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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: 0.613 sec
: Elapsed time for training with 1000 events: 0.62 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00639 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: 0.0013 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00935 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.00036 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00204 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33494.1
: --------------------------------------------------------------
: 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 | 34747.6 33079.7 0.0192196 0.00176099 45822.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 34222.2 32417.1 0.0195047 0.0017702 45109.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 33496 31618.4 0.0197158 0.00178336 44611.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 32719.2 30843.2 0.0198205 0.00178286 44351.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 31879.6 30001 0.0200761 0.00184919 43891 0
: 6 Minimum Test error found - save the configuration
: 6 | 30965 29177.4 0.0203037 0.00185469 43362.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 30273.8 28682.9 0.0206315 0.00190133 42711.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 29852.4 28319.6 0.0206438 0.00186969 42611.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 29498.2 28000.3 0.0204359 0.0018446 43030.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 29182.7 27696.8 0.0202998 0.00181461 43277.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 28878.3 27413.2 0.0196838 0.00176755 44652.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 28593.7 27134.7 0.0196593 0.00176089 44696.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 28310.5 26871.8 0.0196662 0.00176724 44695.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 28043.7 26610.8 0.019761 0.00176915 44464.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 27781.4 26354.5 0.0197825 0.0017915 44466.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 27524.2 26104.3 0.0196926 0.00175551 44600.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 27271.4 25860.7 0.0197778 0.00177907 44447.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 27023.6 25622.6 0.0197311 0.00176281 44522.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 26780.6 25388.8 0.0197339 0.00176163 44513.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 26542.7 25157.4 0.0198818 0.0018763 44431 0
: 21 Minimum Test error found - save the configuration
: 21 | 26311 24925.1 0.0199584 0.00175652 43951.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 26076.9 24700.5 0.0197873 0.00176359 44385.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 25845.4 24483.8 0.0196702 0.00176161 44671.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 25624.1 24264.1 0.0196853 0.00176075 44631.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 25402.4 24046.8 0.0199052 0.00182376 44244.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 25181.1 23835.2 0.0199605 0.00176778 43973.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 24965.1 23625.2 0.0197673 0.00175956 44425.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 24751.3 23417.4 0.0197715 0.00178318 44473.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 24538.1 23214.7 0.019691 0.0017711 44643.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 24332.4 23009.4 0.0197207 0.00177726 44584.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 24122.8 22810.9 0.0196876 0.00176879 44645.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 23919.8 22612.5 0.01973 0.00178692 44585.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 23719.7 22413.7 0.019891 0.00182506 44282.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 23516.3 22222.5 0.0206631 0.00186547 42558.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 23322.1 22028.2 0.0200826 0.00177554 43698.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 23123.9 21840 0.0197735 0.00177073 44437.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 22932.1 21651.2 0.0197273 0.00177446 44561.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 22740.7 21464.4 0.0197166 0.00177193 44581.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 22549.1 21282.9 0.0197213 0.00177445 44576 0
: 40 Minimum Test error found - save the configuration
: 40 | 22363.6 21100 0.0197729 0.00177445 44448.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 22176.6 20921.1 0.0197131 0.00176514 44573.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 21994.9 20740.9 0.0197264 0.00176834 44548.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 21811.7 20564.6 0.0197476 0.00176764 44494 0
: 44 Minimum Test error found - save the configuration
: 44 | 21631.5 20390.5 0.0198172 0.00177793 44347.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21453.9 20217 0.0197313 0.00176795 44535.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 21277.2 20045.6 0.0197489 0.00176953 44495.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 21102.5 19876.1 0.0197499 0.00176859 44490.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 20931.2 19705.9 0.0197403 0.00176149 44496.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 20758.9 19539.2 0.0199993 0.00178715 43926.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 20589.8 19373.7 0.0199739 0.00177216 43951.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 20419.5 19213.6 0.0197688 0.0017747 44459 0
: 52 Minimum Test error found - save the configuration
: 52 | 20255.7 19051.4 0.0197679 0.00177721 44467.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 20090.6 18891.7 0.0197461 0.00177488 44515.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 19926.4 18735.4 0.0197628 0.00177559 44476 0
: 55 Minimum Test error found - save the configuration
: 55 | 19766 18579 0.0197479 0.00177128 44502.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 19606.6 18423 0.0198259 0.00178958 44354.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 19448.2 18266.7 0.0197832 0.00177932 44434.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 19286.3 18101.7 0.0200637 0.00195508 44177.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 19133.8 17932.7 0.0198394 0.00178813 44318.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 18976.4 17813.4 0.0198417 0.00178241 44298.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 18829.3 17664.6 0.0197742 0.00177192 44438.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 18675.1 17508.4 0.0197937 0.00177252 44392.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18512.9 17340.5 0.019822 0.0017786 44337.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 18353.5 17179.2 0.0198469 0.00178029 44280.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 18201.3 17035.2 0.0198777 0.00178599 44219.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 18048.3 16883.1 0.019869 0.0017844 44236.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 17898.4 16736.1 0.0198962 0.00180855 44229.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 17745 16589.7 0.0198886 0.00178724 44195.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 17598.1 16441.7 0.0198822 0.00177929 44191.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17446.3 16297.7 0.0199037 0.00178336 44149.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 17299.3 16156.1 0.0199217 0.00177946 44096 0
: 72 Minimum Test error found - save the configuration
: 72 | 17155.5 16013.3 0.0198893 0.00178782 44195.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 17008.7 15875.5 0.0199043 0.00178745 44157.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 16868.3 15734.7 0.0199692 0.00179417 44016.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 16724.2 15597.7 0.0199149 0.00178949 44136.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 16584 15460 0.0199224 0.00178826 44115.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 16444.4 15323.6 0.0199118 0.00178921 44143.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 16305.9 15188.8 0.0201885 0.00179593 43495.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 16166.6 15057.4 0.0199259 0.00179169 44115.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 16031 14926.5 0.0199332 0.00179406 44103.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 15897.7 14793.4 0.0199416 0.00179024 44073.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 15763.4 14662.5 0.0199481 0.00178931 44055.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 15630.7 14533.2 0.019931 0.00179081 44101 0
: 84 Minimum Test error found - save the configuration
: 84 | 15500.1 14404.7 0.0199524 0.00179281 44053.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 15368.8 14279.5 0.0199675 0.00179204 44015.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 15239.7 14153.7 0.0199843 0.00181623 44033.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 15114.3 14026.9 0.0199836 0.00180455 44006.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 14984.6 13906.4 0.01996 0.00179383 44038 0
: 89 Minimum Test error found - save the configuration
: 89 | 14861.1 13782.6 0.0200963 0.00185792 43863.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 14737.4 13659.4 0.0204557 0.00186757 43038.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 14612.9 13539.6 0.0208154 0.00188863 42268.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14490.4 13421.6 0.0202522 0.00182164 43406.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 14371 13301.8 0.0200599 0.00180046 43813.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 14248.9 13186.1 0.0201736 0.00184165 43639.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 14131.5 13069.6 0.020175 0.00181418 43571 0
: 96 Minimum Test error found - save the configuration
: 96 | 14014.5 12952.5 0.0201885 0.00182372 43561.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 13896.7 12838.4 0.0200385 0.00180689 43879.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 13782 12723.6 0.020062 0.00182418 43864.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 13666.4 12611.1 0.0200618 0.00180714 43824.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 13550.9 12502.3 0.0200464 0.00180511 43856.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 13439.7 12392 0.0201571 0.00185957 43721.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 13328.8 12281.3 0.0202143 0.00181888 43489.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 13217 12173.3 0.0200026 0.0018059 43964.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 13107.7 12065.4 0.0200115 0.00180466 43939.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 12997.9 11959.7 0.0201517 0.00183944 43686.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 12890.1 11854.8 0.0204012 0.00181637 43045.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 12783.3 11750.6 0.0200273 0.00179591 43880.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 12679.4 11643.6 0.0200105 0.00179336 43914.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 12570.9 11543.2 0.0200071 0.00179343 43923.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 12468 11440.7 0.0200047 0.00179413 43930.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 12365.7 11337.8 0.0200081 0.00179319 43920.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 12261.9 11237.7 0.02002 0.00179362 43892.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 12160 11139.2 0.0201211 0.00180176 43669.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 12060.2 11039.6 0.020348 0.00184935 43246.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 11961.2 10939.8 0.0202696 0.00181495 43349.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 11860.6 10843.2 0.0200362 0.00180159 43872.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 11765.1 10743.9 0.0200658 0.00179585 43787.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 11664.5 10650.2 0.0200137 0.00179245 43904.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 11569.9 10554.7 0.0200191 0.00179411 43895.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 11473 10462 0.0200241 0.00179418 43883.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 11379.1 10368.9 0.0200276 0.00179623 43880.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 11283.5 10279 0.0203977 0.00185462 43142.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 11193.7 10184.6 0.0202751 0.00180182 43305.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 11099.9 10093.3 0.0200203 0.00180095 43909.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 11007.6 10003.9 0.020012 0.00179997 43927 0
: 126 Minimum Test error found - save the configuration
: 126 | 10916.6 9915.56 0.020034 0.00179861 43870.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 10828 9825.55 0.020018 0.00180003 43912.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 10738.5 9736.79 0.020043 0.00181097 43878.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 10648.9 9650.52 0.0200265 0.0017972 43885.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 10561.5 9564.19 0.0200344 0.00180234 43878.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 10475.3 9477.45 0.0200356 0.00180107 43872.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 10388.3 9392.54 0.0200847 0.0018148 43788 0
: 133 Minimum Test error found - save the configuration
: 133 | 10303 9307.9 0.0200258 0.00180758 43912.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 10217.2 9225.8 0.0200352 0.00180785 43890.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 10133.2 9143.83 0.0200313 0.00180712 43897.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 10051.9 9059.29 0.0200892 0.0018637 43894.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 9966.99 8978.86 0.0201265 0.00183533 43737 0
: 138 Minimum Test error found - save the configuration
: 138 | 9887.13 8895.8 0.0200521 0.00180887 43851.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9804.58 8815.4 0.020043 0.00180744 43870.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 9722.87 8737.3 0.0202214 0.00190002 43664.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 9644.27 8657.79 0.020429 0.00182729 43006.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 9564.39 8579.88 0.0204803 0.00186473 42974.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 9485.56 8503.01 0.0205275 0.0018356 42799.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 9408.47 8425.29 0.0205008 0.00183704 42863.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 9331.33 8347.95 0.0201933 0.00180744 43511.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 9254.79 8271.21 0.0201415 0.00180723 43634.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 9177.56 8197 0.0201152 0.00181664 43719.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 9102.51 8122.82 0.0201505 0.00182259 43649.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 9029.04 8047.39 0.0200933 0.00180584 43745.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 8953.47 7974.78 0.0200512 0.00180093 43835 0
: 151 Minimum Test error found - save the configuration
: 151 | 8880.6 7901.79 0.0200576 0.00180346 43825.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 8806.61 7831.08 0.0200492 0.00180366 43846.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 8736.73 7757.21 0.0200718 0.00180708 43800.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 8663.76 7685.97 0.0200413 0.00179705 43849.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 8592.21 7616.06 0.0200532 0.00180372 43837 0
: 156 Minimum Test error found - save the configuration
: 156 | 8521.8 7546.54 0.0202528 0.00182096 43403 0
: 157 Minimum Test error found - save the configuration
: 157 | 8451.39 7478.5 0.0200697 0.00181123 43815.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 8382.56 7410.24 0.020077 0.00181311 43802.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 8315.02 7340.56 0.020041 0.00180956 43880.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 8246.43 7272.24 0.0202099 0.0018629 43603.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8177.63 7206.25 0.0206118 0.00188237 42713.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 8110.93 7140.22 0.0205527 0.00185442 42784.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 8044.58 7074.62 0.0205803 0.00184203 42693.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 7979.59 7008.2 0.0205615 0.00181915 42684 0
: 165 Minimum Test error found - save the configuration
: 165 | 7913.46 6943.53 0.0204022 0.00180585 43019.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 7848.36 6879.88 0.0204674 0.00182719 42918 0
: 167 Minimum Test error found - save the configuration
: 167 | 7784.6 6815.88 0.0200635 0.00180544 43816.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 7720.74 6752.64 0.0200614 0.00180502 43820.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 7657.59 6690.04 0.0201291 0.00181427 43680.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 7595.66 6626.52 0.0200669 0.00181066 43820.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 7532.11 6565.9 0.0201114 0.00182063 43737.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 7471.23 6504.71 0.0200897 0.00182205 43793.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7410.53 6443.41 0.0204177 0.00187787 43150.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 7349.1 6383.77 0.0200981 0.00181163 43748.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 7289.39 6324 0.0200682 0.0018131 43823.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 7230 6264.47 0.0200687 0.00181285 43821.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 7171.82 6204.18 0.0200767 0.00181262 43801.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 7111.03 6147.7 0.0200764 0.00181324 43803.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 7053.87 6090.24 0.0200835 0.0018163 43794.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 6997.03 6032.07 0.0204217 0.00180691 42976.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 6939.07 5975.45 0.0200798 0.00180145 43767.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 6882.6 5919.11 0.0200699 0.00180792 43806.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 6826.1 5863.62 0.0200838 0.00180862 43775.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 6771.06 5807.61 0.0200991 0.00181199 43746.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 6714.64 5753.86 0.0200873 0.00180851 43766.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 6660.45 5699.55 0.0200713 0.00180648 43800 0
: 187 Minimum Test error found - save the configuration
: 187 | 6606 5645.81 0.0200891 0.00180584 43755.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 6552.47 5592.04 0.0200898 0.00181079 43766 0
: 189 Minimum Test error found - save the configuration
: 189 | 6500.15 5537.2 0.0201183 0.00181031 43696.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 6444.37 5487.05 0.0200871 0.00180586 43760.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 6394.21 5433.57 0.0200994 0.00180152 43720.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 6340.82 5382.29 0.0201748 0.00181779 43580.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 6289.73 5330.56 0.0202017 0.00183095 43547.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 6238.01 5279.82 0.0201002 0.00180964 43738.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 6186.17 5231.06 0.0200801 0.00180696 43780.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 6137.18 5180.37 0.0200943 0.00180721 43746.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 6087.3 5129.97 0.0200908 0.00180793 43756.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 6036.37 5081.81 0.0200859 0.00180009 43749.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 5987.5 5033.69 0.0200862 0.001808 43768 0
: 200 Minimum Test error found - save the configuration
: 200 | 5938.96 4985.44 0.0201058 0.00181448 43736.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 5891.43 4936.26 0.0201175 0.00184013 43770 0
: 202 Minimum Test error found - save the configuration
: 202 | 5842.14 4889.6 0.0203335 0.00187992 43352.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 5794.67 4843.13 0.0203128 0.00181164 43240.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 5748.17 4795.8 0.0204843 0.00186518 42966.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 5701.17 4749.25 0.0206407 0.00185898 42594.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 5653.72 4704.65 0.0205823 0.00187697 42768.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 5608.52 4659.29 0.0205316 0.00181286 42737.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5563.22 4613.51 0.0205774 0.00187424 42773.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 5517.39 4568.89 0.0206693 0.00189663 42615.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 5472.46 4524.65 0.0206417 0.0018492 42570.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 5426.81 4482.4 0.0206443 0.00186291 42595.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 5384.28 4437.99 0.020536 0.00181976 42743.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 5339.22 4395.34 0.0201574 0.00182356 43635.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 5296.23 4352.84 0.0204206 0.00182076 43011.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 5253.06 4310.52 0.0202066 0.00181743 43504 0
: 216 Minimum Test error found - save the configuration
: 216 | 5210.68 4267.22 0.0201957 0.00182236 43541.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 5167.13 4226.2 0.0205987 0.00192627 42843.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 5125.25 4184.98 0.0205604 0.00182022 42689.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 5082.85 4144.99 0.0201692 0.00184819 43665.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 5041.97 4104.3 0.0201733 0.00183631 43627.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 5000.63 4064.07 0.0203116 0.00186316 43364 0
: 222 Minimum Test error found - save the configuration
: 222 | 4960.27 4023.61 0.020233 0.0018342 43481.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4919.35 3984.02 0.0201371 0.00181764 43669.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 4878.53 3945.89 0.0203286 0.0018483 43289.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 4840.32 3905.84 0.0201762 0.00181162 43562 0
: 226 Minimum Test error found - save the configuration
: 226 | 4799.06 3868.52 0.0201024 0.00180874 43731 0
: 227 Minimum Test error found - save the configuration
: 227 | 4760.29 3830.98 0.0201923 0.00181512 43532.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 4721.11 3793.89 0.0201034 0.00181119 43734.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 4683.32 3755.52 0.0201311 0.00181167 43669.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 4644.47 3718.53 0.0201323 0.00180638 43654.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 4606.79 3681.43 0.020129 0.00181323 43678.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 4567.71 3646.94 0.0201545 0.0018103 43610.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 4531.87 3609.69 0.0200999 0.00180936 43738.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 4493.9 3574.45 0.0204352 0.00182946 42997.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 4458.22 3537.88 0.0202146 0.00181434 43477.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 4420.27 3503.48 0.0201332 0.00182095 43686.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 4384.12 3469.32 0.020111 0.00181828 43733.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 4349.33 3433.65 0.0201102 0.00181751 43733.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4312.94 3399.06 0.0201135 0.00181726 43724.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4277.25 3365.37 0.0201097 0.00181862 43737.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 4241.69 3332.68 0.0201074 0.00181941 43744.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 4208.08 3298.33 0.0201335 0.00181692 43676.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 4173.13 3264.81 0.0202242 0.00183569 43505.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4137.61 3233.61 0.0204354 0.00200563 43408 0
: 245 Minimum Test error found - save the configuration
: 245 | 4104.68 3201.11 0.0208426 0.00184317 42106.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4071.07 3168.1 0.0203912 0.0018296 43099.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 4036.99 3136.52 0.0201725 0.00181637 43582.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 4004.73 3104.47 0.0201502 0.00182336 43651.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3970.44 3073.93 0.0201703 0.00181858 43592.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3939.05 3041.72 0.0204513 0.00185682 43023.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3905.19 3012.24 0.0207706 0.0018857 42361.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3873.64 2981.7 0.0208833 0.0019031 42149.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3841.98 2951.54 0.0208487 0.0019305 42287.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3809.95 2921.87 0.0208755 0.00187363 42101.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 3779.13 2892.2 0.020905 0.00188208 42054.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 3747.34 2863.22 0.020356 0.00183152 43186 0
: 257 Minimum Test error found - save the configuration
: 257 | 3717.23 2832.96 0.0205175 0.00183548 42822 0
: 258 Minimum Test error found - save the configuration
: 258 | 3685.71 2804.1 0.0207306 0.00191201 42511.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 3655.28 2775.93 0.0206157 0.0018465 42623 0
: 260 Minimum Test error found - save the configuration
: 260 | 3624.6 2748.54 0.0206258 0.00186298 42637.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 3595.24 2720.67 0.0206036 0.00182681 42605.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 3565.68 2692.59 0.0203715 0.00187472 43250.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 3536.15 2665.16 0.0204197 0.00183921 43055.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3507.67 2636.8 0.0206158 0.00185399 42639.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 3477.42 2610.03 0.0202093 0.0018315 43530.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3448.44 2583.82 0.0201348 0.00181129 43659.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 3419.61 2557.61 0.0201203 0.00181281 43697.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 3391.52 2531.71 0.0201083 0.00181098 43722.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 3363.52 2505.37 0.0201147 0.00180493 43692.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 3335.06 2479.9 0.0201599 0.00183615 43659.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3308.12 2454.26 0.0202082 0.00181348 43490.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 3280.89 2427.73 0.020272 0.0018293 43377.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 3252.38 2403.22 0.0201521 0.00183383 43672.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3225.54 2378.31 0.0201071 0.00180974 43722.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 3198.95 2353.31 0.0201145 0.00180932 43703.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 3171.39 2329.66 0.0201297 0.00182099 43695.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 3145.15 2305.54 0.0201561 0.00183399 43663.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 3119.15 2281.29 0.0205214 0.00187306 42899.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 3092.67 2258.03 0.0205194 0.00183787 42823.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 3067.15 2234.03 0.0206301 0.00183798 42571.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 3041.24 2210.43 0.0205967 0.00188294 42749.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 3015.05 2187.65 0.0203448 0.00180913 43160 0
: 283 Minimum Test error found - save the configuration
: 283 | 2989.86 2164.96 0.0201855 0.00181334 43544.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2964.88 2142 0.0201236 0.00181217 43688.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2939.99 2119.13 0.0201416 0.00181963 43663.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2915.05 2096.39 0.0202522 0.00187797 43539.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2890.28 2074.46 0.0203309 0.00186659 43326.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2866.16 2052.25 0.020288 0.00183539 43354.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2841.54 2030.76 0.0202472 0.00188865 43576.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2817.7 2009.26 0.020243 0.00187711 43559.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2793.45 1988.22 0.0204562 0.0019356 43195.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2769.81 1967.05 0.0206007 0.00187416 42720.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2746.94 1945.3 0.0203018 0.00188698 43443.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2722.93 1924.99 0.0202207 0.00184041 43524.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2699.2 1905.24 0.0201591 0.00182196 43627.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2677.38 1884 0.020139 0.00182793 43689.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2654.18 1863.4 0.0201209 0.00180649 43681.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 2631.44 1843.45 0.0201273 0.00181385 43683.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2608.67 1823.73 0.0201716 0.0018196 43591.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 2587.28 1803.4 0.0201132 0.00181242 43714.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 2563.77 1785.09 0.0201182 0.00181092 43698.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2542.68 1765.44 0.020145 0.00181496 43644.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 2520.76 1746.74 0.0201278 0.00181436 43683.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 2499.57 1727.02 0.0204166 0.00191205 43232.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 2477.45 1708.65 0.0204906 0.00190401 43041.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 2456.23 1690.14 0.0205827 0.00188115 42777.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 2435.47 1671.48 0.0207046 0.00184968 42429.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 2413.82 1653.88 0.0201781 0.00181945 43576.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 2393.9 1635.56 0.0203837 0.00183898 43138.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 2372.92 1617.74 0.0207665 0.00191074 42427.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2352.45 1599.83 0.0207471 0.00187139 42382.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 2332.13 1582.05 0.0206387 0.00189784 42687.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 2311.44 1565.38 0.0203909 0.00182385 43087.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 2292.26 1547.75 0.0201333 0.00182196 43688.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 2272.08 1531.44 0.0203842 0.00191824 43322.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 2252.46 1514.26 0.0207323 0.00182901 42320.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 2232.67 1498.14 0.0203947 0.00181143 43049.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 2213.29 1481.14 0.0201416 0.00181311 43647.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 2194.1 1464.7 0.0201406 0.00182876 43687.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 2175.38 1447.67 0.0206862 0.00188802 42557.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 2155.9 1431.89 0.0202817 0.00182411 43342.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 2136.97 1416.3 0.0201745 0.00185513 43669.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 2118.43 1400.63 0.0201356 0.00181878 43675.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 2100.24 1384.53 0.0201342 0.00182071 43683.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 2081.68 1368.94 0.02014 0.00181951 43666.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 2062.99 1354.16 0.0201231 0.00181474 43695.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 2044.89 1339.01 0.0203662 0.00185106 43207.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 2027.08 1324.14 0.0205379 0.00189883 42920.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 2010.14 1308.4 0.0208465 0.00188706 42195.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1991.48 1294.33 0.0203889 0.00185386 43161.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1974 1281.47 0.020168 0.00182028 43602.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1957.4 1265.55 0.0201238 0.00181209 43687.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1939.3 1251.56 0.020118 0.0018119 43701.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1922.28 1237.18 0.0201046 0.00181273 43735.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1905.38 1223.07 0.0201485 0.00181696 43640.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1888.23 1209.6 0.0201214 0.00181991 43712.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1871.94 1195.83 0.0205304 0.00184821 42821.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1855.07 1182.37 0.0201268 0.00181989 43699.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1838.61 1168.93 0.0201201 0.00181292 43698.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1822.04 1156.1 0.020121 0.00181141 43693 0
: 341 Minimum Test error found - save the configuration
: 341 | 1806.12 1142.64 0.0202229 0.00182722 43488.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1789.69 1130.02 0.0201502 0.00182055 43645.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1774.23 1116.9 0.0201756 0.0018237 43592.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1757.78 1104.57 0.0201146 0.00181274 43711.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1742.23 1092.31 0.0201296 0.00180634 43660.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1726.84 1079.76 0.0201287 0.00180534 43660.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1711.03 1067.63 0.0201353 0.00181782 43674.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1695.85 1055.38 0.0201691 0.00181876 43596 0
: 349 Minimum Test error found - save the configuration
: 349 | 1680.85 1042.99 0.0201335 0.00181253 43665.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1665.28 1031.67 0.0201289 0.00181121 43673.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1649.82 1020.23 0.0201549 0.00183189 43661 0
: 352 Minimum Test error found - save the configuration
: 352 | 1635.63 1008.56 0.0201479 0.00180795 43620.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1620.78 996.719 0.0201232 0.001813 43691.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1605.94 985.366 0.0201287 0.00181207 43676.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1591.13 974.131 0.0204416 0.00182759 42978.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1576.72 963.473 0.0201234 0.00181346 43692.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1562.75 952.48 0.0201406 0.00181733 43660.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1548.22 941.458 0.0201341 0.00182516 43694.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1534.11 930.552 0.0201332 0.0018225 43690.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1520 920.009 0.020131 0.00182161 43693.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1506.11 909.801 0.0201272 0.00182148 43702.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1492.5 899.632 0.0201236 0.00181792 43702.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1478.85 889.132 0.0202194 0.00182105 43482.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1465.26 879.602 0.0201188 0.00181401 43704.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1452.04 868.451 0.0201338 0.00181986 43682.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1438.22 858.822 0.0202933 0.00187199 43428 0
: 367 Minimum Test error found - save the configuration
: 367 | 1424.9 849.517 0.0203705 0.00181778 43120.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1411.97 839.213 0.020133 0.00180845 43657.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1398.96 829.601 0.0201373 0.00181244 43656.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 1385.58 820.462 0.020129 0.00181191 43675 0
: 371 Minimum Test error found - save the configuration
: 371 | 1373.35 810.549 0.0201499 0.00183853 43688.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 1359.77 801.896 0.0201658 0.00181611 43597.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 1347.92 793.298 0.0201248 0.00181285 43687.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 1335.01 784.052 0.0201186 0.0018071 43688.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 1322.7 774.736 0.0201382 0.00181076 43650.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 1310.36 765.843 0.0201418 0.00181155 43643.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 1298.44 756.891 0.0201268 0.00181403 43685.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1285.86 748.455 0.0201275 0.00181908 43695.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 1273.98 740.611 0.0201241 0.00181383 43691.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 1262.34 731.526 0.0201157 0.00181169 43706.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 1250.17 723.372 0.0201233 0.00181189 43688.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 1238.6 715.116 0.0201183 0.00181259 43702.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 1227 706.748 0.0201329 0.0018213 43688.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 1215.11 699.222 0.0201342 0.00181943 43680.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 1203.63 691.403 0.02014 0.00182334 43676.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 1192.53 683.241 0.0201197 0.00181992 43716.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 1181.2 675.7 0.0201175 0.00182002 43721.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 1170.08 667.761 0.0201168 0.00182403 43733.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 1158.61 661.271 0.0204728 0.0018727 43010.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 1148.13 652.893 0.0205991 0.00194136 42877.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 1136.83 645.4 0.0202307 0.00186692 43564 0
: 392 Minimum Test error found - save the configuration
: 392 | 1125.56 638.711 0.0206275 0.00184646 42596.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 1115.4 631.055 0.0202254 0.00180782 43436.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 1104.59 624.317 0.02027 0.00182884 43381.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 1094.1 617.12 0.0203693 0.00181577 43118.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 1083.6 610.558 0.0201067 0.00181126 43726.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 1073.44 603.068 0.020123 0.00181306 43692 0
: 398 Minimum Test error found - save the configuration
: 398 | 1062.93 596.682 0.020266 0.00184767 43435 0
: 399 Minimum Test error found - save the configuration
: 399 | 1052.39 590.107 0.0201237 0.00182381 43716.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 1042.76 583.068 0.0201639 0.00182862 43631.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 1032.4 576.548 0.0201234 0.00181928 43705.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 1022.23 570.272 0.0201306 0.00182147 43694 0
: 403 Minimum Test error found - save the configuration
: 403 | 1012.74 563.823 0.0201066 0.00181196 43728.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 1002.66 558.031 0.0201068 0.0018122 43728.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 993.455 551.67 0.020178 0.00184829 43644.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 983.719 545.531 0.0202059 0.00184968 43581.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 974.381 539.309 0.0201407 0.00182369 43675.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 964.601 533.917 0.0201423 0.00181632 43653.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 955.421 527.595 0.0204236 0.00190128 43191.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 945.766 522.368 0.0209062 0.00188448 42057.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 936.425 516.53 0.0207319 0.00188678 42451.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 928.172 509.995 0.0202986 0.00182294 43300.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 918.166 504.988 0.0203305 0.00183515 43254.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 909.515 499.67 0.0201973 0.00182149 43535.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 900.387 494.174 0.0205436 0.00185058 42796.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 891.862 489.021 0.0204053 0.00183104 43070.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 883.257 483.108 0.0201356 0.00181777 43673.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 874.299 477.981 0.0201544 0.00181008 43610.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 866.108 472.505 0.0201451 0.00182964 43678.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 856.878 467.755 0.0201787 0.00183446 43610.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 849.297 462.722 0.0201682 0.00182292 43607.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 840.335 457.953 0.0201484 0.0018138 43633.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 832.226 453.261 0.0201773 0.00182876 43600.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 824.213 447.823 0.020172 0.00183242 43621.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 816.038 443.488 0.0201762 0.00183703 43622.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 807.627 438.586 0.0202495 0.00183837 43452 0
: 427 Minimum Test error found - save the configuration
: 427 | 799.623 433.9 0.0201527 0.00181997 43637.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 791.762 429.014 0.0201231 0.00181389 43693.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 783.663 424.486 0.0202036 0.00181812 43512.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 776.025 420.47 0.020126 0.00182055 43702.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 768.212 415.652 0.0201366 0.00182081 43678.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 761.012 411.218 0.02015 0.00183569 43681.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 753.136 407.298 0.0201476 0.00182106 43652.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 745.345 402.751 0.020133 0.00182099 43687.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 738.037 398.378 0.0201447 0.00181389 43642.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 730.692 394.216 0.0201655 0.00182279 43614.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 723.856 389.773 0.0201631 0.00181919 43611.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 716.113 386.163 0.0201299 0.00181919 43690.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 709.435 381.839 0.02057 0.00189456 42836.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 701.662 378.014 0.0205169 0.00184853 42853.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 695.167 373.877 0.0206789 0.00187467 42543.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 687.861 370.419 0.0206937 0.00187678 42514.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 681.656 366.359 0.0201552 0.00181904 43629.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 674.01 362.924 0.0201329 0.0018218 43689.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 667.37 358.699 0.0201197 0.00181899 43714.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 660.646 354.833 0.0201137 0.00181978 43730.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 654.211 352.003 0.0201333 0.00184653 43747.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 647.374 347.327 0.0201121 0.0018176 43729 0
: 449 Minimum Test error found - save the configuration
: 449 | 641 344.618 0.0201064 0.00181317 43732 0
: 450 Minimum Test error found - save the configuration
: 450 | 634.906 340.694 0.0201841 0.00185283 43641.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 628.321 336.668 0.0202054 0.00184722 43577.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 621.73 333.236 0.0201956 0.00184565 43596.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 615.499 330.282 0.0202258 0.00184415 43521.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 608.831 326.391 0.0201257 0.00180567 43668.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 602.478 323.085 0.0201467 0.00181706 43645.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 596.625 319.828 0.0201415 0.00181382 43649.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 590.662 316.621 0.0201112 0.00181253 43718.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 584.171 313.672 0.0201179 0.00180966 43696.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 578.684 310.243 0.020117 0.00181196 43703.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 572.668 306.849 0.0201178 0.00181375 43706.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 566.644 303.945 0.0201078 0.00181369 43730 0
: 462 Minimum Test error found - save the configuration
: 462 | 560.843 301.023 0.0201248 0.00180535 43669.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 555.13 298.085 0.0201287 0.00181104 43673.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 549.755 294.833 0.0201145 0.00181462 43716.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 543.742 292.285 0.0201004 0.00181141 43742.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 538.058 289.638 0.0201135 0.00181083 43709.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 532.551 286.201 0.0203237 0.00183254 43264 0
: 468 Minimum Test error found - save the configuration
: 468 | 527.38 283.018 0.0206168 0.00187635 42688.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 521.821 280.136 0.020536 0.00184948 42811.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 516.179 277.682 0.0201344 0.00181863 43678.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 510.8 274.83 0.02012 0.00181888 43713.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 505.541 272.006 0.0201116 0.0018163 43727.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 500.494 269.395 0.0201254 0.00181777 43697.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 495.466 266.483 0.0201058 0.00181722 43743.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 490.186 263.742 0.0201189 0.00181234 43700.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 485.098 261.173 0.0201246 0.00180486 43668.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 480.019 258.868 0.0201244 0.00181187 43685.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 475.092 256.56 0.0201327 0.00181261 43667.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 470.459 253.447 0.0201134 0.00181351 43716.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 465.037 251.028 0.0201358 0.00183269 43708.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 460.485 248.77 0.0203198 0.00182444 43254.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 455.372 247.229 0.0201175 0.00180448 43684.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 451.061 243.731 0.0201278 0.0018159 43687.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 445.909 241.583 0.0201078 0.00181153 43724.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 441.645 238.817 0.0201252 0.00182817 43723 0
: 486 Minimum Test error found - save the configuration
: 486 | 436.721 236.872 0.0201168 0.00181086 43701.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 432.036 234.838 0.0201083 0.00181291 43726.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 427.772 232.082 0.0201422 0.00181171 43643.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 423.017 229.997 0.0203149 0.00183693 43294.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 419.119 227.561 0.0201444 0.00181942 43656.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 414.431 225.611 0.0201416 0.00181918 43662.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 409.916 223.444 0.0201215 0.00181755 43706.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 405.856 221.079 0.0201212 0.00183714 43754 0
: 494 Minimum Test error found - save the configuration
: 494 | 401.45 219.099 0.0201193 0.00182499 43729.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 397.399 217.296 0.020126 0.00182371 43710.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 393.093 215.198 0.0201176 0.0018173 43715.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 389.026 212.813 0.0201623 0.00182183 43619.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 384.957 210.725 0.0201097 0.00181178 43720.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 380.678 208.901 0.0201236 0.00180512 43671.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 376.893 206.954 0.0201138 0.00180496 43694.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 373.069 204.754 0.020131 0.0018136 43674.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 368.81 202.934 0.0201114 0.00181117 43715.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 365.178 200.54 0.0201169 0.00181058 43700.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 361.148 198.738 0.0201232 0.00180952 43683.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 357.509 197.423 0.0201176 0.00181006 43697.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 353.597 195.555 0.0201061 0.00181022 43725.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 349.908 193.134 0.0201154 0.00180497 43690.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 346.368 191.635 0.0201239 0.00180513 43671.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 342.684 189.987 0.020479 0.00183624 42912.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 338.936 187.68 0.0201257 0.00181109 43680.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 335.178 185.581 0.0201106 0.0018111 43716.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 331.755 184.666 0.0201452 0.00182488 43667.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 328.659 182.798 0.0201844 0.00187405 43691.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 324.836 180.622 0.0201448 0.00183693 43697 0
: 515 Minimum Test error found - save the configuration
: 515 | 321.45 179.12 0.020437 0.00183763 43012.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 317.804 177.214 0.0201516 0.00181548 43629.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 314.454 175.878 0.0201248 0.00181905 43702.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 311.376 174.038 0.0209489 0.00256909 43525.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 308.194 172.777 0.0312717 0.00294953 28246.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 304.608 170.454 0.0241719 0.00185008 35839.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 301.091 169.057 0.0201646 0.00182965 43632.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 297.757 167.472 0.0204481 0.00183794 42987.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 294.843 165.895 0.0201197 0.00181783 43711.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 291.692 164.911 0.0201636 0.00183144 43639.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 288.615 162.74 0.0201168 0.0018126 43705.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 285.409 161.045 0.0201121 0.00181244 43716.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 282.171 159.772 0.0201445 0.00181159 43637.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 279.108 159.481 0.0201013 0.00180683 43729.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 276.719 156.675 0.0201429 0.0018175 43655.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 273.651 155.435 0.0201142 0.00181452 43716.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 270.462 154.476 0.0201154 0.00181212 43707.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 267.569 152.332 0.02019 0.00182583 43563.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 264.8 151.073 0.0201226 0.00181364 43694.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 261.885 150.199 0.0201859 0.00182138 43562.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 259.213 147.905 0.0201317 0.00182788 43706.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 255.833 146.796 0.0201182 0.0018174 43713.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 253.362 145.429 0.0201791 0.00183234 43604.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 250.467 143.959 0.0202125 0.00183528 43532.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 247.858 142.417 0.0201308 0.0018179 43685.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 245.006 140.909 0.0201459 0.00181688 43646.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 242.398 140.629 0.020154 0.00184094 43684.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 239.53 138.758 0.0201353 0.00182676 43695.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 237.23 137.09 0.0201583 0.00184429 43682.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 234.272 136.088 0.0201297 0.00183112 43719.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 231.858 134.661 0.021628 0.00191081 40573.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 229.488 134.189 0.0201396 0.00181917 43667.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 227.221 132.01 0.0201209 0.00181373 43698.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 224.347 131.158 0.0201557 0.00181812 43626.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 221.837 129.708 0.0203141 0.00181657 43249 0
: 550 Minimum Test error found - save the configuration
: 550 | 219.851 128.33 0.0203838 0.00182729 43111.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 216.872 126.913 0.0201299 0.00182067 43693.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 214.625 126.196 0.0204788 0.00185067 42945.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 212.064 124.627 0.0201455 0.0018227 43661.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 209.68 123.549 0.0201264 0.00183279 43731.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 207.499 123.145 0.0201096 0.00181963 43739.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 205.232 121.223 0.0203039 0.0018145 43268 0
: 557 Minimum Test error found - save the configuration
: 557 | 202.969 119.762 0.0201211 0.00181089 43691.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 200.33 118.775 0.0201089 0.0018057 43708.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 197.988 117.386 0.0202964 0.00181486 43286.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 195.761 116.51 0.020118 0.00181561 43710.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 193.461 115.526 0.0203798 0.00182877 43124.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 191.212 113.975 0.0203924 0.00182053 43075.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 188.987 113.393 0.0203794 0.00207901 43715 0
: 564 Minimum Test error found - save the configuration
: 564 | 186.85 112.339 0.0201831 0.00181479 43553.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 185.071 111.259 0.0203048 0.00182605 43292.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 182.616 110.112 0.0201778 0.00183613 43616.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 180.473 109.26 0.0202561 0.00182678 43409.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 178.451 108.059 0.0201373 0.00182611 43689.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 176.264 106.78 0.0201111 0.00181323 43721.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 174.355 105.885 0.0201445 0.00181905 43655.2 0
: 571 | 172.647 106.784 0.0200848 0.0017791 43702.2 1
: 572 Minimum Test error found - save the configuration
: 572 | 170.589 104.683 0.020165 0.00182763 43626.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 168.468 102.528 0.0201413 0.00182619 43679.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 166.622 102.085 0.0201407 0.00181861 43663.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 164.293 100.588 0.0203765 0.00182671 43127.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 162.136 99.7953 0.0201485 0.00182291 43654.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 160.429 98.8873 0.0202404 0.00182125 43433.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 158.663 98.2522 0.020118 0.00181189 43701.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 156.666 96.9925 0.0201133 0.00181082 43710 0
: 580 Minimum Test error found - save the configuration
: 580 | 154.635 96.1367 0.0201142 0.00181294 43712.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 153.026 95.3539 0.0201307 0.0018172 43683.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 151.197 94.0449 0.020143 0.00182303 43668.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 149.229 93.6244 0.0201231 0.00181874 43705.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 147.504 92.2301 0.0202996 0.00182281 43297.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 145.457 91.5459 0.020121 0.00181177 43693.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 143.954 90.9958 0.02013 0.00181326 43675.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 142.242 89.8853 0.0201892 0.0018256 43564.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 140.475 88.3998 0.0202535 0.0018437 43455.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 138.544 87.8285 0.0201999 0.00182139 43529 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.153 86.6949 0.0201619 0.00182129 43619.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 135.294 85.8941 0.0201222 0.00182247 43716.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 133.776 84.7442 0.0201242 0.00181719 43699.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.08 84.4617 0.0201178 0.00181703 43714.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 130.385 83.3494 0.0201184 0.00182079 43721.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 128.821 82.7241 0.0201197 0.00182054 43718 0
: 596 Minimum Test error found - save the configuration
: 596 | 127.285 81.8772 0.0201421 0.00182102 43665.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 125.567 80.7585 0.0201182 0.00182506 43732.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 124.213 80.6209 0.0201133 0.0018121 43713 0
: 599 Minimum Test error found - save the configuration
: 599 | 122.94 79.487 0.0201252 0.00180702 43672.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 121.268 78.716 0.0201262 0.0018137 43686.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 119.733 78.5666 0.0201064 0.00181556 43737.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 118.293 77.4143 0.0201212 0.00181376 43698 0
: 603 Minimum Test error found - save the configuration
: 603 | 116.739 75.9525 0.0201101 0.00180951 43714.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.282 75.4842 0.0201093 0.00181811 43737 0
: 605 Minimum Test error found - save the configuration
: 605 | 113.756 74.5415 0.0201179 0.00181105 43699.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.65 73.8117 0.0200987 0.00180944 43741.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 110.993 73.1273 0.0200934 0.00180455 43742.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 109.653 72.3206 0.0201066 0.00180567 43713.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 108.357 71.632 0.0200983 0.00180999 43743.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 106.875 70.7773 0.0201154 0.00182046 43728 0
: 611 | 105.742 70.7984 0.0200525 0.00175765 43728.1 1
: 612 Minimum Test error found - save the configuration
: 612 | 104.268 69.338 0.0202166 0.00183521 43522.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 102.858 68.9009 0.0202348 0.00182917 43464.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.983 68.108 0.0201318 0.00182452 43698.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 100.329 67.3723 0.0201441 0.00182383 43667.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 99.0728 66.9343 0.0201375 0.00182665 43689.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 97.8374 65.9501 0.0201618 0.00184005 43664 0
: 618 Minimum Test error found - save the configuration
: 618 | 96.3739 65.107 0.0201565 0.0018204 43629.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 95.4431 64.9258 0.0202106 0.00183339 43532.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 94.1902 64.0162 0.020412 0.0018551 43110.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 92.9103 63.3038 0.0201905 0.00182603 43562.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 91.6075 63.2578 0.0201995 0.00184553 43587.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 90.7693 62.0703 0.0202228 0.00181118 43450.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 89.2125 61.1087 0.0202046 0.00181706 43507.7 0
: 625 | 88.1287 61.343 0.0200847 0.00175821 43652.7 1
: 626 Minimum Test error found - save the configuration
: 626 | 87.0203 60.0927 0.0202246 0.00182742 43485 0
: 627 | 86.1022 60.6165 0.020286 0.00178227 43234.5 1
: 628 Minimum Test error found - save the configuration
: 628 | 84.7933 59.0719 0.0201769 0.00183209 43609.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.7285 58.2513 0.0204361 0.0018731 43096.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.639 58.0942 0.0203377 0.00185077 43273.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 81.6101 57.1049 0.0203504 0.00184845 43238.6 0
: 632 | 80.6827 57.1221 0.0201225 0.00176999 43590.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 79.5527 56.2669 0.0201884 0.00185082 43626.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.6493 55.4759 0.0202109 0.00182609 43514.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.3887 55.223 0.020166 0.00184577 43667.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.4488 55.0573 0.020202 0.00188181 43667.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.4894 54.0711 0.0202555 0.00186268 43495.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 74.5839 53.0373 0.0201113 0.00181775 43731.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.497 52.6629 0.0200838 0.00181639 43793.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 72.4195 52.0402 0.0201153 0.00181887 43724.4 0
: 641 | 71.5077 52.3492 0.0200565 0.00175616 43715 1
: 642 Minimum Test error found - save the configuration
: 642 | 70.8829 51.1798 0.0201079 0.00181215 43725.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 69.8143 50.8726 0.0201142 0.00180555 43695.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 68.806 50.1244 0.0201666 0.00186273 43706.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 67.8562 49.8828 0.0202418 0.00183622 43465.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.0733 49.0958 0.0205161 0.00187288 42911 0
: 647 Minimum Test error found - save the configuration
: 647 | 66.0907 48.4839 0.0203074 0.00181472 43260.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 65.1425 47.9895 0.0205925 0.00181541 42605 0
: 649 Minimum Test error found - save the configuration
: 649 | 64.2291 47.827 0.0205836 0.00185514 42715.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.5181 47.2461 0.0203914 0.00184161 43127.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.641 46.7417 0.020143 0.00182812 43680.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 61.875 46.3421 0.0201124 0.00182035 43734.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.1155 45.9892 0.0201549 0.00182806 43651.9 0
: 654 | 60.3955 46.5097 0.0201006 0.00177795 43661.9 1
: 655 Minimum Test error found - save the configuration
: 655 | 59.5776 45.1172 0.0204622 0.00186914 43026.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.5813 44.6814 0.020214 0.00181641 43484.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 58.1075 44.2582 0.0201216 0.0018139 43697.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 57.7428 43.9646 0.0201606 0.00184632 43681.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.5877 43.7448 0.0201275 0.00181379 43683.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 56.1107 42.9226 0.0200887 0.00181275 43773.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 55.5039 42.6809 0.0201245 0.00180935 43679.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.3572 42.2723 0.0202587 0.00183315 43417.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 53.566 41.7624 0.0203991 0.00186617 43166.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 52.9086 41.2393 0.0201899 0.00182999 43573.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 52.1886 40.6761 0.020181 0.00182542 43583.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.2956 40.6256 0.0201396 0.00182896 43690.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 50.7315 40.0752 0.0201193 0.00182284 43724.4 0
: 668 | 49.9429 40.0919 0.0200598 0.00176937 43738.7 1
: 669 Minimum Test error found - save the configuration
: 669 | 49.7924 39.9525 0.02013 0.00182828 43711.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 48.9056 38.9634 0.0204345 0.00193878 43253.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 47.9479 38.4436 0.0207053 0.00182816 42379.4 0
: 672 | 47.2853 39.0804 0.0202162 0.00175216 43327.4 1
: 673 Minimum Test error found - save the configuration
: 673 | 47.0153 38.3207 0.0201285 0.00181671 43687.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.5986 38.0788 0.0201224 0.00182147 43713.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 45.6663 37.2199 0.020138 0.00182969 43696.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 44.8146 36.9047 0.0201419 0.00182761 43681.7 0
: 677 | 44.1854 37.155 0.0200983 0.0017637 43633.4 1
: 678 Minimum Test error found - save the configuration
: 678 | 43.7163 36.54 0.0202108 0.00183597 43537.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 43.1003 36.3421 0.0201203 0.00181258 43697.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.8206 35.8087 0.0201316 0.00181818 43683.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.0593 35.186 0.0205402 0.00185408 42812.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.3592 34.9319 0.0201181 0.00182063 43721.9 0
: 683 | 40.8775 34.9951 0.020058 0.00175108 43699.3 1
: 684 Minimum Test error found - save the configuration
: 684 | 40.654 34.3931 0.0201589 0.00183818 43666.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.0613 33.8904 0.0201577 0.00183348 43658.1 0
: 686 | 39.3281 34.3645 0.0200576 0.00176772 43739.9 1
: 687 | 38.8187 34.1117 0.0201676 0.00177122 43486.9 2
: 688 Minimum Test error found - save the configuration
: 688 | 38.3466 33.422 0.0201552 0.00185044 43704.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 37.998 33.2339 0.0201139 0.00182328 43738.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.3126 32.8977 0.0200976 0.0018112 43748.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 36.956 32.4497 0.0202163 0.00185879 43578.8 0
: 692 | 36.3494 32.5119 0.0203375 0.00178876 43129.6 1
: 693 Minimum Test error found - save the configuration
: 693 | 35.9446 31.7942 0.0202985 0.00181447 43280.7 0
: 694 | 35.3125 31.8389 0.0201438 0.00175333 43500.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 34.8867 31.3734 0.0201347 0.00182018 43681.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.4357 31.1348 0.0201081 0.00181563 43733.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.0416 30.9812 0.0205543 0.00184744 42765.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.7716 30.3897 0.0201321 0.00181458 43673.9 0
: 699 | 33.1269 30.7769 0.0201928 0.00175872 43397.8 1
: 700 Minimum Test error found - save the configuration
: 700 | 32.8076 30.1388 0.0201025 0.00181993 43757.5 0
: 701 | 32.6014 30.2991 0.0200398 0.0017563 43755.4 1
: 702 | 32.0925 30.8793 0.0200419 0.00175584 43749.1 2
: 703 Minimum Test error found - save the configuration
: 703 | 31.9128 29.3224 0.0202722 0.00182152 43358.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 31.2876 29.167 0.0201013 0.00181585 43750.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.8198 28.9852 0.0201048 0.0018126 43734.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.3399 28.5636 0.0203047 0.00182247 43284.8 0
: 707 | 29.8899 28.5807 0.0200458 0.00176314 43757.3 1
: 708 | 29.6409 28.6883 0.0201432 0.0017637 43526.7 2
: 709 Minimum Test error found - save the configuration
: 709 | 29.434 28.2 0.0201313 0.00182437 43699.3 0
: 710 | 28.7076 28.492 0.0200557 0.00176519 43738.5 1
: 711 Minimum Test error found - save the configuration
: 711 | 28.4018 27.2754 0.0201013 0.00182194 43765.3 0
: 712 | 28.1436 28.1139 0.020041 0.00175734 43754.9 1
: 713 | 27.878 27.4183 0.0200281 0.0017564 43783.5 2
: 714 | 27.4734 27.8632 0.020054 0.00175612 43720.8 3
: 715 Minimum Test error found - save the configuration
: 715 | 27.1251 26.6487 0.0201232 0.0018277 43726.6 0
: 716 | 26.6302 26.7712 0.0200343 0.00176196 43782.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 26.542 26.4691 0.020103 0.00182338 43764.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 25.9613 26.206 0.0200958 0.00181915 43771.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.6965 25.7845 0.0200932 0.00181887 43777.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.279 25.7029 0.0200856 0.00181582 43788.1 0
: 721 | 24.9296 25.8529 0.0200326 0.00176051 43782.6 1
: 722 | 24.8179 25.9725 0.0200485 0.0017542 43729.4 2
: 723 Minimum Test error found - save the configuration
: 723 | 24.602 25.0488 0.0200826 0.00181241 43787.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.1724 25.032 0.0200931 0.00180717 43749.4 0
: 725 Minimum Test error found - save the configuration
: 725 | 23.8272 24.7604 0.0201019 0.00180745 43729.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.3507 24.439 0.0200878 0.00180894 43766.5 0
: 727 | 23.4129 26.1943 0.0200349 0.00176004 43776.1 1
: 728 Minimum Test error found - save the configuration
: 728 | 23.0149 24.223 0.0201139 0.00181842 43726.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.6778 23.9945 0.0201044 0.00181062 43730.7 0
: 730 | 22.455 23.9981 0.020057 0.0017578 43717.8 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.3369 23.5918 0.0200927 0.00181127 43760.4 0
: 732 | 21.8719 23.7484 0.0200451 0.00175548 43740.6 1
: 733 Minimum Test error found - save the configuration
: 733 | 21.6244 23.3245 0.0201038 0.00181384 43739.9 0
: 734 | 21.7205 24.0895 0.02004 0.0017539 43749.1 1
: 735 Minimum Test error found - save the configuration
: 735 | 21.2911 23.0542 0.0200889 0.00181051 43767.5 0
: 736 Minimum Test error found - save the configuration
: 736 | 20.9485 22.9069 0.0201996 0.00182864 43547 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.4393 22.6213 0.0200735 0.00180745 43797.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 20.2862 22.4457 0.0201199 0.00181602 43706.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 20.1208 22.4048 0.0200963 0.00181207 43753.7 0
: 740 Minimum Test error found - save the configuration
: 740 | 19.913 22.3841 0.0200932 0.00181057 43757.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 19.6956 22.1693 0.0200949 0.00182186 43780.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 19.5563 22.0339 0.0201148 0.00182382 43737.3 0
: 743 Minimum Test error found - save the configuration
: 743 | 19.2633 21.9202 0.0201113 0.00181809 43732 0
: 744 Minimum Test error found - save the configuration
: 744 | 18.9779 21.4146 0.0200848 0.00181658 43791.8 0
: 745 | 19.0558 21.8309 0.0200351 0.00176335 43783.5 1
: 746 Minimum Test error found - save the configuration
: 746 | 18.8292 21.203 0.0201069 0.00182679 43763.3 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.4234 20.9247 0.0201054 0.00181179 43731.2 0
: 748 Minimum Test error found - save the configuration
: 748 | 18.2054 20.8597 0.0200854 0.00181067 43776.4 0
: 749 Minimum Test error found - save the configuration
: 749 | 17.9119 20.8249 0.0200825 0.00181515 43794.1 0
: 750 | 17.7295 20.9077 0.0200909 0.00176261 43648.3 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.6646 20.1562 0.02009 0.00181812 43783 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.2045 20.1301 0.0200899 0.00181385 43773 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.2492 20.0483 0.0200805 0.00181433 43796.8 0
: 754 Minimum Test error found - save the configuration
: 754 | 16.8738 20.0271 0.0201173 0.00182078 43724.2 0
: 755 | 16.6744 20.3793 0.0200328 0.00175569 43770.5 1
: 756 Minimum Test error found - save the configuration
: 756 | 16.5214 19.4549 0.0200975 0.00181399 43755.3 0
: 757 | 16.5493 20.0416 0.0200274 0.00175373 43778.7 1
: 758 | 16.7051 19.8344 0.0200284 0.00174826 43763.4 2
: 759 | 16.2032 19.717 0.0200656 0.00175048 43679.7 3
: 760 | 16.1221 19.4686 0.0200628 0.00175006 43685.5 4
: 761 Minimum Test error found - save the configuration
: 761 | 15.7828 18.8348 0.0201031 0.00181849 43752.5 0
: 762 | 15.5545 19.1688 0.0200359 0.00175521 43762.1 1
: 763 Minimum Test error found - save the configuration
: 763 | 15.3589 18.6297 0.0200894 0.00181179 43769.4 0
: 764 Minimum Test error found - save the configuration
: 764 | 15.3977 18.5678 0.0201039 0.0018081 43725.8 0
: 765 | 15.238 19.0685 0.0200523 0.00175459 43721.4 1
: 766 Minimum Test error found - save the configuration
: 766 | 14.9634 18.5633 0.0200937 0.00181207 43759.7 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.6611 18.2211 0.0200896 0.00180918 43762.7 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.4892 18.1817 0.0200772 0.00181141 43797.6 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.3366 17.8635 0.0200909 0.00180773 43756.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.5733 17.5465 0.0200968 0.00180191 43728 0
: 771 | 13.9827 17.8429 0.0200367 0.0017469 43740.1 1
: 772 Minimum Test error found - save the configuration
: 772 | 14.2497 17.3556 0.0201068 0.00181254 43729.6 0
: 773 | 14.0413 17.7428 0.020033 0.00175319 43764.2 1
: 774 Minimum Test error found - save the configuration
: 774 | 13.9671 16.982 0.020108 0.00180715 43713.8 0
: 775 | 13.7965 17.224 0.0200334 0.0017548 43767 1
: 776 | 13.601 17.9652 0.0200139 0.00175385 43811.5 2
: 777 | 14.0445 17.0226 0.0200253 0.00175316 43782.5 3
: 778 Minimum Test error found - save the configuration
: 778 | 13.4936 16.5395 0.0200845 0.00181482 43788.4 0
: 779 | 13.0033 16.7495 0.0200505 0.00176209 43743.6 1
: 780 | 12.772 17.4981 0.0200745 0.00176104 43683.8 2
: 781 Minimum Test error found - save the configuration
: 781 | 12.7689 16.2598 0.0201132 0.00182368 43740.8 0
: 782 | 12.7687 16.3043 0.0200467 0.00175214 43728.9 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.8267 16.1842 0.0201195 0.00182779 43735.8 0
: 784 Minimum Test error found - save the configuration
: 784 | 12.4995 16.0856 0.0201584 0.00184241 43677.8 0
: 785 Minimum Test error found - save the configuration
: 785 | 12.0807 15.9892 0.0201102 0.00181891 43736.6 0
: 786 Minimum Test error found - save the configuration
: 786 | 12.1859 15.8365 0.0202015 0.00183664 43561.5 0
: 787 Minimum Test error found - save the configuration
: 787 | 12.2089 15.7994 0.0201254 0.00182497 43714.8 0
: 788 Minimum Test error found - save the configuration
: 788 | 11.8962 15.4841 0.0201259 0.00183192 43730.1 0
: 789 | 11.7703 15.6571 0.0200815 0.00176624 43679.3 1
: 790 Minimum Test error found - save the configuration
: 790 | 11.5659 15.3611 0.0201716 0.00184466 43651.5 0
: 791 Minimum Test error found - save the configuration
: 791 | 11.5078 15.2368 0.0201178 0.00182919 43743 0
: 792 | 11.3858 15.3308 0.0200358 0.001762 43778.5 1
: 793 Minimum Test error found - save the configuration
: 793 | 11.148 14.9168 0.0201055 0.00182242 43756.2 0
: 794 Minimum Test error found - save the configuration
: 794 | 10.9366 14.9107 0.0201153 0.00182387 43736.3 0
: 795 | 11.1392 14.953 0.020041 0.00176266 43767.6 1
: 796 | 11.1019 15.4101 0.0200549 0.00175791 43723.2 2
: 797 | 11.12 15.292 0.0200628 0.00175972 43708.5 3
: 798 | 10.8935 14.9786 0.0200585 0.0017545 43706.3 4
: 799 Minimum Test error found - save the configuration
: 799 | 10.7942 14.6749 0.0201633 0.00182171 43616.6 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.3317 14.1583 0.0201165 0.00182126 43727.2 0
: 801 | 10.3503 14.2866 0.0200523 0.00175781 43729 1
: 802 | 10.3453 15.2815 0.0200406 0.00175563 43751.8 2
: 803 | 10.2123 14.6873 0.0200478 0.00175638 43736.3 3
: 804 | 10.1133 14.2109 0.0201368 0.00176313 43540.5 4
: 805 Minimum Test error found - save the configuration
: 805 | 10.3447 13.9911 0.0201319 0.00182751 43705.3 0
: 806 | 10.3558 15.0191 0.0200537 0.00175652 43722.7 1
: 807 Minimum Test error found - save the configuration
: 807 | 9.87362 13.4104 0.0202002 0.0018848 43679 0
: 808 | 9.75883 13.5009 0.0202529 0.00175832 43255.9 1
: 809 | 9.54989 13.8103 0.0201225 0.00175709 43560.3 2
: 810 Minimum Test error found - save the configuration
: 810 | 9.43647 13.1509 0.0201534 0.00182442 43646.8 0
: 811 | 9.40272 13.8504 0.0200559 0.00175676 43717.9 1
: 812 Minimum Test error found - save the configuration
: 812 | 9.42328 13.0239 0.0202708 0.00183859 43402.3 0
: 813 | 9.26754 13.347 0.0200488 0.00175838 43738.7 1
: 814 | 9.30693 13.2737 0.0200298 0.0017551 43776.4 2
: 815 | 9.2453 13.4411 0.0200383 0.0017608 43769.8 3
: 816 Minimum Test error found - save the configuration
: 816 | 8.97729 12.8621 0.0200894 0.00181862 43785.8 0
: 817 | 9.05512 13.256 0.0200147 0.0017603 43825 1
: 818 Minimum Test error found - save the configuration
: 818 | 8.88115 12.6122 0.0201221 0.00182968 43733.9 0
: 819 | 8.6338 13.2547 0.0200872 0.00177159 43678.6 1
: 820 Minimum Test error found - save the configuration
: 820 | 8.87738 12.3889 0.0200904 0.00182003 43786.8 0
: 821 Minimum Test error found - save the configuration
: 821 | 8.4572 12.2134 0.0200973 0.00182161 43774.1 0
: 822 | 8.40042 12.784 0.0200174 0.0017606 43819.3 1
: 823 | 8.60218 12.5837 0.0200326 0.00176535 43794.3 2
: 824 | 8.73942 12.9376 0.0204734 0.00180446 42851.9 3
: 825 Minimum Test error found - save the configuration
: 825 | 8.34428 12.1043 0.0201737 0.00186372 43692 0
: 826 Minimum Test error found - save the configuration
: 826 | 8.00332 12.0945 0.0202264 0.00188916 43627.1 0
: 827 Minimum Test error found - save the configuration
: 827 | 7.99254 11.726 0.0202903 0.00182656 43328.1 0
: 828 | 7.97363 11.7656 0.0202489 0.00176045 43270.2 1
: 829 | 7.98909 11.7293 0.0200352 0.00175475 43762.5 2
: 830 | 7.96378 12.2512 0.0200553 0.00175667 43719.1 3
: 831 Minimum Test error found - save the configuration
: 831 | 8.22376 11.6427 0.0201223 0.00181824 43706.2 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.83287 11.3952 0.0201042 0.0018127 43736.1 0
: 833 | 7.77712 11.6148 0.0201377 0.00175591 43521.3 1
: 834 Minimum Test error found - save the configuration
: 834 | 7.55905 11.3034 0.0200924 0.00180566 43747.5 0
: 835 | 7.51796 11.4086 0.0200653 0.00174972 43678.7 1
: 836 | 7.6539 11.6743 0.0201454 0.00175856 43509.3 2
: 837 | 7.98319 11.3225 0.0201169 0.00175643 43571.8 3
: 838 | 7.66699 11.6657 0.0201662 0.00181142 43585.5 4
: 839 Minimum Test error found - save the configuration
: 839 | 7.52525 10.9666 0.0202646 0.00182844 43392.9 0
: 840 | 7.48548 11.313 0.020051 0.00174873 43710.5 1
: 841 | 7.28024 11.1847 0.0200374 0.0017493 43744.4 2
: 842 | 7.18939 11.0082 0.0200397 0.00175322 43748.2 3
: 843 Minimum Test error found - save the configuration
: 843 | 7.01613 10.4197 0.0201334 0.00182993 43707.5 0
: 844 | 6.83302 10.8151 0.020039 0.00176037 43767.1 1
: 845 | 6.97518 10.5462 0.0200409 0.00175987 43761.2 2
: 846 | 6.93317 10.5904 0.0200239 0.00176026 43802.8 3
: 847 | 6.86223 10.6492 0.0200268 0.00176058 43796.8 4
: 848 | 7.00201 10.9279 0.0200258 0.00175939 43796.3 5
: 849 | 6.9266 10.4735 0.0200333 0.00176264 43785.9 6
: 850 | 6.72856 10.6877 0.0200521 0.00176189 43739.2 7
: 851 | 6.84236 10.8522 0.0200238 0.00176009 43802.7 8
: 852 Minimum Test error found - save the configuration
: 852 | 6.78011 10.0733 0.0201111 0.00182524 43749.6 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.53284 9.90736 0.0201187 0.00181829 43714.8 0
: 854 | 6.67108 10.0768 0.0205443 0.0017732 42618.8 1
: 855 | 6.58878 10.7427 0.0200637 0.00176264 43713.2 2
: 856 | 6.54513 10.3387 0.0200413 0.00176141 43764 3
: 857 Minimum Test error found - save the configuration
: 857 | 6.43616 9.72218 0.020097 0.00182688 43787.4 0
: 858 | 6.34936 10.0458 0.0200349 0.00176193 43780.5 1
: 859 Minimum Test error found - save the configuration
: 859 | 6.20554 9.48603 0.0201607 0.00183833 43662.6 0
: 860 | 6.16695 10.0812 0.0200598 0.00175295 43699.5 1
: 861 Minimum Test error found - save the configuration
: 861 | 6.43224 9.42041 0.0201492 0.00182399 43655.7 0
: 862 | 6.08067 10.0276 0.0200725 0.0017577 43680.5 1
: 863 | 6.34296 10.0575 0.0200642 0.00175521 43694.5 2
: 864 Minimum Test error found - save the configuration
: 864 | 6.33486 9.34508 0.0201279 0.00182025 43697.5 0
: 865 | 6.18959 10.0219 0.0205128 0.00175205 42642.3 1
: 866 Minimum Test error found - save the configuration
: 866 | 6.05678 9.24173 0.0204648 0.00182051 42908.5 0
: 867 | 5.92011 9.34278 0.0202303 0.00193747 43733 1
: 868 Minimum Test error found - save the configuration
: 868 | 5.90509 9.03441 0.0202616 0.0019877 43778.3 0
: 869 | 5.98345 9.15873 0.0200325 0.00175472 43768.9 1
: 870 | 5.90893 9.16507 0.0202516 0.00176171 43266.9 2
: 871 Minimum Test error found - save the configuration
: 871 | 5.78015 8.79318 0.0200883 0.00182097 43794.1 0
: 872 | 5.76603 9.46642 0.0200354 0.00176138 43778.1 1
: 873 Minimum Test error found - save the configuration
: 873 | 5.70638 8.71803 0.0200731 0.00181478 43815.7 0
: 874 Minimum Test error found - save the configuration
: 874 | 5.53455 8.53383 0.0201925 0.00181685 43535.8 0
: 875 | 5.74708 8.69754 0.0202376 0.00177647 43334.2 1
: 876 | 5.6794 9.00589 0.0202045 0.00176006 43373.5 2
: 877 | 5.64383 8.64736 0.0203248 0.00179972 43184.7 3
: 878 Minimum Test error found - save the configuration
: 878 | 5.55379 8.16524 0.0206602 0.00187795 42593.5 0
: 879 | 5.63754 8.31065 0.0203728 0.00175638 42972.7 1
: 880 | 5.71571 8.37499 0.0201251 0.00178041 43609.3 2
: 881 | 5.7556 8.5037 0.0200424 0.00175411 43743.8 3
: 882 | 5.47815 8.64255 0.0200508 0.00175977 43737.3 4
: 883 | 5.49484 8.19099 0.0201663 0.00175135 43443 5
: 884 Minimum Test error found - save the configuration
: 884 | 5.44144 8.14796 0.020157 0.00182376 43636.7 0
: 885 | 5.72885 9.21369 0.0207466 0.00176462 42145.2 1
: 886 | 5.67418 8.64993 0.0200759 0.00176094 43680.2 2
: 887 Minimum Test error found - save the configuration
: 887 | 5.55202 8.05484 0.0201465 0.00184145 43703.7 0
: 888 Minimum Test error found - save the configuration
: 888 | 5.4009 7.86368 0.0201494 0.00184759 43711.4 0
: 889 | 5.09006 7.93881 0.0200766 0.00176618 43691 1
: 890 | 5.16257 8.05551 0.0200625 0.00176866 43730.7 2
: 891 Minimum Test error found - save the configuration
: 891 | 5.07326 7.82028 0.0201532 0.0018382 43680.1 0
: 892 | 5.14088 7.89491 0.0200852 0.00179174 43731.4 1
: 893 Minimum Test error found - save the configuration
: 893 | 5.13302 7.67646 0.0201541 0.00183919 43680.3 0
: 894 | 5.44229 7.83993 0.0200562 0.00176505 43736.9 1
: 895 | 5.40474 8.2327 0.0200223 0.00176151 43809.8 2
: 896 Minimum Test error found - save the configuration
: 896 | 5.30823 7.62628 0.0201123 0.00182273 43740.8 0
: 897 | 6.20081 8.04326 0.0200652 0.00176931 43725.7 1
: 898 | 5.99101 8.0649 0.0200274 0.00175928 43792 2
: 899 Minimum Test error found - save the configuration
: 899 | 5.1416 7.3348 0.0201215 0.00182199 43717.1 0
: 900 | 4.88699 7.46821 0.0200416 0.0017612 43762.6 1
: 901 Minimum Test error found - save the configuration
: 901 | 4.92918 7.2702 0.0200754 0.00181642 43814.2 0
: 902 Minimum Test error found - save the configuration
: 902 | 5.04871 7.17895 0.0200791 0.00180807 43785.1 0
: 903 | 4.88551 7.21813 0.0200213 0.00174992 43784.3 1
: 904 | 4.98683 7.44507 0.0200553 0.00174858 43699.9 2
: 905 | 4.82992 7.45009 0.0202406 0.00175807 43284.1 3
: 906 | 4.86112 7.78644 0.0202162 0.00175457 43333 4
: 907 Minimum Test error found - save the configuration
: 907 | 4.76534 7.04169 0.0202678 0.00183052 43390.4 0
: 908 | 4.77659 7.36078 0.0201903 0.00174867 43380.2 1
: 909 | 5.40526 9.09975 0.0204121 0.00175613 42881.7 2
: 910 | 5.23108 7.3695 0.0200572 0.0017555 43711.7 3
: 911 | 4.9718 7.21676 0.0200739 0.00175828 43678.5 4
: 912 Minimum Test error found - save the configuration
: 912 | 4.64478 6.77041 0.0201181 0.00182552 43733.5 0
: 913 | 4.96617 7.29752 0.0200675 0.00175608 43688.5 1
: 914 | 4.79524 7.25946 0.0200357 0.00175682 43766.4 2
: 915 Minimum Test error found - save the configuration
: 915 | 4.5624 6.6787 0.0201058 0.0018145 43736.7 0
: 916 Minimum Test error found - save the configuration
: 916 | 4.49553 6.65717 0.0201015 0.00180949 43734.9 0
: 917 Minimum Test error found - save the configuration
: 917 | 4.36563 6.60613 0.0201007 0.00181415 43748 0
: 918 Minimum Test error found - save the configuration
: 918 | 4.47049 6.3479 0.0200865 0.00182018 43796.4 0
: 919 | 4.35846 6.60136 0.0200632 0.00176343 43716.3 1
: 920 | 4.30933 6.53557 0.0200239 0.00175965 43801.4 2
: 921 Minimum Test error found - save the configuration
: 921 | 4.32266 6.29119 0.0200952 0.00182605 43789.5 0
: 922 | 4.32742 6.39561 0.0200257 0.00176292 43804.9 1
: 923 | 4.33774 6.46608 0.0200201 0.00176071 43813 2
: 924 | 4.36503 6.3111 0.0200702 0.00177545 43728.3 3
: 925 | 4.7314 7.24632 0.0202093 0.00176259 43368.2 4
: 926 | 4.61316 6.64099 0.020249 0.00181216 43391.3 5
: 927 Minimum Test error found - save the configuration
: 927 | 4.41727 6.09792 0.0203192 0.00184107 43294.4 0
: 928 | 4.15393 6.23618 0.0200677 0.00177036 43722.3 1
: 929 | 4.2848 6.29195 0.0202769 0.00175908 43201.6 2
: 930 | 4.39879 6.60248 0.0204218 0.00176177 42872.3 3
: 931 | 4.17549 6.55946 0.0200581 0.00175886 43717.6 4
: 932 | 4.18849 6.67063 0.0200652 0.00175543 43692.5 5
: 933 Minimum Test error found - save the configuration
: 933 | 4.07608 6.08713 0.0202588 0.00184594 43447.8 0
: 934 | 4.3998 6.10426 0.0204691 0.00178412 42815.1 1
: 935 | 4.23034 6.39854 0.0202977 0.00176426 43165.2 2
: 936 Minimum Test error found - save the configuration
: 936 | 4.45077 5.93539 0.020128 0.0018336 43729.3 0
: 937 | 4.31583 6.35935 0.0203501 0.00176302 43040.6 1
: 938 Minimum Test error found - save the configuration
: 938 | 4.1293 5.8271 0.0205749 0.0018749 42780.8 0
: 939 Minimum Test error found - save the configuration
: 939 | 4.02273 5.7049 0.0206164 0.00186577 42665.2 0
: 940 | 3.91188 6.29174 0.0201055 0.00180854 43723.1 1
: 941 | 3.89757 5.80965 0.0203179 0.00179759 43195.8 2
: 942 | 3.94904 5.73464 0.0200877 0.00175468 43637.1 3
: 943 | 3.90362 5.73888 0.0200954 0.00175028 43608.4 4
: 944 | 3.87035 5.70718 0.0200345 0.0017513 43756.1 5
: 945 | 4.07017 5.95519 0.020321 0.00177709 43140.8 6
: 946 Minimum Test error found - save the configuration
: 946 | 4.03451 5.59581 0.0201405 0.00182817 43686.3 0
: 947 | 3.85593 5.66203 0.0200425 0.00175434 43744.1 1
: 948 Minimum Test error found - save the configuration
: 948 | 3.86683 5.35682 0.0204778 0.00185498 42958.2 0
: 949 Minimum Test error found - save the configuration
: 949 | 3.68334 5.31467 0.0201988 0.00181717 43521.8 0
: 950 | 3.73312 5.52286 0.0201437 0.00175576 43506.8 1
: 951 | 3.85908 5.35112 0.0203536 0.00178284 43078.6 2
: 952 | 3.97296 5.91801 0.0201499 0.00177356 43534.3 3
: 953 Minimum Test error found - save the configuration
: 953 | 3.78482 5.22353 0.0202416 0.0018489 43495.5 0
: 954 | 3.77661 6.79704 0.0200822 0.00176597 43677.1 1
: 955 | 4.26211 5.70833 0.020048 0.0017647 43755.8 2
: 956 | 3.83703 5.25865 0.0200643 0.00176603 43720 3
: 957 Minimum Test error found - save the configuration
: 957 | 3.70429 5.19606 0.0204948 0.00189018 43000 0
: 958 | 3.80095 5.43788 0.0203069 0.00176137 43137.1 1
: 959 Minimum Test error found - save the configuration
: 959 | 3.68258 5.15386 0.0202548 0.00182461 43407 0
: 960 Minimum Test error found - save the configuration
: 960 | 3.74165 4.97436 0.0200851 0.00180832 43771.4 0
: 961 | 3.60053 5.18492 0.0200347 0.00175376 43761.4 1
: 962 | 4.06747 4.98756 0.0202606 0.00194113 43669.3 2
: 963 | 3.72111 5.2317 0.020058 0.00176556 43733.9 3
: 964 | 3.60317 5.20936 0.020113 0.00175786 43584.5 4
: 965 | 3.63413 5.37485 0.0201057 0.00175921 43605 5
: 966 | 3.74764 5.16986 0.0200985 0.00180899 43741 6
: 967 | 3.64317 5.0911 0.0200896 0.00175556 43634.6 7
: 968 Minimum Test error found - save the configuration
: 968 | 3.75704 4.83525 0.0200988 0.00182012 43766.9 0
: 969 | 3.53402 4.87481 0.020433 0.0017954 42924.1 1
: 970 | 3.39152 4.92875 0.0207012 0.00184125 42417.9 2
: 971 | 3.38481 4.91243 0.0205923 0.00181714 42609.4 3
: 972 | 3.49443 4.93416 0.0204303 0.00180084 42942.7 4
: 973 | 3.50169 4.88411 0.0201535 0.00176496 43505.4 5
: 974 | 3.70493 4.95915 0.0200555 0.00176513 43738.9 6
: 975 Minimum Test error found - save the configuration
: 975 | 3.52504 4.65912 0.0202218 0.00185299 43552 0
: 976 | 3.7346 5.23443 0.0200603 0.00176255 43721.2 1
: 977 | 3.73856 4.9727 0.0200443 0.00176151 43757 2
: 978 | 3.60727 4.99113 0.0200479 0.00175633 43736 3
: 979 | 3.40672 4.84357 0.0200357 0.00175685 43766.5 4
: 980 | 3.44899 4.83288 0.0200548 0.0017499 43704.2 5
: 981 | 3.46445 4.72048 0.0203135 0.00176046 43119.7 6
: 982 Minimum Test error found - save the configuration
: 982 | 3.46604 4.64127 0.0202116 0.00183381 43530.8 0
: 983 Minimum Test error found - save the configuration
: 983 | 3.37896 4.59559 0.0201715 0.00182642 43608.5 0
: 984 Minimum Test error found - save the configuration
: 984 | 3.36213 4.34126 0.0202597 0.00185498 43467.1 0
: 985 | 3.39032 4.51659 0.0201503 0.00185184 43719.5 1
: 986 | 3.5234 4.95577 0.0201762 0.0017578 43434.8 2
: 987 | 3.50466 4.60061 0.0201538 0.00175522 43481.6 3
: 988 | 3.61316 4.68965 0.0201071 0.00176 43603.6 4
: 989 | 3.88349 5.24185 0.0200475 0.00175499 43733.8 5
: 990 | 4.0647 4.52576 0.020036 0.00175545 43762.3 6
: 991 | 3.77396 5.32769 0.0200783 0.00175786 43667.1 7
: 992 | 3.45322 4.61211 0.0200841 0.00175232 43640 8
: 993 | 3.32586 4.54016 0.0200585 0.00176018 43719.9 9
: 994 | 3.54317 4.65875 0.0201539 0.00181263 43617.4 10
: 995 | 3.38008 5.03795 0.0206532 0.00179392 42419.4 11
: 996 | 3.40103 4.41295 0.0204644 0.00176564 42783.5 12
: 997 | 3.23461 4.8031 0.0203306 0.00176616 43093.1 13
: 998 | 3.41797 4.46788 0.0203618 0.00175568 42996.7 14
: 999 Minimum Test error found - save the configuration
: 999 | 3.31412 4.14973 0.0202938 0.00187677 43438 0
: 1000 | 3.20867 4.17264 0.0201802 0.00179416 43511.4 1
: 1001 | 3.31742 4.17699 0.020287 0.00175118 43159.8 2
: 1002 | 3.35839 4.8143 0.0207434 0.00177731 42180.6 3
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.42381 4.04915 0.0202591 0.00184351 43441.4 0
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.27488 4.0384 0.0205262 0.00189376 42935.9 0
: 1005 | 3.09776 4.19224 0.0200956 0.00176781 43649.6 1
: 1006 Minimum Test error found - save the configuration
: 1006 | 3.1757 3.91876 0.0201134 0.00183093 43757.7 0
: 1007 | 3.17471 4.33126 0.0203423 0.00178093 43100.3 1
: 1008 | 3.23752 4.46797 0.0204556 0.0017847 42847.4 2
: 1009 | 3.5099 4.04664 0.0203963 0.00177013 42950.3 3
: 1010 | 3.39993 4.32216 0.0201011 0.00176915 43639.8 4
: 1011 | 3.28002 4.35065 0.020045 0.00175269 43734.2 5
: 1012 | 3.24301 4.1309 0.0202482 0.00178612 43332 6
: 1013 | 3.47685 4.13785 0.0205714 0.00178247 42578.3 7
: 1014 | 3.38367 4.59532 0.0203076 0.00178189 43183.2 8
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.15343 3.81668 0.0204522 0.00185272 43011.9 0
: 1016 | 2.99441 4.01707 0.0202697 0.00183758 43402.5 1
: 1017 | 3.3956 4.54944 0.0201133 0.00176644 43604.1 2
: 1018 | 3.2792 3.85661 0.0202747 0.00181943 43348.2 3
: 1019 | 3.37748 4.22044 0.0208054 0.00183497 42170.8 4
: 1020 | 3.48034 4.07947 0.020447 0.00177824 42852.4 5
: 1021 | 3.50059 4.11275 0.020219 0.00176964 43361.9 6
: 1022 | 3.15174 3.86168 0.0203283 0.00176093 43086.3 7
: 1023 | 3.4694 4.52782 0.0204007 0.00179059 42987.4 8
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.57333 3.68346 0.0207199 0.00186469 42428.5 0
: 1025 | 3.1448 3.86932 0.020257 0.0018083 43363.6 1
: 1026 | 3.14966 3.71614 0.0204412 0.00177219 42851.8 2
: 1027 Minimum Test error found - save the configuration
: 1027 | 3.06278 3.47888 0.0204485 0.00186251 43043.1 0
: 1028 | 3.22518 4.06346 0.0201016 0.00179042 43689.3 1
: 1029 | 3.47015 5.10048 0.0212551 0.0017691 41055.1 2
: 1030 | 3.28552 3.92634 0.0200717 0.0017618 43692.2 3
: 1031 | 3.09879 3.64842 0.0200603 0.0017557 43704.9 4
: 1032 | 3.23242 4.45782 0.0201318 0.0017893 43614.6 5
: 1033 Minimum Test error found - save the configuration
: 1033 | 3.57665 3.43738 0.0206178 0.00193324 42816.1 0
: 1034 | 3.26951 3.4755 0.0201231 0.00175901 43563.3 1
: 1035 | 3.0748 4.32816 0.0202002 0.00180771 43496 2
: 1036 | 3.05868 3.88772 0.0202082 0.00176323 43372.3 3
: 1037 | 3.11243 3.8552 0.0200473 0.00176925 43768.4 4
: 1038 | 2.97479 4.01382 0.020048 0.00176307 43752 5
: 1039 | 3.15714 3.85081 0.0200388 0.00176348 43774.8 6
: 1040 | 2.97124 3.72013 0.0200295 0.00176294 43795.8 7
: 1041 | 2.92938 3.63611 0.020078 0.00179099 43746.9 8
: 1042 | 3.04184 3.72584 0.0202124 0.00176555 43367.8 9
: 1043 | 3.24904 3.46339 0.0200395 0.00176046 43765.9 10
: 1044 | 3.08383 3.85222 0.0200574 0.0017582 43717.6 11
: 1045 | 3.00904 3.46043 0.0200555 0.00175872 43723.6 12
: 1046 Minimum Test error found - save the configuration
: 1046 | 2.89922 3.28968 0.0204754 0.00188349 43029.5 0
: 1047 | 3.06628 3.80261 0.0206565 0.00177157 42361.9 1
: 1048 | 3.0482 4.21427 0.0203272 0.00175981 43086.2 2
: 1049 | 3.02565 3.406 0.0200479 0.00175462 43732 3
: 1050 | 3.16008 3.99499 0.0202749 0.00175016 43185.5 4
: 1051 | 3.00714 3.41105 0.0202798 0.00177822 43239.5 5
: 1052 Minimum Test error found - save the configuration
: 1052 | 2.87354 3.24293 0.0202139 0.00182119 43495.4 0
: 1053 | 2.96323 3.45692 0.0200573 0.00175839 43718.4 1
: 1054 | 2.84926 3.80103 0.0200558 0.00175409 43711.6 2
: 1055 | 2.95781 3.27091 0.020067 0.00175747 43693.1 3
: 1056 | 3.19444 5.21663 0.0200546 0.00175884 43725.9 4
: 1057 | 3.64244 3.58532 0.0204609 0.00177451 42811.8 5
: 1058 | 3.4344 3.25697 0.0201011 0.00178651 43681.1 6
: 1059 | 2.82841 3.35413 0.020208 0.00176662 43380.6 7
: 1060 | 2.98819 3.74969 0.0202318 0.00179746 43397.3 8
: 1061 | 3.26859 3.94266 0.0201482 0.00175781 43501 9
: 1062 Minimum Test error found - save the configuration
: 1062 | 3.14929 3.19749 0.0201067 0.00181963 43746.8 0
: 1063 | 2.87068 3.26991 0.0200491 0.00176391 43751.2 1
: 1064 | 2.93768 3.71885 0.0200468 0.00176208 43752.3 2
: 1065 | 2.97083 3.36192 0.0201608 0.00179095 43549.7 3
: 1066 | 3.04197 3.49012 0.0203588 0.00177356 43045 4
: 1067 Minimum Test error found - save the configuration
: 1067 | 3.05672 2.86026 0.0203982 0.00182711 43077.7 0
: 1068 | 3.10603 3.29637 0.020205 0.00184144 43564.6 1
: 1069 | 2.88449 4.01918 0.0203768 0.00179741 43058.4 2
: 1070 | 2.97807 3.34364 0.0200746 0.00174903 43654.8 3
: 1071 | 3.12106 3.50221 0.0203054 0.0017782 43179.8 4
: 1072 | 2.87393 2.91962 0.020149 0.001768 43523.2 5
: 1073 | 2.90826 3.29161 0.0202848 0.00180763 43296.8 6
: 1074 | 3.06053 3.26664 0.0201588 0.00175733 43474.8 7
: 1075 Minimum Test error found - save the configuration
: 1075 | 2.97935 2.76485 0.0202008 0.00187279 43649.1 0
: 1076 | 2.74949 3.00321 0.0203478 0.00181324 43162.6 1
: 1077 | 2.76284 3.75591 0.0207943 0.00180912 42138.1 2
: 1078 Minimum Test error found - save the configuration
: 1078 | 3.00913 2.73577 0.0203661 0.0018517 43209.6 0
: 1079 | 2.90364 3.01716 0.0202612 0.00175591 43230.9 1
: 1080 | 2.84249 3.41706 0.0201644 0.00176658 43483.3 2
: 1081 | 2.8573 3.42383 0.0204284 0.00175777 42848.1 3
: 1082 | 2.95876 3.1107 0.0202233 0.0017991 43421.1 4
: 1083 | 3.17127 3.26207 0.0202854 0.00175889 43181.4 5
: 1084 | 2.91564 2.7548 0.0203094 0.00175846 43124.6 6
: 1085 Minimum Test error found - save the configuration
: 1085 | 2.63022 2.66906 0.0203531 0.00186599 43273.3 0
: 1086 | 3.10333 2.86337 0.0200994 0.00175565 43611.6 1
: 1087 | 2.9523 3.05621 0.0202345 0.00180564 43410.1 2
: 1088 | 2.96621 3.82134 0.0204023 0.0017658 42926.6 3
: 1089 | 2.9107 3.10267 0.0201393 0.00176662 43542.9 4
: 1090 | 2.7802 2.77409 0.0201095 0.00176132 43601.1 5
: 1091 Minimum Test error found - save the configuration
: 1091 | 2.70558 2.65986 0.0201114 0.00182448 43747.2 0
: 1092 | 2.6448 3.0589 0.0201057 0.00177852 43651.1 1
: 1093 | 2.72808 2.74342 0.0203461 0.00179008 43112.8 2
: 1094 | 2.90448 3.26391 0.0206789 0.00182352 42428.3 3
: 1095 | 2.99675 3.1053 0.0203677 0.00177969 43038.5 4
: 1096 | 2.82435 2.85928 0.0200663 0.00175842 43696.9 5
: 1097 | 2.94319 2.67707 0.0201699 0.00175551 43444.3 6
: 1098 | 3.07322 3.0122 0.0200534 0.00175203 43712.7 7
: 1099 | 2.83008 3.95183 0.0205372 0.0017939 42681.9 8
: 1100 | 2.67822 3.34195 0.020666 0.00184085 42496.4 9
: 1101 | 2.97088 2.72336 0.0206136 0.0017901 42500 10
: 1102 Minimum Test error found - save the configuration
: 1102 | 2.66188 2.52638 0.020367 0.00185502 43215.3 0
: 1103 | 3.01155 3.18843 0.0202364 0.00176536 43311 1
: 1104 | 2.71885 3.00051 0.0201103 0.00176305 43603.3 2
: 1105 Minimum Test error found - save the configuration
: 1105 | 2.73591 2.50832 0.0201341 0.0018587 43774.7 0
: 1106 | 2.7002 2.7081 0.0203577 0.00176876 43036.3 1
: 1107 | 2.85017 3.38001 0.0201747 0.00176074 43445.3 2
: 1108 | 2.78494 2.55451 0.0203389 0.00176376 43068.3 3
: 1109 | 2.71632 3.12003 0.0200899 0.00175276 43627.4 4
: 1110 | 3.16531 2.9918 0.020346 0.00180026 43136.7 5
: 1111 Minimum Test error found - save the configuration
: 1111 | 2.97087 2.45167 0.0201922 0.00182484 43555.6 0
: 1112 | 2.60355 2.50464 0.0200664 0.00176061 43702 1
: 1113 | 2.54376 2.96916 0.0200737 0.00178101 43733.3 2
: 1114 | 2.77186 2.89815 0.0200657 0.00175793 43697.4 3
: 1115 | 2.58652 2.73506 0.020068 0.00175912 43694.6 4
: 1116 Minimum Test error found - save the configuration
: 1116 | 2.82496 2.31503 0.0201083 0.00181922 43742 0
: 1117 | 2.74168 2.90157 0.0200454 0.00175765 43745.2 1
: 1118 | 2.51176 4.00704 0.0201409 0.00176812 43542.7 2
: 1119 | 3.03618 2.55498 0.0202517 0.00178949 43331.7 3
: 1120 | 2.66116 2.61177 0.0204165 0.00176394 42889.5 4
: 1121 | 3.00965 2.56116 0.0204562 0.00180217 42886.2 5
: 1122 | 3.0625 3.75816 0.0204635 0.00176149 42776.2 6
: 1123 | 2.88666 2.6576 0.0204265 0.00178135 42906.6 7
: 1124 | 2.54231 2.73598 0.020225 0.00176346 43333.4 8
: 1125 | 2.44231 2.73459 0.0201498 0.00175906 43500.1 9
: 1126 | 2.45201 2.82465 0.0200726 0.00175651 43677.5 10
: 1127 | 2.54248 2.42056 0.0201867 0.00176633 43430.3 11
: 1128 | 2.47016 2.53962 0.0206089 0.00182988 42600.8 12
: 1129 | 2.38268 2.44496 0.0204067 0.00176828 42922.1 13
: 1130 | 2.59925 2.55821 0.0200531 0.00176378 43741.4 14
: 1131 | 2.55367 2.59723 0.0200573 0.00177202 43751.1 15
: 1132 | 2.73554 2.74944 0.020135 0.00176885 43558.3 16
: 1133 | 2.68556 2.54814 0.0200421 0.00176557 43772.1 17
: 1134 | 2.52258 2.47147 0.0200724 0.0017645 43696.9 18
: 1135 | 2.54757 2.67188 0.0200351 0.00176104 43778 19
: 1136 | 2.63764 2.78828 0.0200363 0.0017639 43781.8 20
: 1137 Minimum Test error found - save the configuration
: 1137 | 2.5743 2.19951 0.0201074 0.00183887 43791.1 0
: 1138 | 2.48438 2.23196 0.0200456 0.00175699 43743.1 1
: 1139 | 2.50812 2.26597 0.0200665 0.00175755 43694.4 2
: 1140 | 2.3988 2.24899 0.0200386 0.00175805 43762.4 3
: 1141 | 2.7672 3.06409 0.0200539 0.00176427 43740.6 4
: 1142 | 2.49905 2.42566 0.0200843 0.00176461 43669 5
: 1143 | 2.42701 2.41776 0.0200668 0.00178464 43758.5 6
: 1144 | 2.26582 2.24235 0.0200333 0.00176428 43790 7
: 1145 | 2.32819 2.25052 0.0200451 0.00176354 43759.9 8
: 1146 | 2.38829 2.61112 0.0201128 0.00176481 43601.4 9
: 1147 Minimum Test error found - save the configuration
: 1147 | 2.71251 2.10665 0.0201008 0.00183197 43790.4 0
: 1148 | 2.56397 2.40861 0.020487 0.00176022 42719.5 1
: 1149 | 2.55242 2.99103 0.0200648 0.00175967 43703.6 2
: 1150 | 2.53052 2.44638 0.0200564 0.00175887 43721.8 3
: 1151 | 2.36129 2.75405 0.0200417 0.00175605 43750.1 4
: 1152 | 2.30106 2.27284 0.0200533 0.00175628 43722.9 5
: 1153 | 2.28835 2.14929 0.0200647 0.00175706 43697.6 6
: 1154 Minimum Test error found - save the configuration
: 1154 | 2.32858 2.0616 0.0201066 0.00182104 43750.5 0
: 1155 | 2.28245 2.19923 0.0201625 0.00180627 43581.8 1
: 1156 | 2.38727 2.77806 0.0202008 0.00175311 43365.8 2
: 1157 | 2.61021 2.4986 0.0209687 0.00176336 41655.1 3
: 1158 | 2.53941 2.59597 0.020405 0.00180555 43012.1 4
: 1159 | 2.53249 2.63389 0.0200503 0.0017649 43750.8 5
: 1160 | 2.39348 2.24444 0.0200488 0.00176513 43755 6
: 1161 | 2.30038 2.13197 0.0204918 0.00181558 42835.3 7
: 1162 Minimum Test error found - save the configuration
: 1162 | 2.21969 1.9774 0.0206437 0.00187006 42613 0
: 1163 | 2.20889 2.16481 0.0203089 0.00190977 43480.4 1
: 1164 | 2.32653 2.11805 0.0202989 0.00175782 43147.4 2
: 1165 | 2.26223 2.61923 0.0203169 0.00186365 43352.9 3
: 1166 | 2.59301 2.86154 0.0206764 0.00184185 42475.2 4
: 1167 | 2.39489 2.21164 0.0202088 0.00175636 43354.8 5
: 1168 | 2.45742 2.7258 0.0202361 0.0017857 43359.5 6
: 1169 | 2.47938 2.08631 0.0200606 0.0017639 43723.7 7
: 1170 | 2.25795 2.35353 0.0205688 0.00182589 42682.7 8
: 1171 | 2.33921 2.38906 0.0208707 0.00178716 41921 9
: 1172 | 2.37002 2.34399 0.0201553 0.00175633 43480.6 10
: 1173 | 2.42741 2.58076 0.0200421 0.00174997 43734.7 11
: 1174 | 2.37753 2.26267 0.0200588 0.00177748 43760.5 12
: 1175 | 2.22445 2.16696 0.0202566 0.0017593 43249.6 13
: 1176 | 2.40448 2.17977 0.0200526 0.00175764 43727.8 14
: 1177 | 2.49342 2.82323 0.0202598 0.00176322 43251.3 15
: 1178 | 2.31353 3.17049 0.0200462 0.00175709 43741.9 16
: 1179 | 2.25997 2.02334 0.0201856 0.00175132 43397.5 17
: 1180 | 2.74518 2.558 0.020345 0.00180582 43151.9 18
: 1181 | 2.36208 2.385 0.0203127 0.00179 43190.3 19
: 1182 | 2.36099 2.04294 0.0204332 0.00181567 42970.2 20
: 1183 | 2.27988 2.15749 0.0203871 0.00176421 42957.8 21
:
: Elapsed time for training with 1000 events: 23.9 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: 0.0289 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.58 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.354 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= 3.72139e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.30469e+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: 0.0705 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: 0.0918 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: 0.00483 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: 2.1 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: 0.0447 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00684 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: 0.0954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0134 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: 0.00655 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00224 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: 0.23 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0277 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.09 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.234 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU :-0.000247 0.00357 1.51 1.22 | 3.276 3.288
: 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 : 0.0123 0.0292 1.43 1.12 | 3.293 3.302
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:561
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4089
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4626
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:950
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:414
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.