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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: 0.606 sec
: Elapsed time for training with 1000 events: 0.613 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00663 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: 0.0016 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00965 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: 0.000465 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00248 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: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33529.9
: --------------------------------------------------------------
: 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 | 34796.5 33139.2 0.0196505 0.00180711 44834.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 34307.1 32498.2 0.0197507 0.00180901 44588.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 33602.4 31715.5 0.0198822 0.00183631 44331.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 32846.1 30972 0.020002 0.00183482 44035.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 32049.3 30170.1 0.0199715 0.00182333 44081.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 31148.9 29340.6 0.0199228 0.00186137 44293.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 30425.6 28815.9 0.0198579 0.00180554 44315.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 29974.4 28440.5 0.0197645 0.00178217 44488.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 29616.2 28105.4 0.0197506 0.00179176 44546.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 29288 27797.5 0.0197376 0.001783 44556.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 28979.2 27508 0.0197563 0.00180367 44561.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 28687.7 27227.5 0.0197899 0.0018214 44522.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 28407.9 26953.6 0.0197714 0.00180425 44525.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 28128.8 26695.3 0.0197564 0.00179573 44541.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 27866 26437.9 0.0197379 0.0017902 44573.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 27606.8 26185.3 0.0197471 0.00179491 44562.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 27353.6 25936.6 0.0198057 0.00184868 44550.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 27099.8 25699.4 0.0197332 0.0017815 44564.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 26857.5 25462.2 0.0196886 0.00176517 44634.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 26616.8 25228.9 0.0197135 0.00176962 44583.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 26382.2 24996.2 0.0197179 0.00177574 44587.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 26148.1 24768.8 0.0197229 0.00177049 44562.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 25915.3 24548.9 0.019744 0.00178254 44539.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 25690.2 24329.7 0.0197492 0.00178581 44534.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 25466.1 24113.9 0.0197774 0.00178435 44461.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 25247.7 23897.2 0.0197762 0.00179852 44499.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 25026.4 23688.5 0.0198271 0.001805 44390 0
: 28 Minimum Test error found - save the configuration
: 28 | 24813.7 23478.1 0.0197946 0.00179353 44441.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 24600.5 23271.2 0.0200219 0.00202549 44453.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 24391.4 23065.2 0.0199137 0.00180716 44182.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 24182.3 22863.8 0.0197662 0.00178542 44492 0
: 32 Minimum Test error found - save the configuration
: 32 | 23975.3 22667.2 0.0197889 0.00180581 44486.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 23773.5 22470.4 0.0197855 0.00178989 44455.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 23573.6 22274.3 0.0197702 0.00179248 44499.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 23374.9 22080.7 0.019797 0.00179686 44444 0
: 36 Minimum Test error found - save the configuration
: 36 | 23176.7 21891.8 0.0199747 0.0018207 44067.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 22984.2 21701.9 0.0198199 0.00179409 44380.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 22790 21516.9 0.0198032 0.00179808 44431.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 22600.7 21332.1 0.0197864 0.00178719 44446.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 22413.2 21148.1 0.0199581 0.00185228 44184.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22225.4 20968 0.0198356 0.00180064 44358.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 22042.6 20787.1 0.0198481 0.00179211 44306.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 21858 20611.2 0.0198501 0.00180808 44340.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 21677.9 20435.7 0.0198595 0.00180711 44315.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 21500.7 20259.2 0.0198624 0.00180603 44305.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 21321.3 20087.5 0.0199496 0.00181033 44103.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 21144 19918.8 0.0200345 0.00187382 44051.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 20971.1 19745 0.0198704 0.00179813 44266.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 20796.7 19555.9 0.0198751 0.001816 44298.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20614.9 19390.5 0.0199217 0.00181509 44182.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 20447.1 19224.4 0.0199707 0.0018288 44096.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 20276.4 19059.5 0.0199134 0.0018136 44199.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 20110 18897 0.0199399 0.00181551 44139.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 19946.5 18733.3 0.0198874 0.00179512 44217.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 19778.1 18572.2 0.0199682 0.00182461 44092.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 19619.9 18419.2 0.0199792 0.00182205 44059.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 19449.1 18253.7 0.0200154 0.00182456 43978.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 19287.4 18095.2 0.0200394 0.00183398 43943 0
: 59 Minimum Test error found - save the configuration
: 59 | 19126.9 17936.7 0.0200984 0.00184462 43826.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 18965 17782 0.0200923 0.00184537 43842.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 18806.9 17628 0.0200314 0.00183158 43956.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 18650.1 17473.6 0.0200966 0.00183958 43818.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 18492.5 17322.7 0.020022 0.00181843 43947.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 18340.9 17168.4 0.0200487 0.00183564 43924.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 18182.7 17021.9 0.0202832 0.00185799 43418.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 18033 16872.5 0.0200957 0.00183267 43804.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 17880 16727.5 0.0201371 0.00187389 43803.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 17732.3 16580 0.0200728 0.00183418 43862.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 17584.5 16432.3 0.0201005 0.00187291 43889.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 17433.7 16291.2 0.0200881 0.0018445 43850.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 17288.9 16148.8 0.0200982 0.00184125 43818.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 17144.5 16007.2 0.0200866 0.00183932 43842.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 16999.3 15869 0.0200735 0.00184387 43884.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 16858.7 15729 0.0200916 0.00184585 43845.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 16716.4 15592.3 0.0201308 0.00184032 43738.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 16577.9 15454.3 0.0201403 0.00185768 43757.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 16436.3 15323 0.0201033 0.00184162 43807.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 16302.1 15186.8 0.0201417 0.00185691 43752.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 16164.2 15054.8 0.0201683 0.00186023 43696.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 16030.3 14922.8 0.020293 0.00186481 43411.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 15896.3 14791.2 0.0201371 0.00183747 43716.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 15764.9 14659.6 0.0201484 0.00184996 43719.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 15630.5 14532.9 0.0204124 0.0019054 43226.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 15500.3 14407.5 0.0201643 0.00184346 43666 0
: 85 Minimum Test error found - save the configuration
: 85 | 15375.9 14276.3 0.0201625 0.00184678 43678.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 15241.7 14155.8 0.020176 0.00185097 43656.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 15118 14031 0.0202851 0.00187014 43443 0
: 88 Minimum Test error found - save the configuration
: 88 | 14991.7 13908.2 0.0202259 0.00185761 43553.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 14867.5 13786.2 0.020265 0.00189076 43539.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 14742.8 13666.5 0.0202136 0.00186605 43602.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 14621.5 13546.2 0.0203635 0.00192566 43389 0
: 92 Minimum Test error found - save the configuration
: 92 | 14501.4 13425.4 0.0201649 0.0018479 43675.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 14378.4 13309.6 0.0201883 0.00185928 43646.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 14259.3 13193.9 0.0201552 0.0018392 43677.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 14141.1 13079.3 0.0201671 0.00185059 43676.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 14025.6 12962.8 0.0201666 0.00184766 43670.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 13906.8 12851.5 0.0202897 0.00188289 43462.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13793.8 12737 0.0203012 0.00185907 43378.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13677.7 12626.5 0.0204472 0.00192371 43188.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 13565.7 12514.9 0.0202828 0.00187147 43451.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 13453.6 12403.8 0.0205651 0.0019028 42867.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 13341.2 12295.4 0.0202775 0.00185646 43428.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 13230.2 12188.2 0.0203878 0.00189726 43265.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 13122.1 12080 0.0202664 0.00187529 43499.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 13012.7 11974.1 0.0203688 0.00189311 43300.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 12906.6 11866.7 0.0203389 0.00189494 43374.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 12796.5 11765.6 0.0202931 0.00187937 43445.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 12694.2 11659.9 0.0203698 0.00188341 43275 0
: 109 Minimum Test error found - save the configuration
: 109 | 12588.2 11556.8 0.0202836 0.00186141 43425.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 12484 11455.3 0.0203385 0.001873 43323.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 12380.8 11354.7 0.0203131 0.00186497 43364.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 12278.3 11254.8 0.0206985 0.00191801 42597.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 12178 11154.6 0.0204358 0.00197535 43335.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 12077.6 11055.4 0.0206261 0.00217562 43359.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 11976.5 10959.1 0.0204464 0.00191376 43167 0
: 116 Minimum Test error found - save the configuration
: 116 | 11879.7 10860.5 0.0203119 0.0018814 43406.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 11781.5 10763.3 0.0203143 0.00186572 43363.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 11682.4 10670.5 0.0202961 0.00186133 43396.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 11587.8 10575.2 0.020399 0.001887 43215.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 11492.9 10480.1 0.0203941 0.00188493 43221.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 11397.1 10387.6 0.0203121 0.00186455 43366.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 11304.7 10293.6 0.0204126 0.00188342 43175.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 11209.6 10203.9 0.0203243 0.00188046 43375 0
: 124 Minimum Test error found - save the configuration
: 124 | 11118.9 10112.4 0.0203954 0.00190247 43259.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 11026.2 10023.5 0.0203208 0.00187524 43371 0
: 126 Minimum Test error found - save the configuration
: 126 | 10936.1 9934.93 0.0203393 0.00188075 43340.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10846.4 9845.54 0.020328 0.00187582 43355.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 10757.1 9757.51 0.0203888 0.00190353 43277.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 10670.5 9667.34 0.0206913 0.00191943 42617 0
: 130 Minimum Test error found - save the configuration
: 130 | 10580.5 9581.53 0.0203458 0.00186945 43298.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 10492.5 9498.04 0.0203296 0.00186717 43331.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 10408.8 9411.34 0.0204679 0.00191199 43113 0
: 133 Minimum Test error found - save the configuration
: 133 | 10322 9327.08 0.0205085 0.00191593 43027.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 10238.7 9241.68 0.0203351 0.00187658 43340.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 10151.8 9161.25 0.0203389 0.00188614 43354 0
: 136 Minimum Test error found - save the configuration
: 136 | 10069.9 9079 0.0204587 0.00187965 43059.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 9987.42 8997.09 0.0204399 0.00188791 43122 0
: 138 Minimum Test error found - save the configuration
: 138 | 9905.9 8915.18 0.0204385 0.00189127 43133 0
: 139 Minimum Test error found - save the configuration
: 139 | 9823.45 8835.78 0.0203412 0.00186696 43303.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 9742.31 8757.74 0.0203198 0.00186059 43338.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 9664.46 8677.1 0.0203466 0.001861 43276.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 9584.16 8598.77 0.0204498 0.00190219 43132.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 9505.62 8521.16 0.0203306 0.00188064 43360.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 9427.98 8443.76 0.0204437 0.00190792 43159.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9350.3 8367.71 0.0204221 0.00196248 43337.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 9273.2 8292.68 0.0203574 0.00186224 43254.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 9199.43 8214.94 0.0204472 0.00188877 43107.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 9122.38 8140.56 0.0203563 0.00189489 43333.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 9047.06 8067.57 0.0205846 0.00191707 42855.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 8974.66 7992.74 0.020312 0.00186769 43373.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 8898.75 7922.18 0.0202071 0.00182893 43530 0
: 152 Minimum Test error found - save the configuration
: 152 | 8827.67 7849.26 0.0203085 0.00187435 43397.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 8754.59 7778.21 0.0202346 0.00185142 43518.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8683.5 7706.95 0.0202236 0.00185447 43551.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 8612.67 7635.81 0.020303 0.00186019 43377.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 8540.99 7567.18 0.0202141 0.00184088 43541.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 8473.1 7495.87 0.020323 0.00188838 43396.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 8401.59 7428.53 0.0202417 0.00184099 43476.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 8334.21 7359.51 0.0202164 0.00183846 43530.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 8264.64 7293.35 0.0202267 0.00183929 43508.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 8197.99 7226.51 0.0202104 0.00183558 43537.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 8130.56 7160.22 0.0202247 0.00183823 43510.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 8064.64 7093.78 0.0202453 0.00184681 43481.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 7998.55 7028.26 0.0202318 0.00184323 43505.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 7933.29 6962.99 0.0202618 0.00185146 43453.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 7868.73 6898.07 0.0202549 0.0018456 43456.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 7803.87 6834.36 0.0202718 0.00186039 43451.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 7740.68 6770.72 0.0202517 0.00185547 43487.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 7675.7 6710.46 0.020267 0.00185859 43458.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 7615.92 6645.93 0.0202769 0.00186349 43446.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 7551.91 6584.49 0.0202585 0.00185998 43481.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 7490.18 6523.95 0.0203354 0.00187257 43330.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7430.17 6461.95 0.0203629 0.00187244 43265.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 7368.74 6402.12 0.0202597 0.0018538 43464.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 7308.01 6343.96 0.0203145 0.00185952 43348.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 7249.72 6283.28 0.0203756 0.00185933 43205.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 7190.05 6224.28 0.0202714 0.00185276 43434.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 7129.92 6168.23 0.0204096 0.00189891 43218.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7074 6109.11 0.0203107 0.0018632 43366.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 7015.72 6051.4 0.0202809 0.00187731 43469.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 6957.45 5995.77 0.0204114 0.00191104 43242.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 6902.12 5938.19 0.0202588 0.00184769 43452 0
: 183 Minimum Test error found - save the configuration
: 183 | 6845.16 5882.3 0.0202321 0.00184721 43514.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 6789.92 5826.29 0.0202453 0.00185639 43504.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 6733.7 5772.01 0.0202287 0.00184065 43506.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 6679.84 5716.54 0.0202339 0.00184186 43497.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 6623.96 5664.06 0.0202231 0.00183739 43512.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 6571.71 5608.92 0.0202332 0.00183895 43491.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 6516.6 5556.91 0.0204788 0.00189123 43039.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 6464.13 5504.31 0.0202175 0.00183394 43517.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 6411.08 5452.64 0.020291 0.00183817 43353.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 6359.94 5400.08 0.0202208 0.00181977 43475.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 6307.46 5348.48 0.0202215 0.00183454 43509.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 6256.26 5297.38 0.0202004 0.00183422 43558.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 6205.11 5246.95 0.020227 0.00183453 43496 0
: 196 Minimum Test error found - save the configuration
: 196 | 6153.79 5198.35 0.020221 0.00183501 43511.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6104.94 5147.86 0.0202079 0.00183076 43532.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 6054.09 5099.71 0.0202127 0.00183503 43531 0
: 199 Minimum Test error found - save the configuration
: 199 | 6005.59 5050.69 0.0202467 0.00183865 43459.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 5957.44 5001.37 0.0203917 0.00200127 43500.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 5908.29 4953.16 0.0202508 0.00182961 43428.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 5859.82 4906.16 0.0203104 0.00184481 43323.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 5811.69 4859.73 0.0202445 0.00182453 43431 0
: 204 Minimum Test error found - save the configuration
: 204 | 5764.84 4813.26 0.0203183 0.00183443 43280.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 5717.71 4767.55 0.0202104 0.00182061 43502.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 5671.27 4721.88 0.0203035 0.0018397 43328.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 5626.04 4675.19 0.0202148 0.00182254 43496.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 5580.38 4629.02 0.0202296 0.00183361 43487.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 5533.77 4585.54 0.0202348 0.00185394 43523.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 5488.56 4541.71 0.0202014 0.00182899 43543.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 5445.1 4496.62 0.0202061 0.00183217 43539.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 5399.22 4454.66 0.0202012 0.0018219 43527.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 5356.08 4411.34 0.0202081 0.00182635 43521.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 5312.77 4367.97 0.0202211 0.00183777 43517.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 5269.48 4325.24 0.0202164 0.00183263 43516.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 5225.95 4283.21 0.0202091 0.00182245 43509.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 5182.82 4242.41 0.0202232 0.00182201 43475.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 5141.29 4200.96 0.0202126 0.00182211 43500.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 5099.42 4160.3 0.0202084 0.0018223 43511 0
: 220 Minimum Test error found - save the configuration
: 220 | 5057.6 4119.27 0.0202106 0.00182062 43502 0
: 221 Minimum Test error found - save the configuration
: 221 | 5015.88 4079.72 0.0202156 0.00181528 43477.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4975.98 4039.23 0.0202561 0.00182346 43401.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 4934.33 4000.15 0.0203794 0.00186164 43201.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 4894.82 3960.55 0.0202113 0.00182105 43501.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4855.33 3920.49 0.0202232 0.0018312 43497.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 4814.88 3881.94 0.0202753 0.00184351 43403.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 4775.09 3844.51 0.0202203 0.00183796 43520.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 4735.49 3808.36 0.0203444 0.00184259 43239 0
: 229 Minimum Test error found - save the configuration
: 229 | 4697.75 3770.88 0.0202892 0.00191022 43527.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 4660.07 3732.74 0.0202227 0.00183323 43503.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 4621.25 3696.11 0.0206198 0.00192907 42802 0
: 232 Minimum Test error found - save the configuration
: 232 | 4583.57 3659.37 0.0205528 0.0018748 42831.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 4545.37 3624.23 0.0202584 0.00182909 43409.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 4509.75 3587.43 0.0202355 0.00183541 43478 0
: 235 Minimum Test error found - save the configuration
: 235 | 4471.99 3551.59 0.0202973 0.00185345 43374.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 4434.63 3517.16 0.0202551 0.00184483 43454 0
: 237 Minimum Test error found - save the configuration
: 237 | 4400.23 3480.83 0.020278 0.0018456 43401.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 4362.5 3446.53 0.0202449 0.00184602 43481 0
: 239 Minimum Test error found - save the configuration
: 239 | 4326.51 3412.82 0.0202623 0.00185846 43469.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 4291.62 3379.1 0.0202324 0.00183237 43478.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 4255.82 3346.37 0.0202385 0.00185067 43507.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 4221.67 3312.58 0.0202311 0.00184284 43506.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 4186.97 3279.43 0.0202587 0.00185482 43469 0
: 244 Minimum Test error found - save the configuration
: 244 | 4152.84 3245.68 0.0203013 0.00183691 43326.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 4118.31 3213.11 0.0202571 0.00184327 43445.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 4083.94 3181.69 0.0202299 0.00183867 43499.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 4051.04 3149.51 0.0202085 0.00183149 43532.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 4018.3 3117.06 0.0202065 0.00181886 43507.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3983.42 3087.58 0.0205774 0.00185298 42724.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3952.32 3055.77 0.0202882 0.0018591 43409.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3919.56 3024.55 0.0203395 0.00187278 43321.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3886.8 2994.23 0.0203217 0.00188447 43390.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3855.45 2963.23 0.0203363 0.00187515 43334.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3822.81 2933.97 0.0204018 0.00187222 43174.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3791.87 2904.25 0.0202971 0.00186069 43392.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 3760.44 2875.37 0.0202669 0.00183127 43394.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 3729.38 2846.71 0.0202145 0.00182879 43512.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 3699.32 2817.1 0.0201987 0.00182218 43533.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3668.15 2789.25 0.0202441 0.00183663 43460.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 3639.01 2759.4 0.0202258 0.00183428 43498.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 3607.51 2732.28 0.0202203 0.00182774 43496 0
: 262 Minimum Test error found - save the configuration
: 262 | 3578.34 2704.34 0.020222 0.00182881 43494.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 3548.82 2676.93 0.0202291 0.00183132 43483.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 3519.26 2649.54 0.0202184 0.00182617 43496.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 3490.19 2622.52 0.020223 0.00182542 43484.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 3461.54 2595.93 0.0202557 0.00186063 43489.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 3433.02 2569.02 0.0202189 0.00183471 43515.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 3404.23 2542.83 0.0202506 0.00184336 43461.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 3375.76 2516.92 0.020213 0.00183168 43522.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 3347.88 2491.19 0.0202581 0.00187065 43507.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 3319.88 2465.75 0.0202445 0.00184391 43476.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 3292.85 2439.63 0.0202751 0.00185544 43431.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 3264.98 2414.17 0.0202239 0.00182823 43488.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 3237.91 2389.32 0.020216 0.00183068 43512.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 3210.56 2364.88 0.0202486 0.0018373 43451.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 3183.59 2341.25 0.0202789 0.00185452 43420.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 3157.54 2316.89 0.0204103 0.00186978 43148.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 3131.27 2292.72 0.020247 0.00185164 43489.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 3105.41 2268.12 0.0202645 0.00184321 43427.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 3078.88 2243.95 0.020271 0.00184832 43424.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 3052.21 2221.68 0.0202467 0.00184164 43466.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 3027.74 2198.22 0.020227 0.00184007 43509.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 3001.54 2175.88 0.0202317 0.00184291 43504.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2977.13 2152.23 0.0202507 0.00184424 43463 0
: 285 Minimum Test error found - save the configuration
: 285 | 2951.29 2130.07 0.0202485 0.00184656 43473.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2927.08 2107.27 0.0202266 0.00184827 43529.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2901.9 2085.6 0.020223 0.00185488 43553.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2877.89 2063.41 0.0202744 0.00184573 43410.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2853.41 2041.52 0.0202364 0.00183359 43471.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2829.14 2020.48 0.0202566 0.00185677 43478.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2805.82 1998.44 0.0202524 0.0018339 43434.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2781.51 1977.4 0.0202529 0.00184251 43453.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2757.88 1956.71 0.0202283 0.00182754 43476.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2734.58 1935.84 0.0202085 0.00182504 43517.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2711.4 1915.51 0.0202344 0.00183988 43491.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2688.6 1894.86 0.0202438 0.00184106 43471.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2666.23 1873.73 0.0202082 0.00183409 43539.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2643.29 1853.44 0.0202283 0.00183993 43505.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2620.31 1833.55 0.0202095 0.00184282 43557.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 2597.41 1814.81 0.0202133 0.001831 43520 0
: 301 Minimum Test error found - save the configuration
: 301 | 2575.99 1794.97 0.020228 0.00184435 43517 0
: 302 Minimum Test error found - save the configuration
: 302 | 2553.52 1776.26 0.0202481 0.00184437 43469.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 2532.31 1756.66 0.0202526 0.00184067 43450 0
: 304 Minimum Test error found - save the configuration
: 304 | 2510.35 1737.81 0.0202629 0.00185455 43458.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 2489.21 1718.49 0.0203284 0.00185404 43303.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 2467.34 1699.97 0.0203045 0.00185433 43360.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 2446.39 1681.3 0.0202392 0.00182744 43450.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 2425.36 1662.99 0.0202393 0.00184117 43482.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 2404.31 1645.12 0.0203145 0.00186072 43351.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 2384.21 1626.85 0.0203121 0.00185107 43334.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 2363.44 1608.93 0.0202613 0.00184764 43446 0
: 312 Minimum Test error found - save the configuration
: 312 | 2342.96 1591.29 0.0202202 0.00183578 43515 0
: 313 Minimum Test error found - save the configuration
: 313 | 2322.75 1574.22 0.0202551 0.00185202 43471 0
: 314 Minimum Test error found - save the configuration
: 314 | 2302.67 1556.81 0.020243 0.00183101 43450 0
: 315 Minimum Test error found - save the configuration
: 315 | 2282.96 1539.8 0.0202226 0.0018399 43519.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 2263.22 1523.55 0.0202666 0.001852 43443.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 2243.4 1506.58 0.0202555 0.00184806 43460.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 2224.47 1489.47 0.0202405 0.0018252 43442.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 2204.79 1472.92 0.0202271 0.00183368 43493.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 2185.13 1457.27 0.0203014 0.00184048 43334.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 2166.57 1441.13 0.0203357 0.00184984 43276.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 2147.57 1425.47 0.0202312 0.00182681 43467.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 2129.13 1409.41 0.0202106 0.00182446 43511 0
: 324 Minimum Test error found - save the configuration
: 324 | 2110.66 1393.29 0.0228373 0.0018972 38204.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 2091.86 1377.77 0.0204709 0.0019671 43234.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 2073.84 1362.3 0.0203424 0.00186255 43290.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2055.67 1346.89 0.020257 0.00183696 43431 0
: 328 Minimum Test error found - save the configuration
: 328 | 2036.81 1332.97 0.020265 0.00185076 43444.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 2019.76 1317.76 0.0203348 0.00187052 43326.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 2002.08 1302.98 0.0202618 0.00185303 43457.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1984.64 1288.25 0.0202744 0.00186036 43445.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1966.7 1273.81 0.0204061 0.00185491 43124 0
: 333 Minimum Test error found - save the configuration
: 333 | 1949.65 1259.31 0.0202313 0.00184146 43502.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1932.2 1245.33 0.0202547 0.00184368 43452.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1915.24 1231.54 0.0202184 0.00183494 43517.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1898.15 1218.06 0.0202219 0.00183376 43506.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1882.29 1204.31 0.0202363 0.00183126 43466.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1864.86 1190.55 0.0202105 0.00182956 43523.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1848.59 1177.13 0.0202252 0.00183063 43491 0
: 340 Minimum Test error found - save the configuration
: 340 | 1831.83 1164.15 0.0202279 0.00183622 43498 0
: 341 Minimum Test error found - save the configuration
: 341 | 1816.25 1150.76 0.0202408 0.00183474 43464 0
: 342 Minimum Test error found - save the configuration
: 342 | 1799.62 1137.86 0.0203058 0.00184832 43342.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1783.62 1125.8 0.0202366 0.00183314 43470.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1768.71 1111.52 0.0202592 0.00183364 43418 0
: 345 Minimum Test error found - save the configuration
: 345 | 1751.79 1099.43 0.0202592 0.00184961 43455.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1735.99 1087.05 0.0202452 0.00183775 43460.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1720.53 1075.01 0.020223 0.00183917 43516.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1704.97 1063.12 0.0203129 0.00183874 43303.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1690.29 1050.71 0.0203271 0.00185113 43299.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1674.78 1038.99 0.0202269 0.00184561 43522.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1659.24 1027.95 0.0202718 0.00185475 43437.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1645.43 1015.48 0.0202454 0.00183217 43446.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1630.19 1003.77 0.0202609 0.00186222 43481.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1615.13 992.362 0.0203517 0.00187768 43304.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1600.23 981.552 0.0203068 0.00185543 43357.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1585.93 970.486 0.0202702 0.00185142 43434 0
: 357 Minimum Test error found - save the configuration
: 357 | 1571.56 959.468 0.020257 0.00184473 43449.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1558.07 947.979 0.0202783 0.0018377 43382.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1543.06 937.465 0.0202814 0.00185716 43421 0
: 360 Minimum Test error found - save the configuration
: 360 | 1529.29 927.006 0.0203969 0.00185805 43152.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1515.04 916.918 0.020245 0.00183581 43456.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1501.8 906.071 0.0202292 0.00183653 43495.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1487.23 896.506 0.020226 0.00184154 43515 0
: 364 Minimum Test error found - save the configuration
: 364 | 1475.17 885.256 0.0202233 0.00184702 43534.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1460.8 875.375 0.0202159 0.00182179 43492.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1447.09 865.708 0.0202634 0.00184091 43425.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1433.81 856.523 0.0202319 0.00182906 43471.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1421.36 845.737 0.020245 0.00183606 43457.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1407.75 836.088 0.0202329 0.00182834 43467.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 1394.42 827.094 0.0202453 0.0018317 43446.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1381.58 817.95 0.0202427 0.00185774 43513.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 1369.45 808.196 0.0202229 0.0018297 43494.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 1356.58 799.104 0.0202131 0.00183332 43526.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 1343.89 789.931 0.0202621 0.00185511 43461.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 1331.64 780.628 0.0202667 0.00185643 43454 0
: 376 Minimum Test error found - save the configuration
: 376 | 1318.85 771.813 0.0202185 0.00183945 43527.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 1306.67 763.67 0.0202283 0.00183097 43484.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 1294.73 754.88 0.0202382 0.00184934 43504.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 1282.76 745.985 0.0202889 0.00185396 43395.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1270.36 737.689 0.0202709 0.00185529 43441.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 1258.68 729.259 0.0203701 0.00186276 43226 0
: 382 Minimum Test error found - save the configuration
: 382 | 1247.15 720.906 0.0202441 0.00183686 43461.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 1235.63 712.519 0.0202406 0.00184263 43483.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 1223.84 704.281 0.0202157 0.00182839 43508.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 1211.82 696.851 0.020237 0.00182958 43460.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 1200.72 689.002 0.0202083 0.00182745 43523.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 1189.59 680.984 0.020239 0.0018431 43488 0
: 388 Minimum Test error found - save the configuration
: 388 | 1178.28 673.242 0.0205411 0.00192497 42973.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1167.43 665.243 0.0202861 0.00183992 43369.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 1155.45 658.512 0.0202317 0.00183506 43486.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 1145.06 650.981 0.020234 0.00182711 43462 0
: 392 Minimum Test error found - save the configuration
: 392 | 1133.98 643.738 0.0202258 0.0018329 43495 0
: 393 Minimum Test error found - save the configuration
: 393 | 1123.37 636.278 0.020197 0.00182966 43555.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 1112.5 629.205 0.0202142 0.0018436 43547.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 1101.9 622.233 0.0202002 0.0018289 43546.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 1091.48 615.254 0.0201975 0.00182444 43542.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 1081.15 608.599 0.0202016 0.00182539 43534.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 1070.84 602.056 0.0202035 0.00182501 43529.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 1060.41 595.051 0.0202459 0.00183209 43445.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 1050.73 588.143 0.0202663 0.00183429 43402.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 1039.86 581.955 0.0202356 0.0018269 43457.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 1030.23 575.334 0.0201974 0.00182542 43544.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 1020.78 569.683 0.0205386 0.00191972 42967.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 1010.71 562.527 0.020437 0.00187325 43094.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 1000.65 556.595 0.0202944 0.00186531 43409.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 991.09 551.65 0.0206713 0.00190812 42636.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 981.916 544.21 0.0203748 0.00188359 43263.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 972.045 538.589 0.0207436 0.00190571 42467.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 962.669 532.401 0.0203774 0.00186535 43215 0
: 410 Minimum Test error found - save the configuration
: 410 | 952.936 526.604 0.0202986 0.00185874 43384.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 943.933 520.473 0.0203127 0.00186312 43361.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 934.346 514.998 0.0203578 0.00188663 43310.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 925.598 509.173 0.0209223 0.00196971 42210.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 916.346 504.038 0.0207434 0.00196615 42604.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 907.78 498.456 0.0206326 0.001919 42749.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 899.104 492.733 0.0203541 0.00184283 43216.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 889.888 487.224 0.020239 0.00183069 43458.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 880.951 482.692 0.0203222 0.00190469 43436.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 872.951 477.424 0.0202568 0.00183618 43429.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 863.969 472.059 0.0202331 0.00182514 43459.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 855.355 466.932 0.0203223 0.00185404 43317.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 847.257 462.01 0.0202599 0.00186271 43484.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 838.738 456.905 0.0203692 0.00194527 43421.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 830.333 452.586 0.0203292 0.00186789 43333.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 822.331 447.643 0.020314 0.00187023 43375 0
: 426 Minimum Test error found - save the configuration
: 426 | 814.394 442.663 0.0203076 0.00185449 43353.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 806.026 437.432 0.020299 0.00185711 43379.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 797.915 433.133 0.0203036 0.00185837 43371.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 790.113 428.421 0.0203111 0.00185123 43337.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 782.265 423.897 0.020564 0.00190706 42879.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 774.456 419.445 0.0206843 0.00190458 42599.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 766.768 414.99 0.020392 0.00191595 43299.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 759.358 410.327 0.0203942 0.0018652 43175.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 751.636 406.524 0.0203247 0.00186871 43346.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 744.281 401.784 0.0203162 0.00187036 43370.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 736.77 397.52 0.0203124 0.00185288 43338.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 729.417 393.481 0.0203197 0.0018594 43336.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 721.968 389.518 0.0203634 0.00186193 43239.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 715.042 385.667 0.0203353 0.00185777 43295.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 707.859 381.229 0.0202936 0.001851 43377.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 700.623 377.175 0.0202636 0.0018384 43418.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 693.601 373.553 0.020253 0.00182844 43420.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 687.018 369.453 0.0202655 0.00184124 43421.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 679.817 365.76 0.0202249 0.00183524 43502.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 672.988 361.793 0.0202431 0.00184562 43484.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 666.545 357.397 0.0202302 0.00184147 43504.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 659.39 353.728 0.0202624 0.00184781 43443.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 652.53 350.553 0.0202474 0.00184862 43481.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 646.43 346.876 0.0202558 0.00184457 43451.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 639.716 343.745 0.0202542 0.00182362 43406.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 633.236 340.009 0.0202448 0.00183322 43450.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 627 336.289 0.0202396 0.00183414 43465.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 620.92 333.18 0.0202398 0.00183879 43475.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 614.023 329.345 0.0202499 0.00183516 43443.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 608.186 325.978 0.0202329 0.00182785 43466.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 601.681 322.78 0.0202522 0.00183117 43428.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 595.757 320.479 0.0202113 0.00182925 43520.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 590.163 316.158 0.0202472 0.00184074 43463 0
: 459 Minimum Test error found - save the configuration
: 459 | 583.358 313.048 0.0202225 0.0018371 43512.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 577.332 310.165 0.0202302 0.0018442 43511.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 571.841 307.848 0.0202289 0.0018403 43505.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 566.243 303.785 0.0202301 0.00183047 43479.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 559.995 300.363 0.0202495 0.00183909 43453.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 554.211 297.431 0.0202259 0.00184246 43517.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 548.604 294.428 0.0202348 0.00183587 43480.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 542.789 291.688 0.0202266 0.00182563 43476.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 537.428 288.561 0.020233 0.00183285 43478 0
: 468 Minimum Test error found - save the configuration
: 468 | 531.619 285.532 0.0202585 0.00183444 43421.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 526.258 282.73 0.0202174 0.00182758 43502.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 521.099 279.99 0.020198 0.00181665 43522.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 515.369 276.896 0.0202223 0.00182711 43489.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 510.029 274.304 0.0202269 0.00183037 43486.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 504.776 271.585 0.0202576 0.00185087 43462.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 499.705 268.834 0.0202579 0.00183367 43421 0
: 475 Minimum Test error found - save the configuration
: 475 | 494.609 266.062 0.0202692 0.00184645 43424.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 489.675 263.579 0.0202279 0.00183738 43500.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 484.057 260.869 0.0202295 0.00183645 43494.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 479.139 258.501 0.0202729 0.00185787 43442.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 474.38 255.911 0.0202471 0.00184158 43465.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 469.273 253.47 0.0204108 0.00187587 43161.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 464.917 251.088 0.0203214 0.00184934 43308.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 459.641 248.167 0.0202352 0.00182578 43456.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 454.94 245.925 0.0202106 0.0018248 43511.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 450.069 243.224 0.0202237 0.00182943 43491.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 445.193 241.033 0.0202353 0.00182684 43458.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 440.679 239.066 0.0202279 0.00182846 43479.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 435.96 236.639 0.0202261 0.00183595 43501.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 432.002 234.114 0.0202387 0.0018322 43463 0
: 489 Minimum Test error found - save the configuration
: 489 | 427.674 232.161 0.0202241 0.00182148 43472.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 422.516 229.674 0.0202731 0.001849 43421.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 418.389 228.152 0.0202239 0.00183502 43504.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 414.154 225.076 0.0202237 0.00183685 43509.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 409.491 222.694 0.0202681 0.00188538 43519 0
: 494 Minimum Test error found - save the configuration
: 494 | 404.962 220.997 0.0202764 0.00185109 43418.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 401.263 219.005 0.0202331 0.00182056 43448.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 396.706 216.277 0.0202169 0.00182235 43491.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 392.425 214.239 0.0202429 0.00184714 43488.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 388.201 212.536 0.0202501 0.00183273 43437.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 384.341 210.88 0.0202256 0.00183253 43494.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 380.246 208.345 0.020308 0.00185392 43350.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 376.128 206.384 0.0202791 0.00183965 43385.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 372.516 204.295 0.0202564 0.00184513 43451.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 368.465 202.437 0.0203092 0.00184903 43336.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 364.639 200.572 0.020662 0.00194691 42746.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 360.519 198.885 0.0206019 0.00190568 42789.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 357.058 196.635 0.0207187 0.00191266 42539.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 353.039 195.389 0.0203744 0.00186711 43226.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 349.379 192.911 0.0203763 0.00187004 43228.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 345.575 191.965 0.0204352 0.00188919 43136.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 342.223 189.417 0.020592 0.00203174 43102.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 338.347 187.465 0.020625 0.00213134 43258.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 334.802 185.571 0.0205728 0.00203533 43155.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 331.238 183.696 0.0207188 0.00209319 42951.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 327.748 183.092 0.0204951 0.00189902 43019.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 324.246 180.333 0.0204858 0.00190662 43059 0
: 516 Minimum Test error found - save the configuration
: 516 | 321.099 178.626 0.0206534 0.00192569 42717.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 317.386 177.428 0.0204837 0.00189261 43031.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 314.165 175.237 0.0210597 0.00193698 41835.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 310.451 173.782 0.020524 0.00190458 42966 0
: 520 Minimum Test error found - save the configuration
: 520 | 307.581 171.703 0.0206868 0.00192043 42629.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 303.899 170.414 0.0206126 0.00190177 42756 0
: 522 Minimum Test error found - save the configuration
: 522 | 300.837 168.565 0.0209949 0.00196059 42029.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 297.526 167.856 0.0206019 0.00192323 42829.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 294.595 166.376 0.020737 0.00190729 42486 0
: 525 Minimum Test error found - save the configuration
: 525 | 291.397 164.041 0.0203804 0.00187962 43241.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 288.421 163.078 0.0203963 0.00186136 43161.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 285.002 161.75 0.0203769 0.00186687 43219.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 282.085 159.588 0.0202869 0.00185162 43395.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 279.104 157.906 0.0205188 0.00189284 42950.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 275.885 157.373 0.0202913 0.0018587 43401.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 272.912 155.174 0.0203765 0.00189276 43281.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 269.886 154.065 0.0205039 0.0019008 43003.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 267.119 152.302 0.0207498 0.00192737 42502.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 264.068 150.63 0.020306 0.00185585 43360 0
: 535 Minimum Test error found - save the configuration
: 535 | 261.455 149.366 0.0203294 0.00187345 43346.4 0
: 536 | 258.604 149.554 0.0204566 0.00177906 42832.2 1
: 537 Minimum Test error found - save the configuration
: 537 | 255.776 146.558 0.0204285 0.00187581 43120.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 252.781 145.19 0.0202622 0.00184328 43433.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 250.164 143.675 0.0202964 0.00183731 43339.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 247.22 142.595 0.0202471 0.0018425 43467.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 244.662 140.964 0.0205215 0.00187032 42892.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 242.25 140.741 0.020795 0.00187815 42290.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 239.363 138.649 0.0204563 0.00187862 43062.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 236.874 137.217 0.0203512 0.00183872 43214.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 234.278 135.693 0.0202617 0.00184622 43441.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 231.362 134.483 0.0203224 0.00184988 43307.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 228.911 133.248 0.0203532 0.00184145 43215.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 226.576 132.471 0.0205575 0.00184375 42749.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 223.809 130.607 0.0203982 0.00187129 43180.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 221.396 129.704 0.0205343 0.00186502 42851.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 219.115 128.219 0.0204367 0.00191636 43195.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 216.358 127.394 0.0206281 0.00188672 42686.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 214.006 126.038 0.0204439 0.00185248 43030.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 211.717 124.353 0.0203355 0.00188367 43356.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 209.259 123.744 0.0202617 0.00183211 43408.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 206.836 122.253 0.0202331 0.00182787 43465.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 204.583 121.077 0.0202518 0.00184334 43458.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 202.303 119.78 0.0205789 0.00187368 42768.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 199.95 118.575 0.0202172 0.0018401 43532.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 197.59 117.572 0.0202756 0.00184837 43414 0
: 561 Minimum Test error found - save the configuration
: 561 | 195.428 116.68 0.0202146 0.00182823 43510.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 193.302 115.573 0.0202997 0.00186812 43403.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 191.071 114.381 0.0203596 0.00183963 43196.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 188.626 113.363 0.0203764 0.00186617 43219.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 186.476 112.138 0.020406 0.00183911 43087.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 184.355 111.066 0.0202139 0.00182896 43513.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 182.211 110.636 0.0202527 0.0018263 43415.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 180.298 109.744 0.0202445 0.00183151 43447.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 177.984 108.241 0.0203397 0.00183795 43239.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 175.993 106.897 0.020312 0.00183834 43304.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 173.853 106.262 0.0203653 0.00185572 43220.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 171.904 104.907 0.0204344 0.00187073 43095 0
: 573 Minimum Test error found - save the configuration
: 573 | 170.092 104.388 0.0204187 0.00183893 43057.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 167.785 102.779 0.0203003 0.00185755 43377.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 165.983 101.845 0.0203126 0.00185361 43339.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 163.975 101.197 0.0203985 0.00185064 43131.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 162.294 99.9022 0.020262 0.00183724 43419.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 160.046 98.8891 0.0205019 0.0018694 42935.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 158.037 98.3459 0.0205269 0.00184884 42830.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 156.482 97.0817 0.020304 0.00183535 43316.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 154.492 95.6582 0.0202218 0.00183412 43507.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 152.42 94.9653 0.0202373 0.00183197 43465.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 150.542 94.6054 0.0202247 0.00183926 43512.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 148.946 93.5322 0.0202138 0.00182625 43507.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 147.258 92.2575 0.0202131 0.0018318 43522.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 145.608 91.3027 0.0202351 0.00184364 43498.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 143.435 90.7299 0.0202578 0.00188677 43546.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 141.757 89.4023 0.0202882 0.00185245 43393.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 140.014 88.3482 0.0202344 0.00183089 43469.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 138.458 87.5849 0.0202214 0.00183722 43515.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 136.705 86.6795 0.0203255 0.00185246 43306.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 135.288 85.9545 0.0202277 0.00182656 43475.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 133.426 85.0231 0.0202315 0.00183055 43476 0
: 594 Minimum Test error found - save the configuration
: 594 | 132.021 84.375 0.0203119 0.00184652 43324.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 130.776 83.5527 0.0202584 0.00183794 43430 0
: 596 Minimum Test error found - save the configuration
: 596 | 128.887 82.3867 0.0202658 0.00185518 43453.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 127.246 81.8771 0.0205787 0.00189603 42820.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 125.457 81.2161 0.0206254 0.001875 42665.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 124.043 79.8699 0.0202348 0.00184185 43494.9 0
: 600 | 122.636 79.9966 0.0204904 0.0018142 42835.3 1
: 601 Minimum Test error found - save the configuration
: 601 | 120.901 78.5822 0.0206425 0.00188253 42644 0
: 602 Minimum Test error found - save the configuration
: 602 | 119.521 77.3244 0.0205108 0.00186058 42895 0
: 603 Minimum Test error found - save the configuration
: 603 | 117.98 76.9193 0.0206366 0.00188298 42658.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 116.57 76.1624 0.0204329 0.00185361 43058.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 114.962 75.405 0.0202852 0.00184018 43372.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 113.656 74.3151 0.0202721 0.00187356 43481.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 112.087 73.6897 0.0203214 0.00186265 43339.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 110.907 73.0153 0.0202418 0.00184745 43491.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 109.395 72.1357 0.0202321 0.00184682 43513.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 108.111 71.801 0.0202605 0.00184233 43435.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 106.692 71.269 0.0202267 0.00183554 43499.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 105.402 70.0542 0.020229 0.00183009 43480.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 104.123 69.7033 0.020205 0.00182762 43531.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 102.617 68.5794 0.0202108 0.00182178 43504.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 101.246 67.7929 0.0202746 0.00186317 43451.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 100.132 67.6416 0.0203047 0.00185988 43372.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 98.8491 66.9486 0.0202541 0.00182687 43414 0
: 618 Minimum Test error found - save the configuration
: 618 | 97.5108 65.7475 0.0202513 0.00184156 43455.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 96.3226 64.8695 0.0202424 0.00184505 43484.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 94.9354 64.4974 0.0203929 0.00187134 43193 0
: 621 Minimum Test error found - save the configuration
: 621 | 93.923 63.902 0.0202697 0.00184297 43415.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 92.5841 63.155 0.0202488 0.00186028 43505.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 91.3534 62.4391 0.0202317 0.00184098 43500.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 90.3359 61.844 0.0202591 0.00183195 43414.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 89.1036 61.3069 0.0202485 0.00184619 43472.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 88.0553 60.7864 0.0204001 0.00183794 43098.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 87.1234 60.4299 0.0204932 0.00187489 42968.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 85.8813 60.3486 0.0205081 0.00187474 42933.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 84.8828 59.4059 0.0203232 0.00182342 43243.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 83.5036 58.3481 0.0206931 0.00187271 42507.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 82.3155 57.4812 0.0202199 0.00184183 43530.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 81.326 57.1841 0.0202201 0.00184381 43534.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 80.3298 56.441 0.0202371 0.0018343 43471.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 79.2033 56.0837 0.0202833 0.00185909 43421.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 78.3326 55.6352 0.0202534 0.00181799 43394.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 77.3169 54.9893 0.0202057 0.0018282 43531.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 76.3401 54.1141 0.020236 0.00184809 43506.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 75.3308 53.699 0.0203006 0.00184511 43347.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 74.184 53.1932 0.0203819 0.00183809 43141.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 73.1953 53.1047 0.0203004 0.00183077 43314.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 72.2574 51.8808 0.0202423 0.00184565 43486.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 71.2118 51.7275 0.0202196 0.00181984 43478.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 70.4069 51.5193 0.0202395 0.0018554 43515.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 69.4097 50.7615 0.0202729 0.00186083 43449.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.609 50.2334 0.0202954 0.00184877 43368.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.9029 49.9944 0.0206542 0.00206396 43033.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 67.0972 49.1853 0.0206351 0.0019162 42737.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 66.0199 48.9153 0.0202868 0.00183565 43357.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 65.1745 48.5536 0.0202631 0.00184239 43429.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 64.3363 47.992 0.0202196 0.00183135 43506 0
: 651 Minimum Test error found - save the configuration
: 651 | 63.5507 47.8736 0.0202509 0.00183774 43447.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.6855 46.5891 0.0202205 0.00183441 43511.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.8933 46.5102 0.0202196 0.00183145 43506.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 61.0984 46.1988 0.0202561 0.00183303 43423.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 60.188 45.8093 0.0202383 0.00184617 43496.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 59.3155 44.8957 0.0202652 0.00187236 43495.2 0
: 657 | 58.8146 45.2591 0.0201641 0.00178123 43518.9 1
: 658 Minimum Test error found - save the configuration
: 658 | 57.7575 44.5439 0.0202375 0.001844 43493.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.7641 43.9525 0.0202614 0.00185433 43461.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 56.3115 43.6231 0.0202253 0.00184093 43515.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.5281 43.0945 0.0202659 0.00187248 43493.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.7471 42.4619 0.0202313 0.00183125 43478.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 54.1535 42.3437 0.0202323 0.00183425 43482.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 53.6966 42.1691 0.0202359 0.00184305 43495.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 52.9548 41.5999 0.0202166 0.00183069 43511.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.9849 40.6447 0.0202511 0.00183874 43449.1 0
: 667 | 51.1812 40.6743 0.0201563 0.0017676 43504.9 1
: 668 Minimum Test error found - save the configuration
: 668 | 50.3846 40.3439 0.0202511 0.00184697 43468.4 0
: 669 | 50.0019 41.1536 0.0201512 0.00177042 43523.8 1
: 670 Minimum Test error found - save the configuration
: 670 | 49.1481 39.2933 0.0202146 0.00183265 43521 0
: 671 Minimum Test error found - save the configuration
: 671 | 48.4636 38.8125 0.0202444 0.00184246 43473.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 47.763 38.6643 0.0202313 0.00184849 43518.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 47.085 38.2889 0.0202501 0.00184909 43475.9 0
: 674 | 46.7365 38.5586 0.0201709 0.00178266 43506.2 1
: 675 Minimum Test error found - save the configuration
: 675 | 46.221 37.565 0.0202291 0.00184278 43510.7 0
: 676 | 45.4327 37.9649 0.0203157 0.00178668 43175.5 1
: 677 Minimum Test error found - save the configuration
: 677 | 44.8595 36.9905 0.0202431 0.00185669 43510.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 43.9849 36.6179 0.020247 0.00185091 43487.5 0
: 679 | 43.5254 36.6797 0.0201536 0.0017667 43509.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 43.0674 36.007 0.0202563 0.00185461 43474.3 0
: 681 | 42.4037 36.9371 0.0201883 0.00177588 43448.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 42.226 35.3343 0.0202711 0.00185875 43449.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.4186 35.225 0.0202875 0.00185884 43410.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.7519 35.1735 0.0202666 0.00185544 43451.9 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.3852 34.67 0.0202912 0.00185933 43403 0
: 686 | 39.9745 34.6851 0.0202092 0.0017728 43392.5 1
: 687 Minimum Test error found - save the configuration
: 687 | 39.5258 34.6395 0.0203619 0.00186802 43257.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 38.8221 33.8488 0.0203069 0.0018766 43406.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.2619 33.5344 0.0202714 0.00185919 43449.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.7254 33.4489 0.0203745 0.0018776 43250.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 37.3027 32.6636 0.0203494 0.00186491 43279.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 36.741 32.4977 0.0202664 0.00184369 43424.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.112 32.0311 0.0202572 0.00185103 43463.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 35.6968 31.9968 0.0203156 0.00185994 43347.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 35.2461 31.8173 0.0203223 0.00185543 43320.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.7573 31.5666 0.0202816 0.0018525 43409.6 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.5631 31.2889 0.0202646 0.00185248 43449.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 34.6757 30.9106 0.0202305 0.0018375 43494.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.5008 30.5558 0.0201987 0.00182182 43532.9 0
: 700 | 33.0649 30.9655 0.0201697 0.00177835 43498.7 1
: 701 Minimum Test error found - save the configuration
: 701 | 32.8077 30.0278 0.020245 0.00186015 43514 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.2147 29.8954 0.0202297 0.00185328 43534 0
: 703 | 31.9003 29.9824 0.0201544 0.00177291 43522.1 1
: 704 Minimum Test error found - save the configuration
: 704 | 31.4534 29.4739 0.0202318 0.00184535 43510.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.1363 29.1099 0.0202364 0.00185364 43519 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.6287 29.0675 0.020242 0.00185001 43497.2 0
: 707 | 30.3801 29.2454 0.0201586 0.00177276 43511.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 30.0719 28.6297 0.0202342 0.00184412 43501.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 30.0296 28.0139 0.020242 0.00184568 43486.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.0867 27.7711 0.0202468 0.00184512 43474.3 0
: 711 | 28.8044 28.1524 0.0201723 0.00177144 43476.2 1
: 712 | 28.6643 27.8646 0.0201548 0.00176453 43501.2 2
: 713 | 28.3062 28.1925 0.0201625 0.00177047 43497.2 3
: 714 Minimum Test error found - save the configuration
: 714 | 27.7054 27.1467 0.0202459 0.00184389 43473.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.1678 26.8475 0.0202531 0.00185276 43477.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 26.8408 26.6695 0.020256 0.00184531 43453.1 0
: 717 | 26.8882 27.0441 0.0201947 0.00178218 43448.6 1
: 718 | 26.9005 26.7498 0.0201965 0.00178139 43442.6 2
: 719 Minimum Test error found - save the configuration
: 719 | 26.2642 26.582 0.0202387 0.00185347 43513.2 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.8593 25.9228 0.0202198 0.00183479 43513.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 25.5395 25.4975 0.0202268 0.00184826 43529 0
: 722 | 25.2913 26.6463 0.0205356 0.00179471 42687.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 24.7544 25.2743 0.020377 0.00187374 43235.7 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.2103 24.9933 0.0202752 0.00183748 43389.4 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.068 24.8308 0.0204015 0.00186762 43164.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.6673 24.7689 0.0202682 0.00182549 43377.5 0
: 727 | 23.3746 24.7689 0.0201554 0.00177074 43514.6 1
: 728 Minimum Test error found - save the configuration
: 728 | 23.1796 24.6266 0.0202223 0.00184575 43533.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.9566 24.2178 0.0202839 0.00185448 43408.9 0
: 730 | 22.6555 24.3299 0.0201848 0.00177951 43465.9 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.2812 23.7495 0.0203024 0.00186025 43378.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 22.0407 23.7284 0.0203221 0.00185153 43312.2 0
: 733 | 21.8424 23.7482 0.0201682 0.0017734 43490.6 1
: 734 | 21.8277 23.9102 0.0203112 0.00178019 43170.9 2
: 735 Minimum Test error found - save the configuration
: 735 | 21.3229 23.1748 0.020231 0.00185143 43526.6 0
: 736 Minimum Test error found - save the configuration
: 736 | 21.1129 23.0086 0.020225 0.00184542 43526.5 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.8196 22.9585 0.0203045 0.00184441 43336.8 0
: 738 | 20.5046 22.9692 0.0201534 0.00177131 43520.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.45 22.4174 0.0203074 0.0018631 43373.8 0
: 740 | 20.0986 22.4384 0.0201744 0.00177274 43474.3 1
: 741 Minimum Test error found - save the configuration
: 741 | 19.8346 21.9685 0.0202341 0.00183226 43473.8 0
: 742 | 19.6677 22.0311 0.0201829 0.0017749 43459.4 1
: 743 | 19.725 21.9888 0.0201997 0.0017767 43423.9 2
: 744 | 19.3491 22.081 0.0201841 0.00177703 43461.5 3
: 745 Minimum Test error found - save the configuration
: 745 | 19.0643 21.4957 0.0203287 0.00186549 43329.5 0
: 746 | 18.9737 21.6809 0.0201857 0.00179013 43488.9 1
: 747 Minimum Test error found - save the configuration
: 747 | 18.6643 21.3058 0.0202905 0.00186746 43423.9 0
: 748 Minimum Test error found - save the configuration
: 748 | 18.2894 20.8738 0.0204764 0.00189694 43058.2 0
: 749 | 18.0049 20.9392 0.020169 0.00177901 43501.9 1
: 750 Minimum Test error found - save the configuration
: 750 | 17.9941 20.3916 0.0202362 0.00184619 43501.8 0
: 751 | 17.7231 20.8272 0.0201492 0.00177897 43548.8 1
: 752 | 17.5654 20.9274 0.0204468 0.00178381 42865.5 2
: 753 | 17.3628 20.5114 0.0201954 0.00177347 43426.6 3
: 754 Minimum Test error found - save the configuration
: 754 | 17.3737 20.3571 0.0202565 0.00185573 43476.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 16.9803 20.284 0.0202308 0.00183138 43479.7 0
: 756 Minimum Test error found - save the configuration
: 756 | 16.6489 20.1473 0.0202336 0.00184102 43495.8 0
: 757 Minimum Test error found - save the configuration
: 757 | 16.4146 19.6723 0.0202894 0.00184642 43376.8 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.2509 19.5942 0.020262 0.00184865 43446.8 0
: 759 | 16.5285 20.65 0.0201743 0.00176657 43459.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 16.1224 19.5264 0.0202649 0.00185827 43462.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.8562 19.4602 0.0202501 0.00185225 43483.3 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.5527 18.9544 0.0202604 0.00186656 43492.7 0
: 763 | 15.4082 19.1083 0.0201639 0.0017729 43499.6 1
: 764 Minimum Test error found - save the configuration
: 764 | 15.2279 18.786 0.0202231 0.00185097 43544.1 0
: 765 Minimum Test error found - save the configuration
: 765 | 15.0655 18.7493 0.0202393 0.00184209 43484.8 0
: 766 | 15.116 18.8526 0.0201624 0.00178086 43522 1
: 767 Minimum Test error found - save the configuration
: 767 | 14.7802 18.6521 0.0202428 0.00182592 43438.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.734 18.2558 0.0202309 0.00184082 43501.7 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.638 18.227 0.0202598 0.00185729 43472.4 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.5318 18.2003 0.0202509 0.00184971 43475.4 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.1346 17.781 0.0202948 0.00185152 43376.3 0
: 772 | 14.3215 17.9463 0.020182 0.00177253 43455.9 1
: 773 | 14.3021 18.1965 0.0201838 0.00177293 43452.5 2
: 774 Minimum Test error found - save the configuration
: 774 | 13.8979 17.3473 0.0202445 0.00184474 43478.9 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.5545 17.3343 0.0204295 0.00188088 43129.9 0
: 776 Minimum Test error found - save the configuration
: 776 | 13.4197 17.0166 0.0202568 0.00185865 43482.6 0
: 777 | 13.4451 17.0264 0.0201826 0.00178117 43475 1
: 778 | 13.3928 17.4997 0.0201851 0.00177526 43455.1 2
: 779 | 13.2662 17.4127 0.0201935 0.00178187 43450.8 3
: 780 | 13.366 17.1154 0.0201819 0.00178024 43474.3 4
: 781 Minimum Test error found - save the configuration
: 781 | 13.1963 16.4942 0.0202247 0.0018446 43525.3 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.6903 16.4693 0.0202125 0.00183261 43525.9 0
: 783 | 12.5588 16.5369 0.0201354 0.00176461 43547.5 1
: 784 Minimum Test error found - save the configuration
: 784 | 12.3288 16.0611 0.0202247 0.00183373 43499.5 0
: 785 Minimum Test error found - save the configuration
: 785 | 12.1473 15.9974 0.0202688 0.00183273 43393.1 0
: 786 | 12.0022 16.7745 0.0201585 0.00177416 43515.4 1
: 787 | 12.1907 15.9994 0.0201498 0.00176477 43513.6 2
: 788 Minimum Test error found - save the configuration
: 788 | 11.9248 15.9458 0.020243 0.00184132 43474.3 0
: 789 Minimum Test error found - save the configuration
: 789 | 11.6423 15.4707 0.0202412 0.00184553 43488.5 0
: 790 Minimum Test error found - save the configuration
: 790 | 11.4698 15.2705 0.0202342 0.00183113 43470.9 0
: 791 | 11.5263 15.6907 0.020161 0.00177279 43506.1 1
: 792 | 12.1039 15.5402 0.0201706 0.00176712 43470.1 2
: 793 Minimum Test error found - save the configuration
: 793 | 11.5112 15.1557 0.0202585 0.0018484 43454.3 0
: 794 Minimum Test error found - save the configuration
: 794 | 11.5242 15.1083 0.0202328 0.00184049 43496.5 0
: 795 | 11.2442 15.309 0.0201634 0.00177967 43516.7 1
: 796 Minimum Test error found - save the configuration
: 796 | 11.0095 14.855 0.0202839 0.0018551 43410.3 0
: 797 Minimum Test error found - save the configuration
: 797 | 11.2481 14.7638 0.0202631 0.00186292 43477.9 0
: 798 Minimum Test error found - save the configuration
: 798 | 11.0671 14.6335 0.0202817 0.00187667 43466.4 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.8447 14.4745 0.0202637 0.00185707 43462.7 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.5196 14.3423 0.0202458 0.00184729 43481.8 0
: 801 Minimum Test error found - save the configuration
: 801 | 10.2483 14.2656 0.0202586 0.00184945 43456.7 0
: 802 | 10.2468 14.6242 0.0201809 0.00177095 43454.9 1
: 803 Minimum Test error found - save the configuration
: 803 | 10.0791 14.0853 0.0202503 0.00184341 43462 0
: 804 | 9.91646 14.2384 0.0201657 0.00176565 43478.1 1
: 805 Minimum Test error found - save the configuration
: 805 | 9.81476 13.9056 0.0202465 0.00184443 43473.4 0
: 806 | 9.70201 14.0564 0.0201658 0.00177359 43496.6 1
: 807 Minimum Test error found - save the configuration
: 807 | 9.75862 13.6722 0.020228 0.00183743 43500.6 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.52012 13.6697 0.020226 0.00181979 43463.6 0
: 809 | 9.48385 13.8486 0.0201627 0.00177755 43513.5 1
: 810 | 9.45086 13.6849 0.0201452 0.00177692 43553.3 2
: 811 Minimum Test error found - save the configuration
: 811 | 9.21612 13.5776 0.0202226 0.00183916 43517.4 0
: 812 Minimum Test error found - save the configuration
: 812 | 9.32925 13.3578 0.0201995 0.00182954 43549.5 0
: 813 | 9.21969 13.403 0.0201679 0.00176813 43478.9 1
: 814 Minimum Test error found - save the configuration
: 814 | 9.01133 13.0944 0.020222 0.00184574 43534.4 0
: 815 | 8.81441 13.2084 0.0201595 0.00177547 43516 1
: 816 | 9.03362 13.3555 0.0201514 0.00177604 43536.6 2
: 817 Minimum Test error found - save the configuration
: 817 | 8.95487 13.078 0.0202065 0.00183585 43547.8 0
: 818 Minimum Test error found - save the configuration
: 818 | 8.76677 12.8367 0.0203008 0.00183731 43328.7 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.71652 12.5477 0.0202058 0.00182026 43512.5 0
: 820 | 8.63031 13.13 0.0201406 0.00176754 43542 1
: 821 | 8.81297 12.851 0.0201478 0.00176712 43523.9 2
: 822 Minimum Test error found - save the configuration
: 822 | 8.50453 12.212 0.0201958 0.00182408 43545.1 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.3911 12.1145 0.0201997 0.00181488 43514.2 0
: 824 | 8.20254 12.5386 0.0202927 0.00177417 43200 1
: 825 | 8.04598 12.2561 0.0201486 0.00177033 43529.7 2
: 826 Minimum Test error found - save the configuration
: 826 | 7.9821 12.0933 0.0202297 0.00184505 43514.5 0
: 827 Minimum Test error found - save the configuration
: 827 | 7.94815 11.9558 0.0201963 0.00182362 43542.9 0
: 828 | 7.82088 12.2553 0.0201523 0.00177611 43534.6 1
: 829 | 7.82286 11.9942 0.0201701 0.0017789 43499.1 2
: 830 Minimum Test error found - save the configuration
: 830 | 7.94566 11.7898 0.020212 0.00184054 43545.8 0
: 831 | 7.7406 12.4161 0.0201487 0.00177614 43543.3 1
: 832 | 7.72733 12.1415 0.0201329 0.00176979 43565.5 2
: 833 Minimum Test error found - save the configuration
: 833 | 7.73651 11.6841 0.020206 0.00183875 43555.9 0
: 834 | 7.83998 11.9098 0.0201346 0.00177889 43583.1 1
: 835 | 7.70374 11.7363 0.0201886 0.00177815 43453.6 2
: 836 Minimum Test error found - save the configuration
: 836 | 7.63034 11.4256 0.0202273 0.00184609 43522.7 0
: 837 | 7.78853 11.6365 0.0201566 0.0017639 43495.5 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.69175 11.2224 0.0202153 0.001831 43515.5 0
: 839 | 7.16343 11.8276 0.0201403 0.00176917 43546.6 1
: 840 | 7.46352 11.2799 0.0201357 0.0017703 43560.2 2
: 841 Minimum Test error found - save the configuration
: 841 | 7.29307 11.0577 0.0202025 0.00182944 43542 0
: 842 | 7.03662 11.081 0.0201395 0.00176928 43548.8 1
: 843 Minimum Test error found - save the configuration
: 843 | 6.96007 10.9165 0.0202858 0.0018365 43362.2 0
: 844 | 7.10996 11.4974 0.0201637 0.00177092 43495.3 1
: 845 Minimum Test error found - save the configuration
: 845 | 7.06923 10.7765 0.0202077 0.00182428 43517.4 0
: 846 | 6.84162 11.0894 0.0201507 0.00176853 43520.5 1
: 847 Minimum Test error found - save the configuration
: 847 | 6.85387 10.3533 0.0201842 0.00182332 43570.9 0
: 848 | 6.92172 10.954 0.0201485 0.00176099 43507.7 1
: 849 | 6.9098 10.6158 0.0201558 0.00177784 43530.5 2
: 850 | 6.80657 10.917 0.0201378 0.00177398 43563.9 3
: 851 | 6.60211 11.0156 0.0201692 0.00177643 43495.4 4
: 852 | 6.6989 10.4231 0.0201593 0.00177677 43519.6 5
: 853 | 6.52932 10.5777 0.0201414 0.00176895 43543.4 6
: 854 Minimum Test error found - save the configuration
: 854 | 6.37986 10.1733 0.0201965 0.00183055 43559 0
: 855 Minimum Test error found - save the configuration
: 855 | 6.48178 9.92814 0.0202022 0.00183038 43544.9 0
: 856 Minimum Test error found - save the configuration
: 856 | 6.51876 9.91423 0.0201937 0.00183248 43570 0
: 857 | 6.22031 10.0504 0.0201575 0.00178039 43532.4 1
: 858 Minimum Test error found - save the configuration
: 858 | 6.15989 9.85522 0.0202388 0.00184115 43483.9 0
: 859 | 6.39036 10.2073 0.0202043 0.00177149 43400.8 1
: 860 Minimum Test error found - save the configuration
: 860 | 6.56006 9.67083 0.0202265 0.0018334 43494.5 0
: 861 | 6.11577 9.72241 0.0201617 0.0017737 43506.5 1
: 862 | 6.10414 9.72698 0.0201558 0.0017695 43510.6 2
: 863 Minimum Test error found - save the configuration
: 863 | 6.11201 9.3496 0.0202349 0.00183374 43475.6 0
: 864 | 6.03828 9.98262 0.0201997 0.00177071 43410 1
: 865 | 6.1963 9.42619 0.0201744 0.00177284 43474.5 2
: 866 | 6.1704 10.811 0.020155 0.00176984 43513.4 3
: 867 | 6.30463 9.48292 0.0201512 0.00176785 43517.7 4
: 868 Minimum Test error found - save the configuration
: 868 | 6.02573 9.19497 0.0202175 0.00182697 43500.6 0
: 869 Minimum Test error found - save the configuration
: 869 | 5.9097 9.03905 0.02024 0.00184239 43483.9 0
: 870 | 5.86386 9.11259 0.0201494 0.00177537 43539.8 1
: 871 Minimum Test error found - save the configuration
: 871 | 5.77932 9.02984 0.0202026 0.00183888 43564.1 0
: 872 | 5.77395 9.74676 0.0201524 0.00179254 43573.3 1
: 873 | 5.79232 9.08468 0.0201479 0.00177035 43531.4 2
: 874 | 5.71484 9.08713 0.0202939 0.00178685 43226.9 3
: 875 Minimum Test error found - save the configuration
: 875 | 5.6049 8.9109 0.0202332 0.00185412 43527.8 0
: 876 | 5.77613 9.39521 0.0201567 0.00178118 43536.1 1
: 877 | 5.84902 9.11784 0.0201401 0.00176851 43545.5 2
: 878 | 5.87854 8.99351 0.0201473 0.0017634 43516.3 3
: 879 | 5.7873 9.41963 0.0201717 0.00177018 43474.7 4
: 880 Minimum Test error found - save the configuration
: 880 | 5.68546 8.65377 0.020212 0.00183404 43530.5 0
: 881 Minimum Test error found - save the configuration
: 881 | 5.43499 8.29241 0.0201991 0.00182441 43538.1 0
: 882 Minimum Test error found - save the configuration
: 882 | 5.36484 8.26918 0.0202006 0.00182673 43540.1 0
: 883 | 5.26291 8.30536 0.0201393 0.00176188 43531.7 1
: 884 | 5.23231 8.42039 0.0202079 0.00176997 43388.8 2
: 885 | 5.22491 8.61204 0.0201459 0.00176808 43530.6 3
: 886 Minimum Test error found - save the configuration
: 886 | 5.26132 8.00842 0.0202063 0.00183632 43549.2 0
: 887 | 5.36253 8.4328 0.0201497 0.0017695 43525 1
: 888 | 5.43273 8.6043 0.0201376 0.00176135 43534.5 2
: 889 Minimum Test error found - save the configuration
: 889 | 5.43067 7.9418 0.0202104 0.00183267 43530.9 0
: 890 | 5.38566 8.19756 0.0201533 0.00177615 43532.3 1
: 891 Minimum Test error found - save the configuration
: 891 | 5.20013 7.88409 0.0202025 0.00183836 43563.3 0
: 892 | 5.34939 8.77611 0.020143 0.00177659 43557.7 1
: 893 | 5.3132 8.07155 0.0201408 0.00177643 43562.6 2
: 894 Minimum Test error found - save the configuration
: 894 | 5.10443 7.82582 0.0202392 0.00184345 43488.2 0
: 895 | 5.34317 8.02661 0.0201496 0.0017791 43548.1 1
: 896 Minimum Test error found - save the configuration
: 896 | 5.23659 7.32857 0.0202075 0.00183869 43552.2 0
: 897 | 5.11062 7.85595 0.0201551 0.00178125 43540.2 1
: 898 | 5.04952 7.62684 0.0201584 0.00177901 43527.1 2
: 899 | 5.10121 8.35903 0.0201528 0.0017636 43503.8 3
: 900 | 5.29063 7.74292 0.020165 0.00176986 43489.7 4
: 901 | 5.04167 7.38628 0.0201487 0.00177067 43530.3 5
: 902 | 4.82541 7.39609 0.02017 0.0017736 43486.8 6
: 903 | 4.69908 7.47297 0.020155 0.00177021 43514.3 7
: 904 Minimum Test error found - save the configuration
: 904 | 4.89799 7.20983 0.020229 0.00182973 43480.1 0
: 905 Minimum Test error found - save the configuration
: 905 | 4.94423 7.20229 0.0202312 0.00182859 43472.1 0
: 906 | 4.71362 7.43355 0.0201731 0.00177369 43479.6 1
: 907 Minimum Test error found - save the configuration
: 907 | 4.70578 7.09747 0.0202404 0.00184367 43485.9 0
: 908 | 4.78721 7.13286 0.0201877 0.00176752 43430.7 1
: 909 | 4.78226 7.91047 0.0201816 0.00177034 43451.8 2
: 910 Minimum Test error found - save the configuration
: 910 | 4.91065 6.80153 0.0203607 0.00186782 43259.8 0
: 911 | 4.82507 6.88641 0.0204188 0.00178691 42937 1
: 912 | 4.76275 8.27781 0.0203051 0.0017885 43204.4 2
: 913 Minimum Test error found - save the configuration
: 913 | 4.84009 6.62333 0.02047 0.00199939 43312 0
: 914 | 4.68251 6.83714 0.0203715 0.00177619 43021.7 1
: 915 | 4.73742 7.51752 0.0202659 0.00177546 43265.7 2
: 916 | 4.52305 6.75053 0.0202383 0.00180011 43388.2 3
: 917 | 4.42031 6.71173 0.0201906 0.00176605 43420.4 4
: 918 | 4.48479 6.68071 0.0201858 0.00177377 43449.7 5
: 919 | 4.45111 7.02836 0.0203434 0.00178071 43097.3 6
: 920 | 4.60135 7.04437 0.0201833 0.00177327 43454.5 7
: 921 | 4.74958 6.84355 0.0201872 0.00176747 43431.7 8
: 922 Minimum Test error found - save the configuration
: 922 | 4.24996 6.46782 0.0202717 0.00186837 43470.5 0
: 923 | 4.15484 6.59595 0.0204405 0.00178878 42891.5 1
: 924 | 4.31819 6.78473 0.0202618 0.00177567 43275.7 2
: 925 Minimum Test error found - save the configuration
: 925 | 4.31308 6.31682 0.0202568 0.0018655 43498.8 0
: 926 | 4.16647 6.41228 0.0201741 0.00177891 43489.6 1
: 927 | 4.26931 6.49412 0.0201737 0.00178099 43495.6 2
: 928 Minimum Test error found - save the configuration
: 928 | 4.13073 6.28451 0.0202611 0.00183918 43426.6 0
: 929 Minimum Test error found - save the configuration
: 929 | 4.13197 6.11002 0.0203553 0.00183709 43200.6 0
: 930 Minimum Test error found - save the configuration
: 930 | 4.1639 5.97937 0.0203755 0.00185356 43192.1 0
: 931 | 4.1761 6.2269 0.0201702 0.0017655 43467.2 1
: 932 | 4.05014 6.10667 0.0201769 0.0017718 43466.2 2
: 933 | 4.16269 6.02736 0.0202844 0.00177285 43216.2 3
: 934 Minimum Test error found - save the configuration
: 934 | 4.41545 5.93029 0.0202577 0.00185108 43462.7 0
: 935 | 4.58939 5.99585 0.0203368 0.00176811 43083.4 1
: 936 | 4.14221 6.2659 0.0201882 0.00177892 43456.3 2
: 937 | 4.28141 5.96528 0.0204651 0.00178039 42815.7 3
: 938 | 4.21793 6.42789 0.0201727 0.00177149 43475.3 4
: 939 Minimum Test error found - save the configuration
: 939 | 3.96778 5.81191 0.0204969 0.00186959 42947.7 0
: 940 | 3.99557 5.95244 0.0201858 0.0017796 43463.6 1
: 941 Minimum Test error found - save the configuration
: 941 | 3.84663 5.77287 0.0202333 0.00183443 43480.8 0
: 942 Minimum Test error found - save the configuration
: 942 | 3.98759 5.6093 0.0202378 0.00183805 43478.8 0
: 943 | 4.03912 6.05928 0.0203875 0.00177613 42984.6 1
: 944 | 4.01228 5.63979 0.0202513 0.00176671 43279.3 2
: 945 Minimum Test error found - save the configuration
: 945 | 4.03667 5.59689 0.0203089 0.00185816 43358.8 0
: 946 | 3.86507 5.76682 0.0203277 0.001775 43120.4 1
: 947 | 4.20099 5.67639 0.0203132 0.00177229 43147.8 2
: 948 | 3.7095 5.92492 0.0201992 0.00178235 43438.6 3
: 949 Minimum Test error found - save the configuration
: 949 | 3.89149 5.49776 0.0205721 0.00189775 42839.5 0
: 950 | 3.61467 5.74655 0.0203088 0.00177947 43174.7 1
: 951 Minimum Test error found - save the configuration
: 951 | 3.64906 5.45575 0.0203205 0.00186228 43341.2 0
: 952 Minimum Test error found - save the configuration
: 952 | 3.64433 5.25876 0.0202299 0.00183857 43498.7 0
: 953 Minimum Test error found - save the configuration
: 953 | 3.73766 5.22686 0.0204599 0.00187407 43043.4 0
: 954 | 3.84152 5.59949 0.0203755 0.00178407 43030.6 1
: 955 Minimum Test error found - save the configuration
: 955 | 3.84172 5.18116 0.0203077 0.00186634 43380.7 0
: 956 | 3.80938 5.74544 0.0202039 0.00177677 43414.1 1
: 957 Minimum Test error found - save the configuration
: 957 | 4.01832 5.07358 0.0206137 0.00193597 42831.8 0
: 958 | 3.73631 5.40079 0.0201938 0.00176967 43421.4 1
: 959 | 3.71921 5.07708 0.0202392 0.00178217 43344 2
: 960 | 3.5599 5.44628 0.0202085 0.00178224 43416.4 3
: 961 | 3.79865 5.21773 0.0201847 0.00178514 43479.2 4
: 962 | 3.59398 5.13343 0.0203686 0.00178904 43058 5
: 963 | 3.66524 5.28705 0.0201879 0.00178062 43461 6
: 964 Minimum Test error found - save the configuration
: 964 | 3.66393 4.92628 0.0203398 0.00189579 43374.6 0
: 965 | 3.44544 5.08549 0.0202034 0.00176702 43392.6 1
: 966 | 3.57696 5.50844 0.0201898 0.00177278 43438.1 2
: 967 | 3.81732 5.12482 0.0201774 0.00177392 43470 3
: 968 Minimum Test error found - save the configuration
: 968 | 3.88815 4.73565 0.0202598 0.00185724 43472.2 0
: 969 | 3.83876 5.45059 0.0201956 0.00176738 43411.6 1
: 970 | 3.75056 4.87084 0.0201621 0.00176512 43485.4 2
: 971 | 3.54727 5.0157 0.0201588 0.00177397 43514.2 3
: 972 | 3.3696 4.82776 0.0202862 0.00178201 43233.4 4
: 973 | 3.44387 4.82558 0.020175 0.00177033 43467.2 5
: 974 | 3.58296 4.73607 0.0201675 0.00176589 43474.4 6
: 975 | 3.48325 5.44936 0.0202128 0.00178394 43410.2 7
: 976 | 3.70429 5.04069 0.0201786 0.00177841 43477.8 8
: 977 | 3.41436 5.05562 0.0201695 0.0017803 43503.9 9
: 978 Minimum Test error found - save the configuration
: 978 | 3.48733 4.43133 0.0202338 0.00185576 43530.2 0
: 979 | 3.5736 4.75345 0.0201867 0.00177726 43456 1
: 980 Minimum Test error found - save the configuration
: 980 | 3.59896 4.41183 0.0202414 0.00184275 43481.3 0
: 981 | 3.28953 5.47713 0.0201899 0.00178278 43461.4 1
: 982 | 3.54528 4.85653 0.0201611 0.00177972 43522.3 2
: 983 | 3.51536 4.63285 0.020173 0.00176455 43458.3 3
: 984 | 3.3468 4.5255 0.0202188 0.00177352 43371.5 4
: 985 | 3.33868 4.42257 0.0201599 0.00177126 43505.1 5
: 986 | 3.52949 4.81236 0.0201571 0.0017715 43512.3 6
: 987 | 3.33007 4.7816 0.0201543 0.00177269 43521.9 7
: 988 Minimum Test error found - save the configuration
: 988 | 3.31395 4.34913 0.0202614 0.00184401 43437.2 0
: 989 | 3.19293 4.39029 0.0201971 0.00177441 43424.7 1
: 990 | 3.23144 4.60327 0.0201872 0.00177494 43449.4 2
: 991 | 3.37536 4.65581 0.0201717 0.00177377 43483.1 3
: 992 | 3.35508 4.4509 0.0201969 0.00176967 43413.9 4
: 993 Minimum Test error found - save the configuration
: 993 | 3.20322 4.33322 0.0202757 0.0018633 43448.9 0
: 994 Minimum Test error found - save the configuration
: 994 | 3.23909 4.18153 0.0204537 0.00188467 43082.6 0
: 995 | 3.26281 4.42793 0.0201841 0.00178252 43474.4 1
: 996 | 3.41112 4.58667 0.0201928 0.00177545 43437.3 2
: 997 | 3.2913 4.23812 0.0201811 0.00178269 43482.1 3
: 998 | 3.4737 4.36781 0.0201696 0.00178127 43505.9 4
: 999 | 3.4227 5.07334 0.0201669 0.00177856 43505.8 5
: 1000 | 3.46272 4.3219 0.0201615 0.00177666 43514.2 6
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.25527 4.14916 0.0202461 0.00183711 43457 0
: 1002 Minimum Test error found - save the configuration
: 1002 | 3.03403 4.12706 0.0202321 0.00183413 43483.1 0
: 1003 | 3.16094 4.73013 0.0201782 0.00177436 43469.2 1
: 1004 | 3.26202 4.14668 0.0202168 0.00177711 43384.6 2
: 1005 | 3.28555 4.2126 0.0202038 0.00176823 43394.4 3
: 1006 | 3.3943 4.19623 0.0201933 0.00177277 43429.7 4
: 1007 Minimum Test error found - save the configuration
: 1007 | 3.14919 4.06319 0.020246 0.00183745 43458.1 0
: 1008 | 3.22105 4.11 0.0201726 0.00177357 43480.6 1
: 1009 | 3.16812 4.08767 0.0201693 0.00177219 43485.1 2
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.08705 3.94927 0.020242 0.00183898 43471.1 0
: 1011 | 3.1414 4.09417 0.0204271 0.00178684 42917.9 1
: 1012 Minimum Test error found - save the configuration
: 1012 | 3.36614 3.9451 0.0202841 0.00185691 43414.1 0
: 1013 | 3.46172 4.275 0.0201847 0.0017746 43454.5 1
: 1014 Minimum Test error found - save the configuration
: 1014 | 3.3467 3.93317 0.0202739 0.00185277 43428.3 0
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.46389 3.86481 0.020258 0.00185328 43467.2 0
: 1016 | 3.26138 4.16436 0.0201997 0.00178397 43441.1 1
: 1017 Minimum Test error found - save the configuration
: 1017 | 3.26959 3.6006 0.0203078 0.00185364 43350.6 0
: 1018 | 3.3026 4.024 0.020181 0.00177429 43462.3 1
: 1019 | 3.24871 3.65674 0.020173 0.00177288 43478 2
: 1020 | 3.22241 4.06945 0.0201637 0.00177126 43496.2 3
: 1021 | 3.11997 3.72175 0.0201626 0.0017673 43489.3 4
: 1022 | 3.02461 3.80144 0.0203409 0.00178792 43119.7 5
: 1023 Minimum Test error found - save the configuration
: 1023 | 2.96719 3.54321 0.0204506 0.00204425 43463.2 0
: 1024 | 3.28646 3.79278 0.0204131 0.00179907 42978.4 1
: 1025 | 3.18116 3.84662 0.0201978 0.00179122 43462.8 2
: 1026 Minimum Test error found - save the configuration
: 1026 | 3.00763 3.40717 0.0203951 0.00185151 43141.6 0
: 1027 | 3.09004 3.787 0.0202562 0.00177861 43295.6 1
: 1028 | 2.97149 3.62826 0.0201709 0.00177941 43498.5 2
: 1029 | 3.01541 3.52756 0.0201504 0.0017764 43539.7 3
: 1030 | 3.0317 4.54723 0.0201937 0.00178051 43447.2 4
: 1031 | 3.19186 3.59493 0.0201773 0.00176454 43448.2 5
: 1032 | 3.0211 3.41668 0.020171 0.00176945 43474.6 6
: 1033 | 2.93182 4.22498 0.0202565 0.00177188 43279.2 7
: 1034 | 3.11228 3.47619 0.0201639 0.00176994 43492.4 8
: 1035 | 2.94621 3.8502 0.0201643 0.00177042 43492.7 9
: 1036 | 3.04659 3.64856 0.0201486 0.00176279 43511.9 10
: 1037 | 3.0492 3.75264 0.0201655 0.00176898 43486.6 11
: 1038 | 3.0315 4.05824 0.0201514 0.00176917 43520.4 12
: 1039 | 2.96769 3.42364 0.0201686 0.00176878 43478.7 13
: 1040 | 3.05123 4.04488 0.0203477 0.00177349 43070.6 14
: 1041 | 2.9152 3.65219 0.0203407 0.00182949 43217 15
: 1042 Minimum Test error found - save the configuration
: 1042 | 3.00532 3.38935 0.0205544 0.00194269 42983.7 0
: 1043 | 2.90771 3.46812 0.0203787 0.00179333 43044.5 1
: 1044 | 2.89622 3.63217 0.0205089 0.00178193 42719.2 2
: 1045 | 2.99564 3.7515 0.0202816 0.00176487 43204.2 3
: 1046 Minimum Test error found - save the configuration
: 1046 | 2.94048 3.28311 0.020284 0.00184939 43396.7 0
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.90544 3.24942 0.0202603 0.00185944 43476.1 0
: 1048 | 2.92804 3.33775 0.0202762 0.00177607 43242.9 1
: 1049 | 2.88123 3.3205 0.0201873 0.00177087 43439.4 2
: 1050 | 2.94168 3.40742 0.0202795 0.00177231 43226.4 3
: 1051 | 2.89034 3.29312 0.0202504 0.00178159 43316.2 4
: 1052 | 2.76851 3.26943 0.0204847 0.00179795 42811.1 5
: 1053 | 2.75693 3.52417 0.0203558 0.00179649 43105.1 6
: 1054 Minimum Test error found - save the configuration
: 1054 | 2.82819 3.12399 0.0203557 0.00188449 43310.6 0
: 1055 Minimum Test error found - save the configuration
: 1055 | 2.77218 3.07553 0.0202791 0.00185023 43410.1 0
: 1056 | 2.88927 3.22901 0.0204613 0.00184937 42983.2 1
: 1057 | 2.93332 3.22814 0.0203564 0.00177055 43043.5 2
: 1058 | 2.73745 3.32955 0.0203539 0.00177056 43049.3 3
: 1059 | 2.88858 3.2643 0.0202025 0.00178406 43434.9 4
: 1060 | 3.21171 3.57101 0.0203916 0.00182351 43084.7 5
: 1061 Minimum Test error found - save the configuration
: 1061 | 2.87102 2.96854 0.0204343 0.0018585 43066.9 0
: 1062 | 2.84698 3.03488 0.0205276 0.00177785 42667.2 1
: 1063 | 2.99986 3.7765 0.0202413 0.00177718 43327.4 2
: 1064 | 2.91844 3.09631 0.0204355 0.00182573 42988.1 3
: 1065 | 2.93438 3.00067 0.0207193 0.00183653 42366.6 4
: 1066 | 2.87733 3.07496 0.0203803 0.00177174 42990.9 5
: 1067 | 2.81385 3.20207 0.0201974 0.00177782 43432 6
: 1068 | 2.77829 3.40965 0.0204284 0.00178234 42904.5 7
: 1069 Minimum Test error found - save the configuration
: 1069 | 2.89947 2.95146 0.0202728 0.00184908 43422.2 0
: 1070 | 2.66033 3.20275 0.0204755 0.00178344 42798.9 1
: 1071 Minimum Test error found - save the configuration
: 1071 | 2.92685 2.93235 0.0205025 0.00185642 42904.4 0
: 1072 | 2.71385 3.18759 0.0201732 0.00177797 43489.5 1
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.63156 2.74481 0.020237 0.0018356 43474.9 0
: 1074 | 2.74684 2.76685 0.0201764 0.00179645 43525.8 1
: 1075 | 2.73366 2.85368 0.0202003 0.00177753 43424.5 2
: 1076 | 3.05491 3.55053 0.0201431 0.00177072 43543.7 3
: 1077 | 3.08152 2.86239 0.0201748 0.0017772 43484 4
: 1078 | 2.75436 2.80602 0.0203043 0.00177626 43177.7 5
: 1079 | 2.61286 2.81912 0.0201839 0.0017861 43483.5 6
: 1080 | 2.69277 3.23655 0.0202417 0.00177693 43325.6 7
: 1081 Minimum Test error found - save the configuration
: 1081 | 2.69029 2.63758 0.0202762 0.00184398 43402.1 0
: 1082 | 2.67164 3.07219 0.0203196 0.00180792 43215.9 1
: 1083 | 2.5505 2.84568 0.0203311 0.00176549 43090.5 2
: 1084 Minimum Test error found - save the configuration
: 1084 | 2.62237 2.59835 0.0204787 0.00187489 43001.9 0
: 1085 | 2.61641 3.13288 0.0202108 0.00177308 43389.4 1
: 1086 | 2.71481 3.0199 0.0202736 0.00181029 43329.1 2
: 1087 Minimum Test error found - save the configuration
: 1087 | 2.66428 2.56152 0.0203847 0.001868 43204.3 0
: 1088 Minimum Test error found - save the configuration
: 1088 | 2.52532 2.50554 0.0202106 0.00183349 43532.3 0
: 1089 Minimum Test error found - save the configuration
: 1089 | 2.52372 2.44768 0.0202618 0.00185107 43452.8 0
: 1090 | 2.53968 2.69186 0.0202606 0.00177169 43269.2 1
: 1091 | 2.53835 2.88866 0.0203383 0.00179761 43148.3 2
: 1092 | 2.58022 2.86696 0.0202876 0.00177622 43216.8 3
: 1093 | 2.7578 2.48197 0.0202051 0.00177081 43397.4 4
: 1094 | 2.56246 2.58808 0.0203506 0.00177285 43062.3 5
: 1095 Minimum Test error found - save the configuration
: 1095 | 2.50337 2.39423 0.020276 0.00184221 43398.5 0
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.3715 2.36976 0.0202248 0.00183438 43500.8 0
: 1097 | 2.44159 2.5067 0.0203305 0.00177355 43110.6 1
: 1098 | 2.42386 2.38015 0.0202273 0.001773 43350.4 2
: 1099 | 2.59095 2.55674 0.020334 0.0017809 43119.4 3
: 1100 | 2.50624 2.96865 0.020202 0.00177294 43409.8 4
: 1101 Minimum Test error found - save the configuration
: 1101 | 2.50903 2.31875 0.0202584 0.00186216 43487.1 0
: 1102 | 2.46195 3.53602 0.0201886 0.00178631 43472.8 1
: 1103 | 2.67191 2.40593 0.0201533 0.00177722 43534.9 2
: 1104 | 2.53552 2.79316 0.0202015 0.00177692 43420.3 3
: 1105 | 2.55299 2.52513 0.0201959 0.00177897 43438.2 4
: 1106 | 2.96252 3.12614 0.0201773 0.00178119 43487.5 5
: 1107 | 3.39574 4.02378 0.0202218 0.00178085 43381.7 6
: 1108 | 3.5352 5.03352 0.0202466 0.00183166 43443.1 7
: 1109 | 3.25957 2.5613 0.0202329 0.00177462 43340.9 8
: 1110 | 3.07502 3.02213 0.0205757 0.00177278 42546.5 9
: 1111 | 2.72391 2.34157 0.0205024 0.00181197 42802.6 10
: 1112 | 2.43837 2.37476 0.0201827 0.00176956 43447.2 11
: 1113 | 2.37817 2.40988 0.020188 0.00177398 43445.2 12
: 1114 | 2.3509 2.51933 0.0202125 0.00177314 43385.5 13
: 1115 | 2.46173 2.98549 0.0201895 0.0017649 43420.2 14
: 1116 Minimum Test error found - save the configuration
: 1116 | 2.48588 2.17654 0.0203036 0.00187556 43412.1 0
: 1117 | 2.4213 2.48094 0.0204635 0.00179752 42858.8 1
: 1118 | 2.52982 2.61294 0.0205663 0.00177925 42582.5 2
: 1119 | 2.65955 2.45363 0.0204658 0.00176934 42788.9 3
: 1120 | 2.71344 2.37165 0.0203673 0.00178575 43053.5 4
: 1121 | 2.48249 2.45104 0.0202599 0.00177491 43278.4 5
: 1122 | 2.27272 2.22066 0.0201979 0.00176559 43402.1 6
: 1123 Minimum Test error found - save the configuration
: 1123 | 2.33639 2.08492 0.0203531 0.00184951 43234.9 0
: 1124 | 2.39849 2.65055 0.0202136 0.00178507 43411 1
: 1125 Minimum Test error found - save the configuration
: 1125 | 2.47671 2.06583 0.0202654 0.00183359 43403.3 0
: 1126 | 2.43283 2.6917 0.020169 0.00176379 43465.9 1
: 1127 Minimum Test error found - save the configuration
: 1127 | 2.25696 2.05943 0.0202407 0.00184315 43484.1 0
: 1128 | 2.19231 2.18145 0.0202908 0.0018027 43271 1
: 1129 Minimum Test error found - save the configuration
: 1129 | 2.44988 2.03337 0.020286 0.00185632 43408.2 0
: 1130 | 2.25929 2.60215 0.0201893 0.00177139 43436 1
: 1131 | 2.4695 2.41789 0.0201751 0.00178065 43491.4 2
: 1132 | 2.57061 2.51697 0.0202428 0.00178129 43333.5 3
: 1133 | 2.49922 2.39254 0.0201645 0.00177763 43509.4 4
: 1134 | 2.36591 2.32546 0.0201992 0.00182878 43548.2 5
: 1135 | 2.46486 2.44783 0.020208 0.00177027 43389.2 6
: 1136 | 2.25763 2.03585 0.0202074 0.0017821 43418.5 7
: 1137 | 2.20858 2.18599 0.0203216 0.00178511 43158.1 8
: 1138 | 2.23033 2.82338 0.0203668 0.00176868 43015.1 9
: 1139 | 2.49596 2.07356 0.0206449 0.00184187 42546.3 10
: 1140 | 2.69791 3.22598 0.0204889 0.00178754 42777.6 11
: 1141 | 2.32287 2.15735 0.0205398 0.00183216 42763.2 12
: 1142 | 2.16813 2.321 0.0205357 0.00182584 42758.2 13
: 1143 | 2.30093 2.45596 0.0205541 0.00180837 42676.5 14
: 1144 | 2.56006 2.22291 0.0205053 0.00179326 42753.3 15
: 1145 | 2.27187 2.17484 0.0204458 0.00181818 42947 16
: 1146 | 2.36708 2.18509 0.0202617 0.00177224 43268 17
: 1147 | 2.27482 2.24799 0.0201678 0.00177115 43486.1 18
: 1148 | 2.32392 2.23446 0.0202933 0.00177693 43205 19
: 1149 | 2.41691 2.97731 0.0201825 0.00176431 43435.2 20
: 1150 | 2.42635 2.23246 0.0201703 0.00176836 43473.6 21
:
: Elapsed time for training with 1000 events: 23.3 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: 0.0285 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: 1.59 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.409 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= 3.72999e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31234e+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: 0.0765 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: 0.0972 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: 0.00535 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: 0.231 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 2.27 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: 0.0476 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00748 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: 0.0996 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: 0.00842 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00297 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: 0.235 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: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.27 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.255 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 : 0.0964 0.0789 1.60 1.24 | 3.279 3.287
: 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 : 0.0959 0.0773 1.45 1.10 | 3.342 3.359
: 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.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
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:560
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is composed of a header, followed by consecutive data records (TKey instances) with a wel...
Definition TFile.h:54
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition TFile.h:326
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:4070
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:933
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:418
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:1283
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.