 31.3294 0.0201993 0.00183256 43557 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.6115 31.0381 0.0201846 0.00182912 43583.6 0
: 698 | 34.3657 31.7552 0.0201249 0.00176372 43570.2 1
: 699 Minimum Test error found - save the configuration
: 699 | 33.7622 30.5697 0.0201859 0.00182615 43573.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 33.0599 30.3421 0.0201897 0.00183023 43574.2 0
: 701 | 32.9466 30.7818 0.0201148 0.00177171 43613.1 1
: 702 Minimum Test error found - save the configuration
: 702 | 32.4632 30.007 0.0201889 0.00183884 43596.5 0
: 703 | 31.9111 30.2061 0.0201385 0.00177676 43568.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 31.5248 29.3337 0.0201926 0.00183042 43567.8 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.1207 29.1238 0.0201761 0.00182981 43605.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.6978 28.9002 0.0201638 0.0018295 43634 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.3176 28.6676 0.0201773 0.0018329 43610.2 0
: 708 | 29.9524 28.8823 0.0201371 0.00177029 43556.8 1
: 709 Minimum Test error found - save the configuration
: 709 | 29.5735 28.4631 0.0201887 0.00182114 43555 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.1557 27.9637 0.0201796 0.00181426 43560.3 0
: 711 | 29.1345 28.0645 0.0201194 0.00176268 43580.7 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.4448 27.629 0.0201609 0.00182024 43619 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.0894 27.4437 0.0201642 0.0018191 43608.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 27.6797 27.2427 0.0201657 0.00181952 43605.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.3594 27.1987 0.0201707 0.00181449 43581.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 26.8903 26.9572 0.0201787 0.00182522 43588.4 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.6655 26.5518 0.0201888 0.0018287 43572.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.503 26.5095 0.0201744 0.00182138 43589.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.0345 26.2486 0.0201826 0.0018207 43568.4 0
: 720 | 26.1059 26.3409 0.0201178 0.00176282 43584.9 1
: 721 Minimum Test error found - save the configuration
: 721 | 25.7067 25.8318 0.0201729 0.00182256 43596 0
: 722 | 25.3804 25.9386 0.0201194 0.00177201 43603 1
: 723 Minimum Test error found - save the configuration
: 723 | 25.2921 25.2831 0.0201712 0.00182995 43617.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 25.1023 25.2386 0.0201683 0.00182796 43619.7 0
: 725 | 24.2955 25.5625 0.02012 0.00177162 43600.6 1
: 726 Minimum Test error found - save the configuration
: 726 | 23.8875 24.769 0.0201717 0.00182834 43612.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 23.4676 24.6012 0.0201885 0.00183452 43587.2 0
: 728 | 23.3815 25.02 0.0201017 0.00177123 43643.3 1
: 729 Minimum Test error found - save the configuration
: 729 | 23.0137 24.5752 0.0201615 0.00182901 43638.5 0
: 730 Minimum Test error found - save the configuration
: 730 | 22.7446 24.0554 0.0201669 0.00182647 43619.6 0
: 731 | 22.5517 24.2455 0.0201121 0.00177316 43623.1 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.3645 23.9442 0.020184 0.00182105 43565.9 0
: 733 | 21.9968 24.2069 0.0201107 0.00175742 43589 1
: 734 Minimum Test error found - save the configuration
: 734 | 22.1018 23.144 0.0201912 0.00182439 43556.8 0
: 735 | 21.5002 23.1537 0.0201136 0.00176575 43601.9 1
: 736 | 21.2416 23.2657 0.0201268 0.00176328 43564.7 2
: 737 | 20.9891 23.1797 0.0201166 0.00176409 43590.8 3
: 738 Minimum Test error found - save the configuration
: 738 | 20.5645 22.5793 0.0201736 0.00182713 43605 0
: 739 | 20.5889 22.6569 0.0201112 0.00175585 43584 1
: 740 Minimum Test error found - save the configuration
: 740 | 20.243 22.5545 0.02018 0.00182009 43573.1 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.8848 22.1441 0.0201704 0.00182076 43597.7 0
: 742 | 19.7443 22.4722 0.0201199 0.00176184 43577.6 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.4021 21.7636 0.0201883 0.00182159 43557 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.2969 21.5623 0.020181 0.00183496 43606.2 0
: 745 | 19.0501 21.7199 0.0201457 0.00177385 43544.8 1
: 746 Minimum Test error found - save the configuration
: 746 | 18.6912 21.2781 0.0201796 0.00183049 43598.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.5544 21.0824 0.0201664 0.00183061 43630.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 18.3704 20.8859 0.0202011 0.00182983 43546.2 0
: 749 Minimum Test error found - save the configuration
: 749 | 18.0979 20.6539 0.020187 0.00183191 43584.6 0
: 750 | 18.0433 21.2969 0.0201253 0.00177193 43588.8 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.856 20.6003 0.020167 0.00183008 43627.7 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.5688 20.5945 0.0201745 0.00183031 43610.6 0
: 753 | 17.5557 20.7932 0.0201193 0.00176224 43579.9 1
: 754 | 17.392 20.6797 0.0201079 0.00175723 43595 2
: 755 Minimum Test error found - save the configuration
: 755 | 16.9484 19.9495 0.0202034 0.00184555 43578.1 0
: 756 | 16.7749 20.2159 0.0201578 0.00176778 43501.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 16.68 19.7033 0.0202211 0.00183464 43510.3 0
: 758 | 16.3739 19.7595 0.0201305 0.00176559 43561.2 1
: 759 | 16.2421 19.9872 0.0201275 0.00175756 43549.5 2
: 760 Minimum Test error found - save the configuration
: 760 | 16.1913 19.3454 0.0201897 0.00182949 43572.5 0
: 761 | 15.858 19.3719 0.0201162 0.00176456 43592.8 1
: 762 Minimum Test error found - save the configuration
: 762 | 15.6938 18.8695 0.0201639 0.00182026 43611.9 0
: 763 | 15.6091 19.0147 0.0201189 0.00176405 43585.3 1
: 764 | 15.5577 19.3924 0.0201127 0.00176318 43597.9 2
: 765 Minimum Test error found - save the configuration
: 765 | 15.3612 18.6115 0.0201758 0.00182215 43588 0
: 766 | 15.0911 18.6359 0.0205332 0.00177488 42647.7 1
: 767 Minimum Test error found - save the configuration
: 767 | 14.9884 18.145 0.0201597 0.00183351 43653.3 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.7412 18.1013 0.0201682 0.00183328 43632.6 0
: 769 | 14.6966 18.2009 0.0201195 0.00176694 43590.7 1
: 770 | 14.387 18.1859 0.0201125 0.00176521 43603.1 2
: 771 Minimum Test error found - save the configuration
: 771 | 14.3412 17.9269 0.0201809 0.00183201 43599.3 0
: 772 | 14.2971 18.1964 0.0201537 0.00177259 43522.9 1
: 773 Minimum Test error found - save the configuration
: 773 | 14.1836 17.5425 0.0201878 0.00183332 43586.2 0
: 774 | 13.8988 17.9445 0.0201199 0.00176316 43580.8 1
: 775 Minimum Test error found - save the configuration
: 775 | 13.7818 17.4001 0.0201752 0.00181577 43574.2 0
: 776 | 13.531 17.5957 0.0201369 0.00176384 43542.1 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.5885 16.9281 0.0201761 0.00182312 43589.6 0
: 778 Minimum Test error found - save the configuration
: 778 | 13.4269 16.6782 0.020171 0.00182562 43607.6 0
: 779 | 13.0656 17.0968 0.0201303 0.00176398 43557.9 1
: 780 | 12.8917 16.702 0.0201214 0.00176529 43582.3 2
: 781 Minimum Test error found - save the configuration
: 781 | 12.6796 16.2505 0.0201822 0.00181646 43559.3 0
: 782 | 12.6605 16.3188 0.0201287 0.00176292 43559.2 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.4704 16.1781 0.0201775 0.00182078 43580.7 0
: 784 | 12.7127 16.6846 0.0201657 0.001763 43472 1
: 785 | 12.8758 16.1995 0.0201532 0.00176391 43503.6 2
: 786 | 12.4518 16.6806 0.0201348 0.00175678 43530.3 3
: 787 | 12.3604 16.5576 0.020118 0.00176636 43592.7 4
: 788 | 12.5831 16.8211 0.0201183 0.00177188 43605.3 5
: 789 | 12.1349 16.407 0.0201077 0.00177423 43636 6
: 790 Minimum Test error found - save the configuration
: 790 | 11.9367 15.5869 0.0201799 0.00184042 43621.6 0
: 791 Minimum Test error found - save the configuration
: 791 | 11.7461 15.3387 0.0201592 0.00182947 43644.9 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.3196 15.2549 0.0201704 0.00183104 43622 0
: 793 | 11.3497 15.4532 0.0201088 0.00176577 43613.2 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.296 14.9647 0.0201714 0.00183044 43618.2 0
: 795 | 11.1061 15.1445 0.0201056 0.00177179 43635.2 1
: 796 Minimum Test error found - save the configuration
: 796 | 10.9231 14.8489 0.0201937 0.00184262 43594.2 0
: 797 Minimum Test error found - save the configuration
: 797 | 10.9416 14.7722 0.0201765 0.00182796 43600.3 0
: 798 | 10.8187 14.8481 0.0201115 0.00176365 43601.8 1
: 799 Minimum Test error found - save the configuration
: 799 | 10.6656 14.6705 0.020172 0.00182069 43593.6 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.6736 14.4719 0.0201804 0.00182355 43580.3 0
: 801 Minimum Test error found - save the configuration
: 801 | 10.3871 14.1276 0.0201653 0.0018215 43611.5 0
: 802 | 10.5202 14.6557 0.0201094 0.00176359 43606.6 1
: 803 | 10.2023 14.4327 0.0201081 0.00176391 43610.5 2
: 804 | 9.97316 14.1471 0.0200922 0.00176279 43645.8 3
: 805 Minimum Test error found - save the configuration
: 805 | 9.89778 14.0739 0.0201635 0.00181943 43610.9 0
: 806 Minimum Test error found - save the configuration
: 806 | 9.90938 14.0163 0.0201885 0.00182602 43567.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 9.66534 13.6753 0.0201585 0.0018209 43626.3 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.70824 13.6037 0.0202083 0.00183716 43546.6 0
: 809 | 9.51166 13.726 0.0201527 0.00176809 43514.7 1
: 810 Minimum Test error found - save the configuration
: 810 | 9.61484 13.3914 0.0202289 0.00185728 43545.4 0
: 811 | 9.61749 13.431 0.0201573 0.00177102 43510.8 1
: 812 | 9.7157 13.9284 0.0201244 0.00177315 43593.8 2
: 813 | 9.50377 13.4885 0.0201219 0.00177198 43597 3
: 814 Minimum Test error found - save the configuration
: 814 | 9.42788 13.376 0.0201739 0.0018299 43611 0
: 815 Minimum Test error found - save the configuration
: 815 | 9.78582 12.9072 0.0201691 0.00183083 43624.6 0
: 816 | 9.58567 13.0662 0.0201157 0.00176541 43596 1
: 817 | 9.26271 13.2871 0.0201095 0.00176647 43613.3 2
: 818 Minimum Test error found - save the configuration
: 818 | 8.82567 12.8479 0.020187 0.0018379 43598.8 0
: 819 | 8.77451 13.3679 0.0201126 0.00177152 43617.8 1
: 820 Minimum Test error found - save the configuration
: 820 | 8.82096 12.7524 0.0201784 0.00183618 43615.2 0
: 821 | 8.54936 12.8138 0.0201066 0.00177225 43633.9 1
: 822 Minimum Test error found - save the configuration
: 822 | 8.67409 12.2544 0.0201687 0.00182197 43604.5 0
: 823 | 8.27206 12.4335 0.0201166 0.00175752 43575.1 1
: 824 | 8.35104 12.4046 0.020106 0.00176391 43615.6 2
: 825 | 8.47782 12.3895 0.0201198 0.00176413 43583.2 3
: 826 | 8.56339 12.6572 0.020108 0.00176443 43611.9 4
: 827 | 8.61473 12.7765 0.0201019 0.00176389 43625.3 5
: 828 Minimum Test error found - save the configuration
: 828 | 8.12693 11.6585 0.0201651 0.00182194 43612.9 0
: 829 | 7.97765 12.6866 0.0201084 0.0017635 43608.9 1
: 830 Minimum Test error found - save the configuration
: 830 | 8.05126 11.5799 0.0201961 0.0018359 43572.6 0
: 831 Minimum Test error found - save the configuration
: 831 | 7.78874 11.5699 0.0201819 0.00182144 43571.9 0
: 832 | 7.67671 11.6268 0.0201022 0.00176418 43625.1 1
: 833 Minimum Test error found - save the configuration
: 833 | 7.70553 11.375 0.0201639 0.00182088 43613.2 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.53211 11.3696 0.0201824 0.00182337 43575.3 0
: 835 | 7.57313 11.4148 0.0201064 0.00176472 43616.4 1
: 836 Minimum Test error found - save the configuration
: 836 | 7.66424 11.3075 0.020171 0.00182525 43606.9 0
: 837 | 7.42227 11.3212 0.0201247 0.00177177 43589.8 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.36104 10.975 0.0201714 0.00182776 43611.8 0
: 839 Minimum Test error found - save the configuration
: 839 | 7.24062 10.8648 0.0201682 0.00182972 43624 0
: 840 | 7.22066 10.952 0.0201129 0.00177227 43619 1
: 841 | 7.35819 11.1432 0.020109 0.00177369 43631.8 2
: 842 Minimum Test error found - save the configuration
: 842 | 7.21586 10.8399 0.0201702 0.00182753 43614.2 0
: 843 | 7.06989 11.1378 0.0201088 0.00176604 43613.9 1
: 844 | 7.02454 10.8682 0.02012 0.00177176 43600.9 2
: 845 Minimum Test error found - save the configuration
: 845 | 7.41597 10.8049 0.0201904 0.00183094 43574.4 0
: 846 Minimum Test error found - save the configuration
: 846 | 6.98586 10.3756 0.02017 0.0018306 43621.8 0
: 847 | 6.91421 10.6217 0.020107 0.00177155 43631.4 1
: 848 | 6.81382 10.4496 0.0201203 0.00176513 43584.4 2
: 849 Minimum Test error found - save the configuration
: 849 | 7.09451 10.3016 0.020162 0.00181742 43609.6 0
: 850 | 6.68969 10.4798 0.020114 0.00176423 43597.3 1
: 851 Minimum Test error found - save the configuration
: 851 | 6.62297 10.1344 0.020237 0.00186321 43540.2 0
: 852 Minimum Test error found - save the configuration
: 852 | 6.50286 9.96708 0.0202009 0.00182323 43531.1 0
: 853 | 6.42941 10.0329 0.0201148 0.00176394 43594.7 1
: 854 | 6.67541 10.3342 0.0201031 0.0017568 43605.6 2
: 855 Minimum Test error found - save the configuration
: 855 | 6.48921 9.76294 0.021189 0.00282553 43564.7 0
: 856 Minimum Test error found - save the configuration
: 856 | 6.32517 9.63161 0.0202046 0.00183187 43542.8 0
: 857 | 6.20695 10.2365 0.0201263 0.00177352 43590 1
: 858 Minimum Test error found - save the configuration
: 858 | 6.29044 9.61952 0.0201791 0.00183092 43601 0
: 859 Minimum Test error found - save the configuration
: 859 | 6.30417 9.51118 0.0201636 0.00183081 43637.7 0
: 860 | 6.37729 10.3754 0.0201713 0.00178434 43509.2 1
: 861 | 6.55908 9.52863 0.0201347 0.00177542 43574.8 2
: 862 Minimum Test error found - save the configuration
: 862 | 6.10967 9.45522 0.0201972 0.00183955 43578.5 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.09033 9.41423 0.0201834 0.00183011 43589 0
: 864 Minimum Test error found - save the configuration
: 864 | 6.03091 9.24535 0.0201676 0.00182235 43607.9 0
: 865 | 6.0778 9.37855 0.0201064 0.001758 43600.5 1
: 866 | 6.06138 9.98343 0.0201221 0.00175918 43566.1 2
: 867 | 6.17489 9.25541 0.0201339 0.00176579 43553.7 3
: 868 | 6.04544 9.35568 0.0201284 0.00176522 43565.4 4
: 869 Minimum Test error found - save the configuration
: 869 | 5.81901 9.09083 0.0201822 0.0018252 43580.1 0
: 870 | 5.84772 9.44672 0.0201389 0.00176503 43540.1 1
: 871 Minimum Test error found - save the configuration
: 871 | 5.90369 8.7068 0.020169 0.00182627 43614.1 0
: 872 | 5.76402 9.13049 0.0201112 0.00175882 43591 1
: 873 | 5.82251 8.71808 0.0201193 0.00176354 43583.1 2
: 874 Minimum Test error found - save the configuration
: 874 | 5.63839 8.68131 0.0201684 0.0018246 43611.5 0
: 875 | 5.8188 8.83239 0.020113 0.00176362 43598.1 1
: 876 | 5.88034 9.01518 0.0201184 0.00176257 43583 2
: 877 | 5.73185 9.83502 0.0201116 0.00176312 43600.4 3
: 878 Minimum Test error found - save the configuration
: 878 | 6.01018 8.62769 0.0201689 0.00182161 43603.2 0
: 879 | 5.60261 9.01531 0.0201322 0.00176746 43561.7 1
: 880 Minimum Test error found - save the configuration
: 880 | 5.57298 8.16579 0.0201928 0.00183015 43566.7 0
: 881 | 5.52293 8.52124 0.0201247 0.00177497 43597.3 1
: 882 | 5.40097 8.21338 0.0201235 0.00177328 43596.3 2
: 883 | 5.63529 8.41493 0.0201303 0.00177469 43583.4 3
: 884 | 5.6399 8.55254 0.0201264 0.00177375 43590.3 4
: 885 | 5.23553 8.17428 0.0201189 0.00176498 43587.5 5
: 886 Minimum Test error found - save the configuration
: 886 | 5.40452 8.04872 0.0201831 0.00183573 43602.9 0
: 887 Minimum Test error found - save the configuration
: 887 | 5.29819 7.95822 0.0201624 0.00183151 43642.2 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.24855 7.73832 0.0201626 0.0018288 43635.3 0
: 889 | 5.31376 7.90074 0.0201088 0.00177097 43625.6 1
: 890 | 5.09207 8.0932 0.0201207 0.00176623 43586 2
: 891 Minimum Test error found - save the configuration
: 891 | 5.29536 7.64814 0.0201809 0.00181741 43564.6 0
: 892 | 5.15973 7.99567 0.0201358 0.00176742 43553.1 1
: 893 Minimum Test error found - save the configuration
: 893 | 5.16038 7.64636 0.0201856 0.00182453 43570.5 0
: 894 Minimum Test error found - save the configuration
: 894 | 5.06518 7.59684 0.0202112 0.00182471 43510.3 0
: 895 | 5 7.67107 0.0201248 0.00176486 43573.1 1
: 896 | 5.04992 7.94465 0.0201219 0.00176554 43581.7 2
: 897 Minimum Test error found - save the configuration
: 897 | 4.93928 7.26306 0.0201926 0.00181411 43529.2 0
: 898 Minimum Test error found - save the configuration
: 898 | 4.91331 7.21623 0.0201839 0.00182245 43569.4 0
: 899 Minimum Test error found - save the configuration
: 899 | 4.70187 7.2074 0.0201729 0.00182047 43591 0
: 900 Minimum Test error found - save the configuration
: 900 | 4.91582 7.16646 0.0201735 0.00182273 43595 0
: 901 | 5.1907 7.42958 0.0201131 0.00176317 43596.8 1
: 902 Minimum Test error found - save the configuration
: 902 | 5.09381 7.11585 0.0201898 0.00182824 43569.2 0
: 903 | 4.64681 7.14541 0.0201237 0.00176592 43578.3 1
: 904 | 4.82296 7.36209 0.0201199 0.00177142 43600.4 2
: 905 | 4.91564 7.34271 0.020104 0.00177007 43634.9 3
: 906 | 4.90393 7.47741 0.020114 0.0017728 43617.7 4
: 907 | 4.6268 7.13609 0.0201191 0.00177264 43605.2 5
: 908 Minimum Test error found - save the configuration
: 908 | 4.69039 7.04141 0.0201757 0.00183879 43627.9 0
: 909 Minimum Test error found - save the configuration
: 909 | 4.52397 6.89579 0.0201748 0.00182694 43601.9 0
: 910 Minimum Test error found - save the configuration
: 910 | 4.51243 6.64399 0.0201699 0.00182897 43618.3 0
: 911 Minimum Test error found - save the configuration
: 911 | 4.46149 6.59848 0.0203493 0.00185165 43248.7 0
: 912 | 4.50419 6.86738 0.0201289 0.00177523 43588 1
: 913 | 4.5311 7.29437 0.0201267 0.00176627 43571.9 2
: 914 | 4.71723 6.82934 0.0201269 0.00176231 43562 3
: 915 | 4.51296 7.26929 0.0201355 0.00176543 43549.1 4
: 916 | 4.39995 6.86686 0.0201145 0.00176645 43601.4 5
: 917 | 4.42321 7.34354 0.0201316 0.00176685 43561.7 6
: 918 Minimum Test error found - save the configuration
: 918 | 4.51002 6.57131 0.0201948 0.00183409 43571.3 0
: 919 | 4.42691 6.71514 0.0201151 0.00176356 43593.1 1
: 920 Minimum Test error found - save the configuration
: 920 | 4.33487 6.3668 0.0201596 0.00181673 43613.7 0
: 921 | 4.30811 6.46718 0.0201174 0.00176537 43592 1
: 922 | 4.55899 6.95731 0.0201288 0.00176934 43574.2 2
: 923 | 4.96244 6.92743 0.0201341 0.00176984 43562.9 3
: 924 | 4.84585 6.90816 0.0201448 0.00176806 43533.3 4
: 925 Minimum Test error found - save the configuration
: 925 | 4.69001 6.08557 0.0201945 0.00183444 43572.8 0
: 926 | 4.37708 6.44143 0.0201233 0.00176479 43576.5 1
: 927 | 4.4481 6.30199 0.0201229 0.00176721 43583.1 2
: 928 | 4.31233 6.11791 0.0201043 0.00177139 43637.5 3
: 929 | 4.17181 6.32503 0.0201164 0.00177061 43606.8 4
: 930 Minimum Test error found - save the configuration
: 930 | 4.1186 5.84882 0.0201812 0.00183556 43607 0
: 931 | 4.04697 5.96511 0.0201373 0.00177438 43566.2 1
: 932 | 4.05339 5.98255 0.0201435 0.00177362 43549.5 2
: 933 | 4.2387 5.96008 0.0201807 0.00177018 43453.3 3
: 934 Minimum Test error found - save the configuration
: 934 | 3.96165 5.84518 0.0201987 0.00184749 43593.8 0
: 935 | 4.04739 6.11899 0.0201223 0.00177207 43596.1 1
: 936 | 4.03866 5.92935 0.0201206 0.00177229 43600.8 2
: 937 Minimum Test error found - save the configuration
: 937 | 3.8671 5.7777 0.0201677 0.00183099 43628.4 0
: 938 Minimum Test error found - save the configuration
: 938 | 4.19338 5.58976 0.0201825 0.00181853 43563.5 0
: 939 Minimum Test error found - save the configuration
: 939 | 3.97498 5.53149 0.0202072 0.00182321 43516.1 0
: 940 | 3.90708 5.77684 0.0201277 0.00176505 43566.7 1
: 941 | 4.00437 5.67678 0.0201281 0.00176507 43565.8 2
: 942 | 3.8632 5.65641 0.0201304 0.00176525 43560.9 3
: 943 Minimum Test error found - save the configuration
: 943 | 3.86977 5.39376 0.020213 0.00183356 43526.8 0
: 944 | 4.0532 5.7671 0.0201317 0.00175871 43542.3 1
: 945 | 3.74909 5.70019 0.0205274 0.00176594 42640.7 2
: 946 | 4.11865 6.11673 0.0201445 0.00176429 43525 3
: 947 | 4.094 5.41702 0.0201107 0.00176262 43601.4 4
: 948 | 3.90615 5.39555 0.0201254 0.00176683 43576.3 5
: 949 Minimum Test error found - save the configuration
: 949 | 3.64344 5.27635 0.0201816 0.00183739 43610.5 0
: 950 | 3.59787 5.34467 0.0201391 0.00177342 43559.6 1
: 951 | 3.64971 5.36028 0.0201255 0.00177229 43589.1 2
: 952 Minimum Test error found - save the configuration
: 952 | 3.76745 5.21165 0.0201762 0.00183102 43608.3 0
: 953 | 3.95452 5.72954 0.020115 0.0017717 43612.7 1
: 954 Minimum Test error found - save the configuration
: 954 | 3.83551 5.19438 0.0201853 0.00183545 43597.2 0
: 955 | 3.87555 5.33793 0.020145 0.00177447 43547.9 1
: 956 | 3.86677 5.72388 0.0201099 0.00177218 43626 2
: 957 | 3.76107 5.59357 0.020118 0.00177152 43605 3
: 958 Minimum Test error found - save the configuration
: 958 | 3.71129 5.09713 0.0201734 0.00183347 43620.7 0
: 959 | 3.52841 5.49571 0.0201167 0.0017648 43592.1 1
: 960 Minimum Test error found - save the configuration
: 960 | 3.5956 4.91811 0.0201739 0.00181759 43581.8 0
: 961 | 3.43583 4.97951 0.0201145 0.0017597 43585.4 1
: 962 | 3.48459 5.35423 0.020135 0.00176513 43549.5 2
: 963 | 3.70622 5.10372 0.0201261 0.00176536 43571.1 3
: 964 | 3.78977 4.93646 0.0201141 0.00176364 43595.6 4
: 965 Minimum Test error found - save the configuration
: 965 | 3.63933 4.86539 0.0202 0.00183054 43550.5 0
: 966 | 3.5807 4.89577 0.0201235 0.00176595 43578.8 1
: 967 | 3.62112 5.13351 0.020139 0.00175832 43524 2
: 968 | 3.72278 5.23901 0.020143 0.00176508 43530.4 3
: 969 | 3.58857 5.28261 0.0201234 0.00176537 43577.6 4
: 970 | 4.20715 5.24054 0.0201436 0.00176652 43532.4 5
: 971 | 3.57827 4.91994 0.020132 0.00176606 43558.9 6
: 972 Minimum Test error found - save the configuration
: 972 | 3.46838 4.74482 0.0201892 0.0018327 43581.4 0
: 973 | 3.51531 4.88994 0.0201323 0.0017665 43559.2 1
: 974 | 3.75782 5.57551 0.0201354 0.00177388 43569.5 2
: 975 Minimum Test error found - save the configuration
: 975 | 3.46817 4.66678 0.0201939 0.00184276 43594 0
: 976 | 3.33167 5.04999 0.0201183 0.00177332 43608.7 1
: 977 Minimum Test error found - save the configuration
: 977 | 3.42158 4.63937 0.0201771 0.00183203 43608.6 0
: 978 | 3.55761 5.18165 0.0201201 0.00177313 43603.9 1
: 979 Minimum Test error found - save the configuration
: 979 | 3.52884 4.39878 0.0201864 0.0018248 43569.2 0
: 980 | 3.4916 4.83325 0.020122 0.00177307 43599.3 1
: 981 | 3.7295 4.54475 0.0201262 0.00177472 43593.2 2
: 982 | 3.80002 5.55581 0.0201272 0.00177254 43585.7 3
: 983 | 4.11379 4.84215 0.0201356 0.00177272 43566.1 4
: 984 | 3.57695 4.78607 0.0201204 0.00176561 43585.3 5
: 985 | 3.46934 4.65312 0.0201248 0.00175951 43560.3 6
: 986 | 3.47995 4.91105 0.0201359 0.00176062 43536.8 7
: 987 Minimum Test error found - save the configuration
: 987 | 3.50704 4.37397 0.0202004 0.00183277 43554.8 0
: 988 | 3.33552 4.50054 0.0201276 0.00176633 43570 1
: 989 | 3.41253 4.4122 0.0201717 0.00176792 43469.3 2
: 990 | 3.51272 4.51645 0.0201316 0.00176486 43557 3
: 991 Minimum Test error found - save the configuration
: 991 | 3.42687 4.2994 0.0201939 0.0018242 43550.1 0
: 992 Minimum Test error found - save the configuration
: 992 | 3.29928 4.25321 0.0201901 0.00183153 43576.4 0
: 993 | 3.32822 4.42782 0.0201375 0.001764 43541 1
: 994 | 3.40854 4.75867 0.020132 0.00176303 43551.6 2
: 995 | 3.44908 4.51413 0.0201498 0.00176879 43523.3 3
: 996 | 3.37855 4.51317 0.0201221 0.00176678 43584.2 4
: 997 | 3.31714 4.5193 0.0201194 0.00177266 43604.5 5
: 998 Minimum Test error found - save the configuration
: 998 | 3.17742 4.08835 0.0201875 0.00184202 43607.6 0
: 999 | 3.32709 4.17148 0.0201144 0.00177352 43618.4 1
: 1000 | 3.23601 4.31434 0.0201229 0.00177184 43594.3 2
: 1001 | 3.26353 4.85415 0.0201212 0.00177218 43599 3
: 1002 | 3.83125 4.38961 0.0201058 0.001766 43621.1 4
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.4506 4.00599 0.0201882 0.00183403 43586.8 0
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.11219 3.98812 0.0201801 0.00183368 43605.1 0
: 1005 | 3.19808 4.07801 0.0201232 0.00177467 43600.1 1
: 1006 Minimum Test error found - save the configuration
: 1006 | 3.1515 3.95341 0.0201923 0.00183825 43587 0
: 1007 | 3.16809 3.99632 0.0201245 0.0017584 43558.6 1
: 1008 | 3.07092 4.05827 0.0201146 0.00175797 43581.1 2
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.07251 3.9249 0.0201754 0.00182306 43591.2 0
: 1010 | 3.28057 3.94546 0.0201197 0.00176541 43586.6 1
: 1011 | 3.10716 3.98654 0.0201221 0.00176342 43576.1 2
: 1012 | 3.29736 4.15821 0.0201338 0.0017765 43579.3 3
: 1013 | 3.4372 4.14037 0.0201259 0.00176576 43572.6 4
: 1014 Minimum Test error found - save the configuration
: 1014 | 3.24454 3.84649 0.0201765 0.0018178 43576.1 0
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.23666 3.71579 0.0201866 0.00182735 43574.9 0
: 1016 | 3.15393 4.11497 0.0201269 0.00176588 43570.6 1
: 1017 | 2.94688 4.34891 0.0201241 0.00176406 43572.9 2
: 1018 | 3.11314 3.73626 0.020142 0.00177241 43550.1 3
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.04579 3.63332 0.0202564 0.00186773 43505.1 0
: 1020 | 3.19475 4.16675 0.0201637 0.00177118 43496 1
: 1021 | 3.39232 3.743 0.020143 0.00177654 43557.6 2
: 1022 | 3.17692 3.63496 0.0201228 0.00177269 43596.5 3
: 1023 | 3.19653 3.76724 0.0201158 0.00177206 43611.7 4
: 1024 | 3.11399 4.2781 0.0201187 0.00177468 43611 5
: 1025 | 3.09145 3.81455 0.0201884 0.00183558 43590 6
: 1026 | 3.10109 4.0178 0.0201341 0.00176918 43561.3 7
: 1027 Minimum Test error found - save the configuration
: 1027 | 3.04822 3.52458 0.0201971 0.00184205 43584.8 0
: 1028 | 2.90613 3.839 0.0201292 0.00177191 43579.5 1
: 1029 Minimum Test error found - save the configuration
: 1029 | 3.0234 3.3989 0.0201862 0.00183414 43591.9 0
: 1030 | 3.1013 3.90462 0.0201355 0.00176581 43550 1
: 1031 | 3.23753 3.66991 0.0201273 0.00175929 43553.9 2
: 1032 | 3.02888 5.22276 0.0201407 0.00175867 43520.7 3
: 1033 | 3.16242 3.41048 0.0201303 0.00176536 43561.3 4
: 1034 | 2.97338 3.39929 0.0204593 0.00176688 42798.1 5
: 1035 | 2.89431 3.40954 0.020124 0.0017656 43576.7 6
: 1036 | 2.90871 3.56342 0.0201312 0.00175967 43545.6 7
: 1037 | 2.99905 3.47965 0.0201365 0.00176378 43542.8 8
: 1038 | 3.05642 3.43491 0.0201211 0.00176417 43580.4 9
: 1039 | 2.98915 3.5291 0.0201348 0.00176486 43549.4 10
: 1040 Minimum Test error found - save the configuration
: 1040 | 2.97335 3.33279 0.0201984 0.00183869 43573.6 0
: 1041 | 2.95628 3.47925 0.0201222 0.00176354 43576.2 1
: 1042 Minimum Test error found - save the configuration
: 1042 | 3.27358 3.13401 0.0201967 0.00182586 43547.2 0
: 1043 | 3.01842 5.43081 0.020152 0.00177309 43528.3 1
: 1044 | 3.067 3.72683 0.0201135 0.00177147 43615.7 2
: 1045 | 2.97295 3.23962 0.0201358 0.00177293 43566.2 3
: 1046 | 2.96303 3.57912 0.0201596 0.0017785 43522.9 4
: 1047 | 2.9404 3.35826 0.020141 0.00177547 43559.9 5
: 1048 | 2.88832 3.61573 0.0201459 0.00176941 43533.8 6
: 1049 | 3.02459 3.29573 0.020155 0.0017878 43555.9 7
: 1050 | 2.87151 3.33704 0.0201429 0.00178005 43566.3 8
: 1051 | 2.94691 3.44497 0.0201378 0.00177343 43562.7 9
: 1052 Minimum Test error found - save the configuration
: 1052 | 3.03304 3.10117 0.0201954 0.00184213 43589 0
: 1053 | 2.91586 3.76395 0.0201374 0.00176616 43546.3 1
: 1054 | 2.95566 3.46397 0.0201334 0.00175946 43540 2
: 1055 | 3.09509 3.80674 0.0201318 0.00176526 43557.4 3
: 1056 | 2.91209 3.26546 0.020122 0.00176755 43586.1 4
: 1057 Minimum Test error found - save the configuration
: 1057 | 2.78571 2.99821 0.0202102 0.00184161 43552.7 0
: 1058 | 2.86164 3.09314 0.0201399 0.00177334 43557.4 1
: 1059 | 2.89893 3.22928 0.0201253 0.00176727 43577.6 2
: 1060 | 2.93627 3.25528 0.0201433 0.00176094 43519.9 3
: 1061 | 3.01868 3.40505 0.0201468 0.0017673 43526.8 4
: 1062 Minimum Test error found - save the configuration
: 1062 | 3.00348 2.91907 0.0201956 0.00183351 43568.1 0
: 1063 | 2.8176 3.03237 0.0201616 0.00176579 43488.2 1
: 1064 | 2.96878 3.05305 0.0201252 0.00176804 43579.8 2
: 1065 Minimum Test error found - save the configuration
: 1065 | 3.0709 2.91221 0.0202089 0.00183466 43539.2 0
: 1066 | 2.84999 3.38375 0.0201473 0.0017675 43526.1 1
: 1067 | 2.82614 3.22075 0.0201238 0.00177277 43594.2 2
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.70696 2.67144 0.0202142 0.00186374 43595.7 0
: 1069 | 2.72039 3.0665 0.0201395 0.00177589 43564.4 1
: 1070 | 2.84169 3.77615 0.0201465 0.00177585 43547.8 2
: 1071 | 2.81177 3.23556 0.020139 0.00176874 43548.5 3
: 1072 | 2.74762 3.11302 0.0201355 0.00176777 43554.6 4
: 1073 | 2.88271 2.88146 0.0201479 0.00177584 43544.4 5
: 1074 | 2.79279 3.284 0.0201376 0.00177501 43566.8 6
: 1075 | 2.89919 2.99648 0.0201297 0.00177259 43579.9 7
: 1076 | 2.70807 2.69688 0.0201299 0.0017746 43584.2 8
: 1077 | 2.81139 2.75042 0.0201423 0.0017666 43535.8 9
: 1078 | 2.76014 2.98978 0.0201581 0.00176634 43497.7 10
: 1079 | 2.87926 2.80827 0.0201479 0.00176606 43521.2 11
: 1080 | 2.82985 2.85811 0.0201423 0.00176639 43535.3 12
: 1081 | 2.78591 3.10713 0.0201445 0.00176526 43527.5 13
: 1082 | 2.83081 2.78795 0.0201436 0.00176522 43529.4 14
: 1083 | 2.7313 3.25826 0.0201209 0.00176402 43580.4 15
: 1084 Minimum Test error found - save the configuration
: 1084 | 2.78492 2.60815 0.0201974 0.00182841 43551.7 0
: 1085 | 2.81552 3.05059 0.0201481 0.00176582 43520.1 1
: 1086 | 2.70625 2.68965 0.0201491 0.0017658 43517.8 2
: 1087 | 2.74503 2.66974 0.0201408 0.00176645 43539 3
: 1088 | 2.85144 2.75795 0.0201387 0.00176711 43545.5 4
: 1089 | 2.72322 2.67787 0.0201316 0.00176593 43559.6 5
: 1090 | 2.65625 2.69983 0.020143 0.00176754 43536.3 6
: 1091 Minimum Test error found - save the configuration
: 1091 | 2.62599 2.53319 0.020221 0.00184259 43529.2 0
: 1092 | 2.61396 2.7197 0.0201519 0.00177483 43532.6 1
: 1093 | 2.76897 3.36042 0.0201497 0.00177487 43537.9 2
: 1094 | 2.74159 2.85278 0.0201375 0.00177571 43568.9 3
: 1095 | 2.72066 2.83787 0.0201414 0.00176944 43544.7 4
: 1096 | 2.66276 2.88684 0.0201373 0.00176943 43554.4 5
: 1097 Minimum Test error found - save the configuration
: 1097 | 2.74277 2.36467 0.0202109 0.00183919 43545.2 0
: 1098 | 2.69517 2.67715 0.0201392 0.00177368 43559.9 1
: 1099 | 2.52462 2.7506 0.0201311 0.00177387 43579.7 2
: 1100 | 2.53126 2.88164 0.0201349 0.00176726 43554.9 3
: 1101 | 2.85019 3.58089 0.0201399 0.00175935 43524.2 4
: 1102 | 2.64747 2.39443 0.0201379 0.00176059 43532 5
: 1103 | 2.49077 3.75647 0.0201581 0.0017665 43498 6
: 1104 | 2.88431 2.67568 0.0201412 0.00176732 43540 7
: 1105 | 2.81472 3.14936 0.020145 0.00176631 43528.8 8
: 1106 | 2.76217 2.69392 0.0201453 0.0017664 43528.3 9
: 1107 | 2.78791 2.74431 0.0201554 0.00176556 43502.3 10
: 1108 | 2.61544 2.68957 0.0201492 0.00175877 43500.8 11
: 1109 | 2.64358 2.3843 0.0201348 0.00176606 43552.3 12
: 1110 Minimum Test error found - save the configuration
: 1110 | 2.38269 2.34952 0.0202127 0.00183616 43533.9 0
: 1111 | 2.55356 2.94743 0.0201409 0.00176568 43536.8 1
: 1112 | 2.53077 2.66017 0.020131 0.00176635 43562 2
: 1113 Minimum Test error found - save the configuration
: 1113 | 2.59587 2.17796 0.0201996 0.0018192 43524.6 0
: 1114 | 2.46018 2.6877 0.0201799 0.00177526 43467.4 1
: 1115 | 2.62219 2.36521 0.0201547 0.00177428 43524.5 2
: 1116 | 2.46993 3.13854 0.0201579 0.0017769 43523.2 3
: 1117 | 2.54978 2.59391 0.0201523 0.00177617 43534.7 4
: 1118 | 2.70319 2.58942 0.0201355 0.00177516 43572.1 5
: 1119 | 2.7098 2.57124 0.0201484 0.00177206 43534.3 6
: 1120 | 2.6776 3.00636 0.0201718 0.00177464 43485 7
: 1121 | 2.58905 2.31534 0.0201417 0.00177418 43555.3 8
: 1122 | 2.49172 3.37432 0.0201313 0.00177251 43575.8 9
: 1123 | 2.89334 2.41775 0.0204914 0.00176615 42723.2 10
: 1124 | 2.75592 2.49567 0.020151 0.00176609 43514 11
: 1125 | 2.61474 2.68349 0.02015 0.00176752 43519.8 12
: 1126 | 2.63923 2.66009 0.0201609 0.001768 43495 13
: 1127 | 2.51263 2.40935 0.0201507 0.00176573 43513.7 14
: 1128 | 2.55103 2.28472 0.02015 0.00176005 43501.9 15
: 1129 | 2.41835 2.74549 0.0201466 0.00176001 43510.1 16
: 1130 | 2.49995 2.21102 0.0201862 0.00176817 43435.6 17
: 1131 | 2.33428 2.80472 0.0201393 0.00176664 43543 18
: 1132 Minimum Test error found - save the configuration
: 1132 | 2.34464 2.06278 0.0202242 0.00184363 43524.1 0
: 1133 | 2.57127 2.43734 0.0201389 0.0017669 43544.4 1
: 1134 | 2.32659 2.69512 0.0201455 0.00176826 43532.1 2
: 1135 Minimum Test error found - save the configuration
: 1135 | 2.33351 2.0058 0.0202272 0.00184088 43510.7 0
: 1136 | 2.3663 2.13985 0.020159 0.00177588 43518.2 1
: 1137 | 2.42844 2.34488 0.0201427 0.00177392 43552.2 2
: 1138 | 2.37907 2.02121 0.0201499 0.00177379 43534.8 3
: 1139 | 2.29177 2.43788 0.020149 0.00177729 43545.1 4
: 1140 | 2.41451 2.21991 0.0201426 0.00176994 43542.9 5
: 1141 | 2.30499 2.1351 0.0201596 0.00177634 43517.9 6
: 1142 | 2.22056 2.01215 0.0201505 0.00177466 43535.5 7
: 1143 | 2.34552 2.1287 0.0201556 0.00177356 43520.7 8
: 1144 | 2.44244 2.08066 0.0201422 0.00177671 43560 9
: 1145 | 2.28193 2.83407 0.0201417 0.00176639 43536.7 10
: 1146 | 2.80455 2.19039 0.0201657 0.00176089 43467 11
: 1147 | 2.72951 2.42042 0.020155 0.00176789 43508.8 12
: 1148 | 2.54597 2.72563 0.0201385 0.00176645 43544.3 13
: 1149 | 2.55961 2.1467 0.0201442 0.00176723 43532.7 14
: 1150 | 2.31343 2.03701 0.020156 0.00176923 43509.6 15
: 1151 | 2.21265 2.21007 0.0201443 0.00175987 43515.1 16
: 1152 | 2.18502 2.25533 0.0201518 0.00176051 43498.8 17
: 1153 Minimum Test error found - save the configuration
: 1153 | 2.17735 1.88021 0.0202238 0.00183643 43508 0
: 1154 | 2.15147 2.11314 0.020156 0.0017667 43503.5 1
: 1155 | 2.36383 2.2953 0.0201346 0.00176557 43551.6 2
: 1156 | 2.38218 2.27957 0.0201484 0.00176562 43519 3
: 1157 | 2.24625 2.44443 0.0201314 0.00175851 43542.5 4
: 1158 | 2.33811 2.28658 0.0201391 0.0017676 43545.7 5
: 1159 | 2.26082 2.23941 0.0201472 0.00177485 43543.7 6
: 1160 | 2.07007 1.97372 0.0201409 0.00177595 43561.1 7
: 1161 | 2.20406 2.6206 0.020149 0.00177568 43541.3 8
: 1162 | 2.43763 2.55467 0.0201504 0.00177688 43541 9
: 1163 | 2.42713 2.49611 0.020146 0.00177122 43538 10
: 1164 | 2.22508 2.50037 0.0201505 0.00177071 43526.1 11
: 1165 | 2.28847 2.3393 0.0201838 0.00177712 43462.5 12
: 1166 | 2.22312 2.09394 0.0201544 0.00177688 43531.4 13
: 1167 | 2.3298 2.05006 0.0201508 0.00177615 43538.1 14
: 1168 | 2.452 2.96105 0.020161 0.00177097 43501.9 15
: 1169 | 2.24049 2.27256 0.0201533 0.00176459 43505.1 16
: 1170 | 2.38648 2.13174 0.0201623 0.00176837 43492.7 17
: 1171 | 2.6918 2.33206 0.0201515 0.00176932 43520.4 18
: 1172 | 2.66165 2.22711 0.0201475 0.00176746 43525.5 19
: 1173 | 2.16185 2.58764 0.0201443 0.00176735 43532.9 20
: 1174 | 2.35666 2.04745 0.0201466 0.00176634 43524.9 21
:
: Elapsed time for training with 1000 events: 23.7 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0324 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.58 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.329 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= 3.75783e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.33904e+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: 0.0721 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: 0.0923 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: 0.00515 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: 1.97 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: 0.0469 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0075 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: 0.0939 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0138 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00696 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00239 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: 0.0284 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: 1.97 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.222 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 : -0.0254 -0.0359 1.54 1.23 | 3.272 3.279
: 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 : -0.0247 -0.0207 1.42 1.10 | 3.359 3.366
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:555
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4089
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:414
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.