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Reference Guide
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: 0.6 sec
: Elapsed time for training with 1000 events: 0.607 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00701 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: 0.00139 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00971 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: 0.000391 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00193 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33473.8
: --------------------------------------------------------------
: 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 | 34692.6 32970.3 0.0195287 0.00181043 45151.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 34103.9 32281.6 0.0197269 0.00180232 44631.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 33413.6 31555.5 0.019865 0.00181521 44321.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 32743.6 30887.8 0.0199463 0.00180867 44107.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 32038.7 30156.3 0.0199751 0.00182698 44081.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 31160.2 29311.4 0.0199958 0.00186498 44123.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 30329.8 28664.3 0.0199629 0.00181874 44091.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 29808.4 28263.3 0.0199383 0.00183437 44189.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 29431.7 27926.1 0.0197702 0.0017935 44502.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 29098.9 27615.7 0.0197394 0.00176582 44509.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 28790.4 27322.7 0.0197691 0.00176337 44430.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 28499.2 27039.3 0.0197311 0.0017664 44531.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 28215.5 26767.7 0.0197607 0.00177925 44490.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 27941.4 26505 0.0197584 0.00177072 44474.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 27676.6 26247.6 0.0197234 0.00176145 44538.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 27414.3 26000.3 0.0197378 0.00176806 44519.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 27163.4 25754 0.0200581 0.00185863 43957.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 26914.8 25512.4 0.0198308 0.00177169 44298.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 26668.6 25278.2 0.0197514 0.00176892 44487.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 26430.4 25045.2 0.0197676 0.00176871 44447.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 26196 24814.3 0.0197464 0.00177614 44518 0
: 22 Minimum Test error found - save the configuration
: 22 | 25959.7 24592.4 0.0197503 0.00177816 44513.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 25733.7 24369.3 0.0197965 0.00177818 44399.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 25507.7 24149.4 0.0197574 0.00177629 44491.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 25284.1 23933.9 0.0197641 0.00177885 44480.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 25062.9 23723.1 0.0197818 0.00178175 44444.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 24848.9 23510.1 0.0197784 0.00178132 44451.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 24632.2 23303.4 0.0197698 0.00177686 44461.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24425.4 23092.4 0.0197758 0.0017699 44429.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 24209.7 22893.5 0.0197736 0.00177107 44438.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 24003.7 22695.6 0.0200999 0.00186481 43871.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 23800.9 22497.3 0.0199271 0.00181677 44173.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 23598.8 22300.9 0.019885 0.00181865 44281.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 23399.3 22106.1 0.0198783 0.00179792 44246.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 23201.8 21913.2 0.0199052 0.00179092 44164 0
: 36 Minimum Test error found - save the configuration
: 36 | 23005.2 21723.8 0.0198205 0.00177897 44342 0
: 37 Minimum Test error found - save the configuration
: 37 | 22813 21534.6 0.0198233 0.00178045 44338.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 22619.2 21351.1 0.019886 0.00178395 44194 0
: 39 Minimum Test error found - save the configuration
: 39 | 22429.5 21170.1 0.0198299 0.00178222 44327.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 22246.7 20983.9 0.0198309 0.00177901 44316.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22058.5 20803.8 0.0198374 0.00178536 44316.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 21876.6 20623.4 0.0199146 0.00180974 44186.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 21692.8 20448.4 0.0199527 0.00181531 44107.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 21512.4 20276.1 0.0199101 0.00180542 44187.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 21336.6 20102.2 0.0199049 0.00178839 44158.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 21159.5 19931.7 0.0199016 0.00179691 44187.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 20986.5 19760.9 0.0199748 0.00181313 44048.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 20811.3 19595.6 0.0199487 0.00179661 44072.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 20644.6 19425.1 0.0198944 0.00178747 44182 0
: 50 Minimum Test error found - save the configuration
: 50 | 20470.8 19261.3 0.019857 0.00178242 44261.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 20302.2 19090.2 0.0198937 0.00178775 44184.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 20129 18918.5 0.01996 0.00181394 44086.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 19964.8 18757.4 0.0199303 0.00179486 44112.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 19798.3 18598.9 0.0200438 0.0018694 44017.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 19636.5 18431.2 0.0199594 0.00178646 44021.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 19472.5 18277 0.019946 0.00180563 44100.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 19310.1 18115.4 0.0199935 0.00181288 44002.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 19149.2 17961.7 0.0201128 0.00182778 43751.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 18990.7 17803.5 0.0199885 0.00180284 43990.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 18836.2 17645.3 0.020008 0.00180511 43949.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 18673.7 17496.4 0.0199933 0.00180157 43975.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 18521.5 17340.1 0.0199896 0.00180334 43989.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 18362.7 17192.3 0.0200185 0.00180222 43916.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 18212 17042.6 0.0199887 0.00180299 43990.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 18059.1 16892.2 0.0200278 0.00181195 43917.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 17906.9 16746.2 0.0200266 0.00180638 43907.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 17755.2 16604.3 0.020056 0.00183454 43904.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 17609.9 16457.4 0.0200319 0.0018054 43892.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 17460.1 16315 0.0200472 0.00180615 43857.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 17312.4 16173.9 0.0200276 0.00180726 43906.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 17169.7 16031.1 0.0200823 0.00184434 43864.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 17024.6 15889.8 0.0201037 0.00181257 43737 0
: 73 Minimum Test error found - save the configuration
: 73 | 16881.6 15748.3 0.0200596 0.00181201 43841.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 16736 15611.6 0.0200758 0.00181429 43807.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16595.8 15474.2 0.0200845 0.0018112 43779.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 16457.3 15336.4 0.0201517 0.00184343 43696.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 16318.1 15200.2 0.0201138 0.00181576 43720.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 16178.6 15069.3 0.0201287 0.00182375 43704.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 16043.3 14936 0.0201944 0.00183688 43578.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 15908.7 14804.2 0.0201626 0.00184585 43675.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 15774.7 14673.5 0.0201874 0.00183868 43599.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 15642.6 14543.7 0.0202162 0.00184447 43545.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 15508.9 14418.9 0.0201756 0.00184313 43638.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 15382.2 14289.5 0.0201493 0.00183374 43678.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 15252.8 14162.3 0.0202298 0.00185656 43541.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 15123.5 14038.7 0.0202016 0.00182685 43537.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 14998.5 13914.1 0.020337 0.00186974 43319.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 14873.5 13790.1 0.0202113 0.00187821 43637 0
: 89 Minimum Test error found - save the configuration
: 89 | 14746.3 13671.4 0.0202468 0.00185638 43500.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 14626.6 13548.9 0.0202833 0.00184897 43397.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 14501 13433.1 0.0202829 0.00185901 43421.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 14382.1 13314.3 0.0202951 0.00184858 43368.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 14262.5 13196.2 0.0201797 0.00181411 43559.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 14141.9 13081.9 0.0202602 0.00182164 43387.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 14026.7 12964.4 0.0201754 0.00181916 43582 0
: 96 Minimum Test error found - save the configuration
: 96 | 13908.5 12850.1 0.0201543 0.0018159 43624.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 13791.8 12738.2 0.020222 0.00182763 43491.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 13679.4 12623.5 0.0201531 0.00180785 43607.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13562.9 12513.9 0.0202309 0.0018358 43489.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 13451.3 12403.2 0.0202936 0.00189347 43478 0
: 101 Minimum Test error found - save the configuration
: 101 | 13340.6 12292.2 0.0202486 0.00183602 43448.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 13228.1 12184.1 0.0202379 0.00183884 43480.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 13117.8 12077.7 0.0202134 0.00183178 43521.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 13010.2 11970.1 0.0201978 0.0018311 43557.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 12902.9 11862.5 0.020172 0.00182833 43611.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 12793.4 11759.3 0.0202307 0.00185266 43530.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 12690 11653.2 0.0205312 0.00192058 42986.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 12581.7 11552.3 0.0203967 0.00187355 43189.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 12478.9 11450 0.020244 0.00182989 43444.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 12376.8 11346.7 0.0202186 0.00182565 43495 0
: 111 Minimum Test error found - save the configuration
: 111 | 12271.5 11248.5 0.0201888 0.00182278 43558.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 12171.3 11148.7 0.0201996 0.00182159 43530.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 12070.2 11050.2 0.020222 0.00182331 43481.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 11971 10951.6 0.020221 0.00183313 43506.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 11871.8 10854.1 0.0201986 0.00183285 43559.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 11772.6 10759 0.0202125 0.00183478 43531 0
: 117 Minimum Test error found - save the configuration
: 117 | 11676.5 10662.7 0.0201991 0.00182386 43536.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 11579.8 10567.5 0.0202253 0.001835 43501.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 11484.7 10472.1 0.020206 0.0018354 43547.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 11388.7 10379.4 0.0202766 0.00183778 43386.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 11294.7 10287.5 0.0202039 0.00183402 43549.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 11202.5 10194.6 0.020238 0.00183592 43473.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 11109.5 10103.2 0.0202148 0.00182544 43503.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 11017.3 10013.5 0.0202171 0.00182637 43500.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 10928 9922.26 0.0202103 0.00182354 43509.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 10835.4 9835.55 0.0202227 0.00182528 43484.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 10747.7 9746.85 0.0202141 0.00182364 43500.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 10657.8 9660.99 0.0202455 0.00185158 43492.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 10571.1 9573.86 0.0202218 0.00183061 43499.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 10483.6 9488.1 0.020255 0.00183077 43421 0
: 131 Minimum Test error found - save the configuration
: 131 | 10397.4 9402.95 0.0202521 0.00183705 43442.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 10313.3 9316.28 0.0202293 0.00183922 43501.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 10225.6 9234.59 0.0202141 0.00183514 43527.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 10143.7 9150.1 0.0202651 0.0018389 43416.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 10059.3 9067.42 0.0202222 0.00183868 43517.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 9975.57 8986.98 0.020236 0.00183761 43482 0
: 137 Minimum Test error found - save the configuration
: 137 | 9894.88 8905.17 0.0202315 0.00183736 43492.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 9811.84 8826.64 0.0202315 0.00182623 43465.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 9733.9 8744.55 0.0202462 0.00182961 43439.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 9652.06 8665.88 0.0202185 0.00182643 43497 0
: 141 Minimum Test error found - save the configuration
: 141 | 9572.81 8587.69 0.0202255 0.00182571 43478.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 9492.75 8512.61 0.0202227 0.00181661 43463.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 9418.22 8432.6 0.0202227 0.00182531 43484.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9339.34 8355.6 0.0202507 0.00182745 43423.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 9261.79 8280.6 0.0202244 0.00182588 43481.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 9185.46 8206.52 0.0202195 0.0018188 43476.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 9110.94 8131.8 0.0202655 0.00187226 43494.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 9036.58 8056.94 0.0202524 0.00185865 43493 0
: 149 Minimum Test error found - save the configuration
: 149 | 8961.67 7983.87 0.0202491 0.00183653 43448.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 8888.6 7910.68 0.0202489 0.00183968 43456.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 8815.94 7837.76 0.0202301 0.00183653 43493.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 8743.65 7765.39 0.0202349 0.00183654 43482.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 8670.83 7695.42 0.0202295 0.00183701 43496.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8601.05 7623.79 0.0202241 0.00182654 43484.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 8529.56 7554.54 0.0202259 0.00182456 43475.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 8459.47 7485.79 0.0202353 0.00182678 43458.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 8390.77 7416.57 0.0203573 0.00183814 43198.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 8321.45 7348.75 0.0202394 0.0018233 43440.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 8253.03 7281.93 0.0202291 0.00182388 43466 0
: 160 Minimum Test error found - save the configuration
: 160 | 8185.49 7215.65 0.0202299 0.00182423 43464.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 8120.2 7146.95 0.0202357 0.00181822 43436.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 8052.48 7080.82 0.0202405 0.00182519 43442.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 7986.75 7015.01 0.0205343 0.00192324 42985.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 7920.47 6951.15 0.0203267 0.0018401 43274.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 7856.31 6886.7 0.0202239 0.00183348 43500.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 7791.61 6823.53 0.0202437 0.00183364 43454.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 7728.97 6759.14 0.0202353 0.00183382 43474.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 7664.47 6697.27 0.0202202 0.00182089 43480 0
: 169 Minimum Test error found - save the configuration
: 169 | 7602.17 6635.29 0.0202426 0.00183582 43462.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 7540.23 6573.5 0.0202719 0.00186127 43453.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 7479.13 6511.29 0.0202174 0.00182264 43490.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 7416.97 6451.22 0.0202343 0.00182362 43453.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 7356.68 6391.12 0.0202586 0.001837 43427.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 7295.78 6332.84 0.0202565 0.00183609 43430.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 7238.02 6271.85 0.0202749 0.00182978 43371.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 7177.13 6214.22 0.0202882 0.00185086 43390.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7120.17 6154.36 0.0203063 0.00185907 43366.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 7059.86 6098.35 0.0203298 0.00185963 43313.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 7003.82 6040.09 0.0202885 0.00184761 43381.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 6947.34 5981.9 0.020262 0.00183815 43421.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 6889.46 5924.99 0.0202189 0.00183676 43520.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 6832.71 5869.89 0.0202563 0.00183475 43427.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 6777.04 5814.79 0.020247 0.00182392 43423.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 6721.72 5760.32 0.0203083 0.00183461 43304.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 6666.81 5706.13 0.02025 0.00182525 43419.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 6612.41 5652.95 0.0202077 0.00181512 43495.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 6559.51 5597.52 0.0202276 0.00182162 43464.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 6504.22 5545.76 0.0202378 0.00182315 43443.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 6452.65 5492.19 0.0202362 0.00182812 43459.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 6400.03 5439.02 0.0202556 0.00182746 43411.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6346.46 5388.24 0.0202597 0.0018364 43423.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 6295.42 5336.45 0.0202247 0.00183271 43497.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 6244.02 5285.5 0.0202635 0.00185281 43452.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6192.78 5235.25 0.0202356 0.00183104 43467.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 6141.75 5186.1 0.020278 0.00185965 43434.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 6093.31 5135.12 0.0203384 0.0019245 43445.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6041.6 5087.51 0.0204139 0.00185983 43117.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5993.84 5038.41 0.0202632 0.00183398 43409.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 5944.61 4989.76 0.0202424 0.00182702 43441.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 5895.25 4942.93 0.0202737 0.00184104 43401.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 5848.12 4894.91 0.0202741 0.00182675 43366.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 5799.24 4849.32 0.0202478 0.00182777 43431 0
: 203 Minimum Test error found - save the configuration
: 203 | 5753.49 4801.43 0.0202312 0.00182311 43459.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5706.39 4754.29 0.0202431 0.00181617 43414.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 5659.15 4708.73 0.020289 0.00186629 43424.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 5613.51 4662.69 0.0202276 0.00183428 43494.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 5567.59 4617.38 0.0203727 0.00185064 43191.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 5521.41 4574.03 0.020255 0.00183616 43433.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 5476.61 4530.08 0.0202552 0.00185499 43477.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 5432.96 4485.39 0.0202362 0.00183241 43469.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 5387.93 4441.64 0.0202404 0.00182496 43441.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 5344.34 4398.11 0.0202629 0.00182686 43393.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 5299.45 4356.8 0.0202396 0.0018233 43439.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 5256.67 4314.83 0.0202435 0.00182192 43427.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 5214.67 4271.53 0.0202433 0.00181632 43414.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 5171.15 4230.18 0.0202558 0.00182505 43405.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 5129.45 4188.38 0.0202448 0.0018258 43433.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 5086.46 4148.2 0.0202657 0.00182717 43387.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 5046.12 4106.66 0.0202507 0.00182582 43419.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 5004.25 4066.6 0.0205906 0.0019328 42877.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4962.57 4027.72 0.0202893 0.00183744 43356 0
: 222 Minimum Test error found - save the configuration
: 222 | 4922.73 3988.42 0.0202333 0.00183939 43492.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4882.29 3949 0.0202501 0.00184057 43455.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 4842.53 3909.96 0.0202588 0.00183857 43430.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 4802.38 3872.02 0.0202297 0.00183089 43481.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 4763.39 3834.02 0.0202482 0.00182656 43427.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 4724.17 3796.36 0.0202499 0.00182656 43423.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4686.29 3758.06 0.0202348 0.0018257 43456.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 4647.59 3720.45 0.020236 0.00182056 43441.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 4608.53 3685.06 0.0202537 0.00183014 43422.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 4571.04 3648.79 0.0202357 0.00182599 43455.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 4534.66 3611.28 0.020233 0.00182605 43461.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 4496.16 3576.33 0.0202412 0.00182613 43442.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 4459.77 3541.12 0.0202349 0.0018349 43478.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 4423.5 3505.24 0.020247 0.00183759 43456.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 4386.7 3470.24 0.0202698 0.00183867 43404.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 4350.63 3435.58 0.0202514 0.00183654 43443.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 4314.85 3402.06 0.02077 0.00193549 42475.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4280.18 3366.68 0.0203047 0.00183336 43310.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 4244.89 3332.6 0.0202722 0.00182886 43376.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 4208.07 3301.22 0.0203351 0.00185974 43301 0
: 242 Minimum Test error found - save the configuration
: 242 | 4175 3267.73 0.0202924 0.00184292 43361.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 4140.51 3234.55 0.0202775 0.00184499 43401.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 4106.05 3202.42 0.0203329 0.00185571 43296.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 4072.25 3170.5 0.020348 0.00186149 43274.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 4039.82 3137.05 0.0211865 0.00192519 41534 0
: 247 Minimum Test error found - save the configuration
: 247 | 4004.9 3106.68 0.0204908 0.00188491 42997 0
: 248 Minimum Test error found - save the configuration
: 248 | 3972.26 3075.83 0.0203518 0.00186238 43268 0
: 249 Minimum Test error found - save the configuration
: 249 | 3940.16 3044.23 0.0207433 0.00193557 42535.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3907.36 3013.88 0.0203644 0.00183362 43171.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3875.15 2982.84 0.0202877 0.00182956 43341.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3842.73 2953.32 0.020276 0.00184066 43394.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3811.8 2922.77 0.0202441 0.00183629 43459.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3779.48 2894.46 0.0202585 0.00183123 43413.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 3749.01 2864.72 0.0202705 0.0018363 43397.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 3717.86 2835.36 0.0203762 0.00185497 43193.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3687.59 2806.01 0.0202819 0.00183674 43371.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 3656.17 2778.18 0.0202858 0.00183053 43348.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 3627.35 2748.49 0.0202604 0.00183002 43406.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3596.4 2720.73 0.0202558 0.00182849 43413.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 3566.09 2693.97 0.0202494 0.00182063 43410.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 3537.53 2665.56 0.0202645 0.00183141 43400.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 3507.8 2638.17 0.0202787 0.00182899 43361.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 3478.19 2611.91 0.0202576 0.00182214 43394.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 3449.66 2585.45 0.0203005 0.00183586 43326.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 3421.9 2557.99 0.0202611 0.00183888 43425.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 3392.32 2532.4 0.0202612 0.00183939 43426.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 3363.94 2507.05 0.0202473 0.00183112 43440 0
: 269 Minimum Test error found - save the configuration
: 269 | 3336.97 2480.63 0.0207129 0.00194834 42633.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 3308.66 2455.53 0.0204216 0.00188767 43164.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 3281.89 2428.94 0.0202923 0.00184202 43359.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 3253.52 2404.43 0.0203056 0.00183802 43319.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 3226.93 2379.24 0.0202595 0.0018251 43397.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3199.81 2354.1 0.0202892 0.00183913 43360.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 3173.12 2329.81 0.020277 0.00183756 43385.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 3146.23 2305.68 0.0202669 0.00182357 43376.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 3119.59 2282.28 0.0202895 0.00184229 43367.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 3094.28 2258 0.0208332 0.00185785 42159.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 3067.68 2234.95 0.0203193 0.00188415 43395.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 3042.1 2211.66 0.0202511 0.00183524 43440.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 3016.35 2188.78 0.0205971 0.00192083 42835.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2991.28 2165.78 0.0202997 0.00182823 43310.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2966.03 2143.25 0.0202694 0.0018209 43363.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2941.06 2119.98 0.0202643 0.00182361 43382.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2916.17 2097.23 0.0202532 0.00183548 43436.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2891.33 2076.09 0.0202306 0.00182376 43462.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2867.73 2056.01 0.0202776 0.00181973 43342.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2843.24 2031.65 0.0202571 0.00183441 43424.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2817.96 2010.62 0.0202306 0.0018312 43479.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2794.52 1989.5 0.020261 0.00186012 43476.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2771.35 1967.86 0.0202483 0.00182679 43427.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2747.32 1947.07 0.0202691 0.0018337 43394.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2724.37 1925.49 0.0202303 0.00183296 43484.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2700.29 1905.8 0.0202494 0.00184077 43457.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2677.98 1885.76 0.0202797 0.00184132 43387.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2655.19 1864.89 0.020558 0.00192598 42936.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2632.52 1844.63 0.0203837 0.00184194 43145.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2610.18 1824.6 0.0203121 0.00188899 43423.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2587.06 1805.64 0.0203683 0.00184899 43198 0
: 300 Minimum Test error found - save the configuration
: 300 | 2565.41 1786.23 0.0203422 0.00183018 43215.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 2543.47 1766.89 0.0204289 0.00184728 43053.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 2522.15 1747.35 0.0202735 0.00182707 43368.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 2499.93 1728.84 0.020243 0.00183058 43448.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 2479.4 1709.8 0.0203101 0.00184338 43321.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 2457.57 1690.65 0.020488 0.00185743 42940.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 2436.14 1672.81 0.0202597 0.0018272 43401.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 2415.35 1654.55 0.0202718 0.00182526 43368.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 2394.71 1636.29 0.0202771 0.00182439 43354 0
: 309 Minimum Test error found - save the configuration
: 309 | 2374.01 1618.57 0.020292 0.00182405 43318.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 2353.45 1600.68 0.0203008 0.0018815 43432.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 2333.23 1583 0.0202318 0.00183072 43475.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 2312.64 1566.13 0.0202822 0.00184319 43386.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2293.47 1548.29 0.0203573 0.00184652 43218 0
: 314 Minimum Test error found - save the configuration
: 314 | 2272.98 1531.56 0.0204888 0.00184859 42918 0
: 315 Minimum Test error found - save the configuration
: 315 | 2253.67 1514.45 0.0202863 0.00184127 43372.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 2233.9 1498.41 0.0202486 0.00183665 43450.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 2214.51 1481.6 0.0204385 0.00183847 43010.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 2195.84 1464.81 0.0203477 0.00182816 43197.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 2175.92 1449.14 0.0202409 0.00182448 43439.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 2157.23 1433.12 0.0202845 0.00182751 43344 0
: 321 Minimum Test error found - save the configuration
: 321 | 2138.45 1417.08 0.020226 0.00181465 43451.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 2119.65 1401.52 0.0202883 0.00182721 43334.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 2101.21 1385.73 0.0202312 0.00182256 43457.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 2082.61 1370.57 0.0203722 0.00184232 43173.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 2064.81 1354.6 0.0205285 0.00183994 42807 0
: 326 Minimum Test error found - save the configuration
: 326 | 2046.45 1339.24 0.0204252 0.00186339 43099.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2028.45 1324.2 0.0203542 0.00187769 43298.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 2010.05 1309.95 0.0205656 0.00189019 42837 0
: 329 Minimum Test error found - save the configuration
: 329 | 1992.93 1295.58 0.0202576 0.00182986 43412.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1975.29 1281.05 0.0203356 0.00183614 43244.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1958.09 1266.74 0.0202587 0.00183879 43431.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1941.33 1253.06 0.0202412 0.00181733 43422 0
: 333 Minimum Test error found - save the configuration
: 333 | 1923.45 1238.1 0.0203141 0.00185659 43342.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1906.51 1224.16 0.0203274 0.00185972 43319 0
: 335 Minimum Test error found - save the configuration
: 335 | 1889.12 1210.87 0.0203229 0.00184376 43292 0
: 336 Minimum Test error found - save the configuration
: 336 | 1872.68 1197.89 0.0203162 0.00186106 43348.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1856.65 1183.44 0.0202732 0.00185065 43425 0
: 338 Minimum Test error found - save the configuration
: 338 | 1839.88 1170 0.0202733 0.00184523 43411.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1823.28 1157.23 0.0202565 0.00183791 43434.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1807.31 1143.9 0.0203111 0.00183818 43306.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1791.36 1131.18 0.0202498 0.00183653 43447 0
: 342 Minimum Test error found - save the configuration
: 342 | 1775.15 1118.19 0.0202687 0.00183773 43405.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1759.3 1105.56 0.0202613 0.00183019 43404.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1743.53 1093.19 0.0202517 0.00182567 43416.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1728.07 1080.73 0.0202432 0.00181581 43413.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1712.45 1069.59 0.0202849 0.0018242 43335.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1697.5 1056.67 0.0202581 0.00182494 43400.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1681.91 1044.38 0.0203065 0.00185735 43362.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1666.54 1032.58 0.0205211 0.00202216 43245.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1651.17 1021.24 0.0204688 0.00186873 43010.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1636.99 1009.24 0.0203263 0.00187267 43351.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1621.92 997.613 0.020254 0.00184201 43450.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1607.1 986.227 0.0206169 0.00194734 42850.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1592.46 974.909 0.0206536 0.00188291 42619.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1577.5 964.313 0.0202599 0.00182297 43391.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1563.88 953.267 0.0202364 0.00182681 43455.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1549.69 942.698 0.0202556 0.00182869 43414.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1535.04 932.265 0.0202275 0.00182763 43478.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1522.05 920.724 0.0202177 0.00182035 43484.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1507.18 910.711 0.0202463 0.00184537 43476.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1494.03 900.174 0.0202171 0.00183765 43526.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1479.81 889.911 0.0202759 0.00187963 43487.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1466.29 879.902 0.0202362 0.00183166 43467.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1452.93 869.728 0.0202396 0.00184027 43479.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1440.02 859.96 0.0202264 0.00183887 43507.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1426.21 850.003 0.0202372 0.00183955 43483.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1413.17 840.286 0.0202469 0.00183088 43440.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1400.07 830.81 0.0202503 0.00182935 43428.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1387.12 821.386 0.020319 0.00183088 43271.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1374.44 811.957 0.0202371 0.00182224 43443.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1361.7 802.989 0.0203038 0.00185926 43373.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 1348.77 793.682 0.0202491 0.00182925 43431.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 1336.56 784.491 0.0202541 0.00182944 43420 0
: 374 Minimum Test error found - save the configuration
: 374 | 1323.95 775.528 0.0202594 0.00182481 43396.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 1311.7 766.724 0.0202671 0.00183897 43412 0
: 376 Minimum Test error found - save the configuration
: 376 | 1299.49 758.196 0.0202392 0.00183832 43476.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 1287.11 750.001 0.0202442 0.00183897 43465.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 1275.38 740.802 0.020294 0.00184642 43366.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 1263.01 732.519 0.0202399 0.00183983 43478.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 1251.43 724.079 0.020251 0.0018391 43450.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 1239.57 715.881 0.0202518 0.00183935 43448.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 1227.91 708.078 0.0206234 0.0019324 42801.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 1216.56 700.271 0.0203698 0.00186235 43225.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 1205.46 692.079 0.0203073 0.00184472 43330.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 1193.61 684.151 0.020271 0.00183052 43382.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 1182.24 676.149 0.0202676 0.00182975 43389.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 1170.93 668.878 0.0202965 0.00183043 43322.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 1160.28 661.273 0.0202566 0.00183611 43429.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 1149.27 653.48 0.0202423 0.00183481 43460.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1137.99 646.365 0.0202352 0.00183266 43472.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 1127.18 638.799 0.0202539 0.00183553 43434.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 1116.51 632.106 0.0202892 0.00187078 43434.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 1105.52 624.72 0.0203131 0.00185745 43347.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 1095.06 617.76 0.0202986 0.00184553 43353.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 1084.93 610.844 0.0203088 0.0018534 43347.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 1074.24 603.662 0.0202862 0.00183807 43364.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 1063.6 596.975 0.0202821 0.00183212 43360.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 1053.95 590.5 0.0202593 0.00182817 43404.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 1043.6 583.725 0.0203039 0.00186073 43376.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 1033.27 577.369 0.0202383 0.00181788 43430 0
: 401 Minimum Test error found - save the configuration
: 401 | 1023.62 570.72 0.020249 0.00182327 43417.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 1013.35 565.03 0.0202321 0.00183691 43489.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 1003.88 558.689 0.0203528 0.00195693 43488 0
: 404 Minimum Test error found - save the configuration
: 404 | 994.484 552.134 0.0202643 0.00182738 43391.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 984.552 545.891 0.0202347 0.00183314 43474.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 975.465 539.688 0.0202362 0.00182978 43463 0
: 407 Minimum Test error found - save the configuration
: 407 | 965.461 533.735 0.0202396 0.00183077 43457.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 955.592 528.566 0.0202426 0.00182638 43440.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 947.202 522.247 0.0202559 0.00182469 43404.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 937.593 516.247 0.0202499 0.00182492 43419.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 928.26 510.979 0.0202574 0.00182592 43404.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 919.454 505.483 0.0202394 0.00182639 43447.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 910.759 500.789 0.0202345 0.001825 43455.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 901.51 495.106 0.0202303 0.00182459 43464.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 892.68 489.236 0.0202437 0.00182376 43431.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 883.895 484.067 0.0202557 0.00182552 43407.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 875.341 478.698 0.0202401 0.00183736 43471.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 866.581 473.189 0.0202564 0.00183837 43435.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 857.873 468.449 0.0202356 0.00183248 43471 0
: 420 Minimum Test error found - save the configuration
: 420 | 849.706 463.225 0.0202323 0.00183394 43482.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 841.091 458.43 0.0202415 0.00183049 43452.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 833.434 453.198 0.0202316 0.0018301 43474.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 824.475 448.499 0.0202477 0.00183311 43443.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 816.719 443.757 0.0202747 0.00183624 43387.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 808.414 439.015 0.0202513 0.00182312 43411.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 800.425 434.225 0.0202216 0.00182185 43478.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 792.605 429.626 0.0202367 0.00181416 43425.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 784.835 425.386 0.0202545 0.00182231 43402.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 777.001 420.858 0.0202457 0.00182353 43426 0
: 430 Minimum Test error found - save the configuration
: 430 | 769.499 416.292 0.0202214 0.00182247 43480.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 761.279 411.988 0.0202568 0.00183011 43415.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 754.156 407.985 0.0202571 0.00184161 43441.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 746.574 403.257 0.020242 0.00183715 43466.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 739.039 399.241 0.0202355 0.00183951 43487.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 731.983 395.337 0.0202603 0.00183046 43408 0
: 436 Minimum Test error found - save the configuration
: 436 | 724.736 390.667 0.0202466 0.00183087 43441.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 717.151 386.519 0.0206344 0.00192427 42757.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 709.815 382.284 0.0203011 0.00182811 43306.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 702.744 378.347 0.0202319 0.00182542 43463 0
: 440 Minimum Test error found - save the configuration
: 440 | 695.648 374.785 0.0202404 0.00182469 43441.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 689.116 371.51 0.0202375 0.00181626 43428.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 682.301 367.314 0.0205447 0.00190278 42914.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 675.268 363.005 0.0202919 0.0018342 43342.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 668.341 358.99 0.0202943 0.00182828 43322.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 661.682 355.289 0.0202684 0.00183041 43388.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 654.979 351.818 0.0201982 0.00182939 43552 0
: 447 Minimum Test error found - save the configuration
: 447 | 648.5 348.366 0.0203332 0.0019009 43402 0
: 448 Minimum Test error found - save the configuration
: 448 | 641.684 345.192 0.0203033 0.00186441 43386.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 635.609 340.935 0.0203261 0.00187398 43355.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 628.92 337.281 0.0202822 0.00185292 43409.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 622.416 334.345 0.0202403 0.00182884 43451.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 616.014 330.632 0.0203037 0.00185063 43353.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 609.737 327.275 0.0204994 0.00187841 42962.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 603.767 323.675 0.0206391 0.00183883 42552.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 597.256 320.213 0.0202508 0.00182891 43426.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 591.323 316.989 0.0203424 0.00186754 43302.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 585.002 313.967 0.0203139 0.00187047 43375.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 579.297 310.713 0.0203332 0.00189355 43384.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 573.187 307.305 0.0202865 0.00184418 43378.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 567.452 304.169 0.02025 0.0018444 43465 0
: 461 Minimum Test error found - save the configuration
: 461 | 561.224 301.263 0.0203174 0.00184364 43304.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 555.766 298.442 0.0202798 0.00183369 43369.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 550.271 295.51 0.0202677 0.00183274 43395.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 544.734 292.173 0.020239 0.00182727 43450.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 538.654 289.275 0.0203251 0.00182505 43243.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 533.493 286.539 0.0202192 0.00182503 43492.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 527.489 283.521 0.0203253 0.0018432 43285.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 522.306 280.634 0.0202713 0.00182555 43370.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 516.759 278.293 0.0202384 0.00183804 43477.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 511.603 274.916 0.0202425 0.00183445 43459.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 506.087 272.795 0.0202212 0.00182912 43497.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 501.188 269.578 0.020219 0.00183387 43513.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 496.065 267.433 0.0202439 0.00183933 43467.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 490.844 264.772 0.0202172 0.00183327 43516.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 485.66 261.708 0.0202257 0.00183377 43497.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 480.546 259.124 0.0202357 0.00183518 43476.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 475.8 256.458 0.0202237 0.00182774 43487.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 470.768 253.9 0.0202766 0.00183338 43376.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 465.64 251.507 0.0202402 0.00183722 43471.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 460.905 248.963 0.0202331 0.00183559 43484.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 455.996 246.278 0.0204844 0.00186195 42958.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 451.12 244.243 0.020255 0.00183696 43435.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 446.649 241.465 0.0202132 0.00182252 43500.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 441.777 239.364 0.0205299 0.00185022 42827.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 437.123 237.074 0.0202984 0.0018412 43343.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 432.927 234.583 0.0202358 0.0018285 43460.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 428.239 232.531 0.0203051 0.00187583 43409.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 424.113 230.58 0.0204172 0.00186561 43123 0
: 489 Minimum Test error found - save the configuration
: 489 | 419.359 227.978 0.0203512 0.00192464 43415.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 415.111 225.542 0.0203728 0.00187544 43249.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 410.547 223.867 0.0206032 0.00191868 42816.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 406.611 221.275 0.0204587 0.00186882 43034.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 402.08 220.118 0.0204728 0.00192549 43132.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 397.933 217.216 0.0202927 0.00184375 43362.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 393.559 215.274 0.0202061 0.00182273 43517.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 389.354 212.888 0.0202286 0.00184094 43507.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 385.242 210.847 0.0201975 0.00183034 43556 0
: 498 Minimum Test error found - save the configuration
: 498 | 381.257 208.978 0.0202248 0.00183746 43508.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 377.716 207.646 0.0202348 0.00184922 43512.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 373.413 205.011 0.0202671 0.00184849 43434.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 369.336 203.117 0.0202689 0.00185827 43453.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 365.702 200.758 0.020577 0.00187953 42786.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 361.471 199.396 0.0207689 0.00186614 42321.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 357.771 197.063 0.0203344 0.00185606 43293.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 354.109 195.455 0.0203425 0.00184669 43253.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 350.24 193.628 0.0207054 0.00190493 42552.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 346.508 191.484 0.020489 0.0018686 42963.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 342.992 189.541 0.0202424 0.0018246 43436.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 339.299 187.982 0.0202001 0.00181961 43524.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 335.694 186.149 0.0202697 0.00182921 43382.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 332.21 184.789 0.0203827 0.00181772 43091.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 328.614 183.156 0.0202336 0.00182237 43451.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 325.026 181.029 0.0203276 0.00187609 43357 0
: 514 Minimum Test error found - save the configuration
: 514 | 321.581 179.227 0.0202889 0.00183837 43359.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 318.211 177.468 0.0202193 0.00182181 43484.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 314.949 176.821 0.0202262 0.00183252 43493.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 311.825 174.039 0.020228 0.00183515 43495.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 308.115 172.465 0.0203389 0.00185384 43278.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 304.95 171.063 0.0202302 0.00183057 43479.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 301.916 169.527 0.020713 0.00186736 42450.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 298.558 167.758 0.0207951 0.00196134 42476.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 295.159 166.201 0.0205555 0.00184002 42745.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 292.111 164.533 0.0203242 0.00183745 43274.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 288.991 163.639 0.0203956 0.00182464 43078.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 285.887 161.861 0.0202558 0.00183538 43430.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 282.837 159.769 0.0202485 0.00183445 43445 0
: 527 Minimum Test error found - save the configuration
: 527 | 279.794 158.706 0.0204187 0.0018348 43047.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 276.471 157.153 0.0202555 0.00183377 43426.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 273.75 155.747 0.0202446 0.00183813 43462.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 270.848 154.651 0.0202851 0.00185076 43397.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 268.118 152.674 0.020289 0.00182779 43334 0
: 532 Minimum Test error found - save the configuration
: 532 | 264.748 151.305 0.02019 0.00182048 43550.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 262.075 149.675 0.0202271 0.00182323 43469.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 259.238 148.597 0.0202284 0.00182481 43469.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 256.529 146.871 0.0202026 0.00181344 43503.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 253.813 146.174 0.0202078 0.0018205 43508.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 250.933 143.763 0.020208 0.00181996 43506.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 248.032 142.602 0.0201995 0.00181947 43525.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 245.372 141.359 0.0202082 0.00181254 43488.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 242.699 140.5 0.0202525 0.00182995 43425.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 239.97 139.1 0.0206259 0.00189729 42715.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 237.376 137.287 0.0202656 0.00183687 43410.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 234.434 135.971 0.0202071 0.00183177 43536.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 232.107 134.61 0.0202143 0.00183128 43518.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 229.633 133.308 0.0202146 0.00184341 43546.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 226.976 131.931 0.0202359 0.00183881 43485.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 224.613 130.626 0.0203523 0.00187284 43291.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 222.202 130.113 0.0202097 0.00182781 43521.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 219.435 128.102 0.0201857 0.00182039 43560.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 216.938 127.197 0.0201949 0.00181335 43521.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 214.535 125.808 0.0203318 0.00184323 43269.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 212.15 124.882 0.0201991 0.00181937 43526.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 210.008 123.548 0.020179 0.00181762 43569.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 207.341 122.327 0.0201563 0.00180979 43605 0
: 555 Minimum Test error found - save the configuration
: 555 | 205.095 121.295 0.0203764 0.00186695 43221.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 202.68 119.897 0.020195 0.00183401 43570.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 200.416 118.971 0.0202248 0.00183119 43493.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 198.1 117.623 0.0202213 0.0018371 43515.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 195.835 116.589 0.0202537 0.00186449 43503.9 0
: 560 | 193.828 116.677 0.0201432 0.00177605 43556.1 1
: 561 Minimum Test error found - save the configuration
: 561 | 191.686 114.208 0.0202082 0.00183172 43533.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 189.16 113.298 0.0201987 0.00182938 43550.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 187.042 112.251 0.0202804 0.00182917 43357.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 184.804 111.359 0.0202514 0.00182737 43421.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 182.882 110.286 0.0202126 0.00182067 43497.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 180.971 109.458 0.0202762 0.00185355 43424.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 179.088 108.407 0.0202233 0.00181958 43469.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 176.955 107.639 0.0201938 0.00181857 43536.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 174.688 106.264 0.0202284 0.00182161 43462.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 172.502 105.286 0.0201996 0.00181953 43525.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 170.841 104.324 0.0202276 0.00181468 43447.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 168.593 103.409 0.0202232 0.00182817 43490 0
: 573 Minimum Test error found - save the configuration
: 573 | 166.676 102.407 0.020226 0.00183445 43498.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 164.812 100.976 0.0201965 0.00182888 43554.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 162.665 100.127 0.0202574 0.00182934 43412 0
: 576 Minimum Test error found - save the configuration
: 576 | 160.498 98.7141 0.020326 0.00186626 43337.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 158.639 97.8974 0.0202857 0.0018547 43405.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 156.488 96.8041 0.0202637 0.00183859 43419.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 154.715 95.7757 0.0203148 0.00186211 43354 0
: 580 Minimum Test error found - save the configuration
: 580 | 152.868 95.394 0.0203492 0.00186839 43288.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 151.002 94.0439 0.0203453 0.0018502 43254.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 149.513 93.8631 0.0234727 0.00194316 37158.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 147.552 93.5774 0.0203526 0.00186804 43279.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 145.928 91.1146 0.0204032 0.00186923 43163.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 144.089 90.2112 0.0204786 0.00187182 42995.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 142.177 89.2945 0.0203296 0.00185735 43308.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 140.301 88.5168 0.0203382 0.0018688 43314.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 138.911 87.5828 0.0202581 0.00184085 43437.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 136.95 86.7735 0.0202989 0.00186081 43388.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 135.279 85.8775 0.0202695 0.00184286 43415.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 133.781 84.8028 0.0202631 0.00184806 43442.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 132.34 84.4542 0.020236 0.00183652 43479.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 130.631 84.4465 0.0202487 0.00183416 43444 0
: 594 Minimum Test error found - save the configuration
: 594 | 129.16 82.8602 0.0203633 0.00184687 43204.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 127.254 81.5926 0.0203655 0.00188287 43283.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 125.868 80.5373 0.020248 0.00182925 43434 0
: 597 Minimum Test error found - save the configuration
: 597 | 124.251 80.3993 0.0204016 0.00201355 43506.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 122.678 79.1649 0.0203554 0.00183346 43192.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 121.164 78.7993 0.0202775 0.00185325 43420.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 119.883 77.2567 0.0207059 0.00192884 42605.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 118.2 76.9971 0.0203605 0.00187599 43279.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 116.627 75.7604 0.0205102 0.00187868 42937.9 0
: 603 | 115.341 76.6308 0.0202636 0.00178103 43284 1
: 604 Minimum Test error found - save the configuration
: 604 | 114.028 74.4326 0.0202629 0.00184096 43426.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 112.276 73.5026 0.0202181 0.00182341 43490.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 110.806 73.0855 0.020213 0.00181241 43476.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 109.648 72.0373 0.0202269 0.00182458 43472.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 108.322 71.487 0.0202166 0.00182202 43491.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 106.883 70.7642 0.020217 0.00182007 43485.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 105.374 69.8072 0.0205088 0.00187312 42928.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 103.991 69.6825 0.0202736 0.00183297 43382.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 102.773 68.552 0.0202026 0.00182981 43542.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 101.627 67.9991 0.020236 0.00182294 43447.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 100.356 67.3103 0.0202189 0.00183196 43509.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 98.8246 66.4734 0.0202093 0.00182911 43525.2 0
: 616 | 97.5513 66.5897 0.0201959 0.00177823 43436.6 1
: 617 Minimum Test error found - save the configuration
: 617 | 96.4002 64.9663 0.0202216 0.00183658 43513.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 95.0249 64.5564 0.0203659 0.00182789 43154.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 93.8461 64.2487 0.0202004 0.00182037 43525.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 92.8863 63.7622 0.0202476 0.00182477 43424.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 91.6127 62.4534 0.0204692 0.00191385 43114.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 90.4489 61.6945 0.0202737 0.00182208 43356.5 0
: 623 | 89.378 61.7504 0.0201526 0.00176409 43505.4 1
: 624 Minimum Test error found - save the configuration
: 624 | 88.1499 60.4171 0.0202161 0.00182336 43495.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 86.7764 60.2268 0.0201971 0.00182548 43545.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 86.0241 59.8134 0.0202122 0.00184096 43546.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 84.9437 58.9576 0.0201888 0.00182715 43569.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 83.6072 58.3055 0.0201913 0.00183139 43573.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 82.6651 57.2429 0.0201859 0.00182567 43572.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 81.2562 56.7934 0.0202046 0.00182819 43534.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 80.1678 56.4578 0.0201887 0.00182625 43567.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 79.3776 55.8306 0.0202131 0.00183477 43529.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 78.3489 55.433 0.0201849 0.00182716 43578.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 77.5753 54.7346 0.020185 0.001819 43558.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 76.4491 54.6616 0.0201784 0.00181484 43564.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 75.3295 53.8457 0.0201966 0.00182027 43534.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 74.3459 52.8631 0.0201937 0.00181897 43538 0
: 638 | 73.5253 54.0096 0.0201254 0.00176468 43571.4 1
: 639 Minimum Test error found - save the configuration
: 639 | 73.0461 52.6959 0.0205163 0.00192437 43029.5 0
: 640 | 71.9958 52.7327 0.0202163 0.00177071 43370.7 1
: 641 Minimum Test error found - save the configuration
: 641 | 70.9864 50.8382 0.0202783 0.00184605 43402.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 69.9684 50.7903 0.0202424 0.00183888 43470 0
: 643 Minimum Test error found - save the configuration
: 643 | 68.7583 49.8238 0.0202317 0.00184559 43511.1 0
: 644 | 68.0774 51.2879 0.0201424 0.00177296 43550.6 1
: 645 Minimum Test error found - save the configuration
: 645 | 67.2749 48.9942 0.0201996 0.00184045 43574.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 65.948 48.5429 0.020192 0.0018265 43559.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 65.0202 47.8892 0.02016 0.00181984 43620.1 0
: 648 | 64.1929 47.9782 0.0201254 0.00177624 43598.7 1
: 649 Minimum Test error found - save the configuration
: 649 | 63.5406 46.9961 0.0201639 0.00182546 43624.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 62.4458 46.5358 0.0203409 0.00186034 43288.7 0
: 651 | 61.6685 46.5648 0.0201753 0.00177779 43484.1 1
: 652 Minimum Test error found - save the configuration
: 652 | 61.0213 45.6669 0.0202915 0.0018346 43344.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 60.1459 45.4253 0.0202169 0.00181859 43482.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 59.453 45.363 0.0203474 0.00183165 43206.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 58.5805 44.5021 0.0202545 0.0018344 43430.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 57.6997 44.4017 0.0202414 0.00184465 43486 0
: 657 Minimum Test error found - save the configuration
: 657 | 56.8614 43.6002 0.0202065 0.0018204 43511.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.0743 43.0623 0.0201815 0.00182202 43574.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 55.4682 42.579 0.0203291 0.00195793 43546.5 0
: 660 | 54.886 42.6874 0.0201717 0.00177494 43485.9 1
: 661 Minimum Test error found - save the configuration
: 661 | 53.8939 41.8507 0.0201897 0.00183196 43578.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 53.1927 41.7213 0.0201926 0.00183548 43579.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 52.4205 41.2884 0.0202197 0.00185132 43553 0
: 664 Minimum Test error found - save the configuration
: 664 | 51.9232 40.6589 0.0202372 0.00184692 43501.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 51.0718 40.5011 0.0202616 0.00185957 43473.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 50.6865 40.1381 0.0202547 0.00185767 43485.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 49.713 39.5949 0.0202465 0.00184067 43464.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 49.1362 39.2492 0.0202199 0.00183799 43521.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 48.7949 38.9766 0.0202569 0.00184837 43458.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 48.0891 38.5774 0.0202482 0.00184653 43474.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 47.1778 38.0879 0.0202407 0.00184544 43489.4 0
: 672 | 46.574 38.3996 0.0201571 0.00176511 43497.1 1
: 673 Minimum Test error found - save the configuration
: 673 | 46.3746 37.3631 0.0201845 0.00182464 43573.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 45.4506 37.2464 0.020228 0.0018354 43495.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 44.869 36.8157 0.0201782 0.0018197 43576.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 44.195 36.6098 0.0202959 0.00182991 43323 0
: 677 Minimum Test error found - save the configuration
: 677 | 43.5302 36.023 0.0202199 0.00183134 43505.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 42.8513 35.7558 0.0201835 0.00182637 43579.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 42.4532 35.3776 0.0201856 0.00183131 43586.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 41.8553 35.2843 0.0202235 0.00185141 43544.2 0
: 681 | 41.1821 35.58 0.0201624 0.00177322 43503.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 40.7864 34.6335 0.020183 0.00182822 43585.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 40.2421 34.2623 0.0202477 0.00183754 43454.4 0
: 684 | 39.7013 34.4464 0.0201153 0.00177246 43613.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 39.2378 33.6805 0.0201918 0.00182267 43551.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 38.7691 33.46 0.0201919 0.00181906 43542.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.2378 33.2768 0.0202013 0.00182675 43538.5 0
: 688 | 37.7213 33.3409 0.0202948 0.001788 43227.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 37.2215 32.5811 0.0206588 0.00190298 42653.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 36.7182 32.1957 0.0204382 0.00185776 43056 0
: 691 | 36.2702 32.858 0.0201792 0.00175853 43429.5 1
: 692 | 35.9145 32.2726 0.0201698 0.0017662 43469.7 2
: 693 | 35.2705 32.3828 0.0202517 0.00181104 43382.4 3
: 694 Minimum Test error found - save the configuration
: 694 | 35.2709 31.2592 0.020242 0.00184055 43474.9 0
: 695 | 34.3374 31.5727 0.0202205 0.00176651 43351.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 33.7501 30.512 0.0202052 0.00183331 43544.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 33.5068 30.4954 0.0202037 0.00182785 43535.5 0
: 698 | 33.5692 30.9214 0.0202245 0.00177572 43363.3 1
: 699 Minimum Test error found - save the configuration
: 699 | 32.7417 29.9006 0.0203391 0.00185066 43270.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.3692 29.7559 0.0202141 0.00182026 43492.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 31.8113 29.4025 0.0202279 0.00182394 43468.8 0
: 702 | 31.2227 29.5345 0.0201482 0.00176592 43520.1 1
: 703 Minimum Test error found - save the configuration
: 703 | 31.0633 29.1751 0.0202068 0.00182758 43527.5 0
: 704 | 30.7441 30.0107 0.020132 0.00175102 43523.3 1
: 705 Minimum Test error found - save the configuration
: 705 | 30.7318 28.8824 0.0202275 0.00184356 43516.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 29.8298 28.4639 0.020197 0.00181955 43531.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.6117 28.3647 0.0201954 0.00181999 43536.4 0
: 708 | 29.3791 28.3674 0.0201316 0.0017657 43558.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 28.8032 28.0156 0.0201909 0.00181355 43531.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.5152 27.5629 0.0201976 0.00181957 43530.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 28.0955 27.4136 0.020247 0.00183142 43441.5 0
: 712 Minimum Test error found - save the configuration
: 712 | 27.4244 26.8364 0.0202037 0.001828 43535.7 0
: 713 | 27.4057 27.047 0.0201495 0.00177507 43538.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 26.8607 26.4826 0.0202303 0.00183833 43497.3 0
: 715 | 26.6088 26.5334 0.0201351 0.00177334 43568.8 1
: 716 Minimum Test error found - save the configuration
: 716 | 26.3893 26.0693 0.0202338 0.00185875 43537.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 25.9162 25.9125 0.0201946 0.00183121 43564.9 0
: 718 Minimum Test error found - save the configuration
: 718 | 25.4212 25.8333 0.0201866 0.0018284 43577.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 25.0528 25.5829 0.0202048 0.00182025 43514.8 0
: 720 | 24.8972 25.7246 0.0202238 0.00176592 43342 1
: 721 Minimum Test error found - save the configuration
: 721 | 24.707 25.4362 0.0202001 0.00182115 43528 0
: 722 Minimum Test error found - save the configuration
: 722 | 24.4074 24.946 0.0202138 0.00183256 43522.6 0
: 723 | 24.078 25.4941 0.0201494 0.00175581 43493.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 24.339 24.8626 0.0202012 0.0018215 43526.2 0
: 725 | 24.2123 25.2635 0.0201826 0.00176869 43445.4 1
: 726 Minimum Test error found - save the configuration
: 726 | 23.3706 24.7322 0.0202025 0.00182095 43522 0
: 727 | 23.1806 24.8878 0.0201271 0.00176511 43568.3 1
: 728 Minimum Test error found - save the configuration
: 728 | 22.7005 23.9026 0.0201817 0.00181636 43560.3 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.1679 23.7487 0.0202138 0.00182628 43507.8 0
: 730 | 22.0056 23.8418 0.020181 0.00177707 43469 1
: 731 Minimum Test error found - save the configuration
: 731 | 21.8982 23.3881 0.0202037 0.0018321 43545.4 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.7154 23.299 0.0202003 0.00183619 43563.3 0
: 733 | 21.8869 23.4656 0.0201448 0.00176921 43536.1 1
: 734 Minimum Test error found - save the configuration
: 734 | 20.9216 22.7463 0.0202565 0.00185179 43467.2 0
: 735 | 20.5997 22.9316 0.0201859 0.00177741 43458.3 1
: 736 Minimum Test error found - save the configuration
: 736 | 20.5416 22.4773 0.0203342 0.0018733 43334.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 20.1932 22.4342 0.020267 0.00184929 43436.3 0
: 738 Minimum Test error found - save the configuration
: 738 | 19.9104 22.1546 0.0202956 0.00184958 43369.8 0
: 739 | 19.6538 22.2485 0.0201725 0.0017716 43476.1 1
: 740 Minimum Test error found - save the configuration
: 740 | 19.7058 21.7704 0.0202943 0.00185803 43392.8 0
: 741 | 19.2888 21.8393 0.0201433 0.00175825 43513.7 1
: 742 Minimum Test error found - save the configuration
: 742 | 19.1053 21.6685 0.0202966 0.00182761 43315.8 0
: 743 | 18.8933 21.7103 0.0202048 0.00176731 43389.9 1
: 744 Minimum Test error found - save the configuration
: 744 | 18.5138 21.1301 0.0203056 0.00183312 43307.8 0
: 745 | 18.4478 21.2208 0.0201669 0.00177907 43507.1 1
: 746 Minimum Test error found - save the configuration
: 746 | 18.418 21.0538 0.0202915 0.00187053 43428.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.0526 20.8235 0.0202766 0.00185895 43436.6 0
: 748 | 17.7073 20.8424 0.0202827 0.00188061 43473.3 1
: 749 Minimum Test error found - save the configuration
: 749 | 17.5675 20.3314 0.0202847 0.00186517 43432.1 0
: 750 | 17.3763 20.6698 0.0201784 0.00179167 43509.5 1
: 751 | 18.0622 21.2161 0.0201537 0.0017779 43535.5 2
: 752 | 18.1095 20.4817 0.0201707 0.00176965 43475.9 3
: 753 Minimum Test error found - save the configuration
: 753 | 17.1119 19.8832 0.0202581 0.00183618 43426.6 0
: 754 | 16.774 20.1238 0.0201702 0.00176899 43475.4 1
: 755 Minimum Test error found - save the configuration
: 755 | 16.6277 19.7763 0.0202004 0.00182413 43534.4 0
: 756 Minimum Test error found - save the configuration
: 756 | 16.5745 19.5883 0.0202871 0.00183587 43357.6 0
: 757 | 16.2628 19.7143 0.0201789 0.00176658 43449.2 1
: 758 | 16.2142 19.8632 0.0201519 0.00176444 43507.9 2
: 759 Minimum Test error found - save the configuration
: 759 | 15.8853 19.2275 0.0202351 0.00183165 43470.2 0
: 760 Minimum Test error found - save the configuration
: 760 | 15.6265 18.8218 0.0202537 0.00183145 43425.7 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.5638 18.6009 0.0203964 0.00184307 43118.9 0
: 762 Minimum Test error found - save the configuration
: 762 | 15.2823 18.5786 0.0202355 0.00183467 43476.4 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.051 18.4479 0.0202039 0.00183148 43543.6 0
: 764 | 14.905 18.7735 0.0201483 0.00177574 43543.2 1
: 765 | 14.9329 18.5413 0.0201431 0.00176697 43534.6 2
: 766 | 14.748 18.4614 0.0201513 0.00177705 43539.2 3
: 767 Minimum Test error found - save the configuration
: 767 | 14.5301 18.2651 0.0201902 0.00183515 43584.8 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.4954 17.8479 0.0201781 0.0018322 43606.5 0
: 769 | 14.5047 18.1811 0.0202105 0.00177622 43397.4 1
: 770 Minimum Test error found - save the configuration
: 770 | 14.052 17.5557 0.0201944 0.00182644 43554 0
: 771 | 14.1274 17.7583 0.0202341 0.00176581 43317.4 1
: 772 Minimum Test error found - save the configuration
: 772 | 13.821 17.5141 0.0202838 0.00184813 43394.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.7456 17.4116 0.0202539 0.00183839 43441.5 0
: 774 Minimum Test error found - save the configuration
: 774 | 13.7127 17.1687 0.0202351 0.00183351 43474.5 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.7411 16.8772 0.0205251 0.0019083 42971.9 0
: 776 | 13.3895 17.4587 0.0201873 0.00176629 43428.6 1
: 777 | 13.4337 17.0452 0.0201501 0.00175946 43500.5 2
: 778 Minimum Test error found - save the configuration
: 778 | 13.1617 16.4478 0.0202731 0.00188306 43501.8 0
: 779 | 13.1293 17.3163 0.0201482 0.00177395 43539.2 1
: 780 Minimum Test error found - save the configuration
: 780 | 12.7528 16.1909 0.0202079 0.00185145 43581.5 0
: 781 | 12.4085 16.2582 0.020127 0.00177464 43591.2 1
: 782 Minimum Test error found - save the configuration
: 782 | 12.2198 16.1238 0.0202137 0.00182476 43504.5 0
: 783 Minimum Test error found - save the configuration
: 783 | 12.0378 15.9301 0.0201807 0.00182899 43592.6 0
: 784 | 12.3628 16.3366 0.020121 0.00177214 43599.5 1
: 785 | 12.1 16.0616 0.0201297 0.00177671 43589.7 2
: 786 Minimum Test error found - save the configuration
: 786 | 11.9161 15.5758 0.020175 0.00182945 43607.3 0
: 787 | 11.7665 15.7993 0.0201426 0.00176523 43531.9 1
: 788 | 11.6145 16.2328 0.0205276 0.00179252 42700.6 2
: 789 Minimum Test error found - save the configuration
: 789 | 11.5682 15.096 0.0207147 0.00191358 42550.6 0
: 790 | 11.4442 15.5022 0.0202147 0.00177004 43373.1 1
: 791 | 11.6549 15.2775 0.020178 0.00177733 43476.6 2
: 792 Minimum Test error found - save the configuration
: 792 | 11.4016 14.9826 0.0202159 0.00183903 43533 0
: 793 | 10.9512 15.445 0.0201724 0.00176 43449.1 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.1218 14.934 0.0202465 0.00183496 43451 0
: 795 Minimum Test error found - save the configuration
: 795 | 10.8936 14.7168 0.0202691 0.00184215 43414.7 0
: 796 | 10.6639 14.8493 0.0203524 0.00178563 43087.8 1
: 797 Minimum Test error found - save the configuration
: 797 | 10.6822 14.3675 0.0202515 0.00184684 43467.4 0
: 798 | 10.3553 14.4065 0.0202303 0.00178043 43360.8 1
: 799 Minimum Test error found - save the configuration
: 799 | 10.4876 14.2569 0.0202002 0.00183846 43568.8 0
: 800 | 10.2897 15.3011 0.0201616 0.00176664 43490.3 1
: 801 | 10.3199 14.7632 0.0201332 0.00176431 43551.9 2
: 802 Minimum Test error found - save the configuration
: 802 | 10.1212 13.9759 0.0201898 0.00181867 43546.6 0
: 803 | 10.0627 14.2389 0.020133 0.00176411 43552 1
: 804 Minimum Test error found - save the configuration
: 804 | 9.99208 13.965 0.0201646 0.0018173 43603.3 0
: 805 Minimum Test error found - save the configuration
: 805 | 9.92357 13.5628 0.0202117 0.00182132 43501.1 0
: 806 | 9.50848 13.6335 0.0201444 0.00175739 43509.1 1
: 807 Minimum Test error found - save the configuration
: 807 | 9.55558 13.2602 0.0201935 0.00181872 43537.8 0
: 808 | 9.33685 13.8982 0.0201421 0.00176372 43529.4 1
: 809 | 9.27156 13.2711 0.020136 0.00176395 43544.5 2
: 810 | 9.37153 13.679 0.0201424 0.00176264 43526.1 3
: 811 | 9.49746 13.3128 0.0201391 0.0017566 43519.7 4
: 812 | 9.53191 15.055 0.0201261 0.00175802 43553.9 5
: 813 Minimum Test error found - save the configuration
: 813 | 9.43272 12.8346 0.0201941 0.0018178 43534.3 0
: 814 | 8.9318 12.9981 0.0201381 0.00177285 43560.4 1
: 815 | 8.86141 13.0113 0.0201262 0.00177271 43588.5 2
: 816 Minimum Test error found - save the configuration
: 816 | 8.71251 12.7608 0.0201866 0.00182834 43577.1 0
: 817 Minimum Test error found - save the configuration
: 817 | 8.62395 12.7449 0.020175 0.00182685 43601 0
: 818 Minimum Test error found - save the configuration
: 818 | 8.67777 12.4705 0.0201991 0.00182971 43550.8 0
: 819 | 8.46933 12.5211 0.0201419 0.00177296 43551.7 1
: 820 | 8.3473 12.5231 0.0201461 0.0017747 43545.9 2
: 821 | 8.35771 12.8831 0.0201303 0.00177394 43581.7 3
: 822 Minimum Test error found - save the configuration
: 822 | 8.40743 12.281 0.0202066 0.00182798 43528.9 0
: 823 | 8.25494 12.5871 0.0201348 0.00176674 43554 1
: 824 Minimum Test error found - save the configuration
: 824 | 8.28677 12.2067 0.0201729 0.00181944 43588.6 0
: 825 Minimum Test error found - save the configuration
: 825 | 8.08135 11.8475 0.0204927 0.00191769 43068.6 0
: 826 | 7.99705 11.8655 0.0202458 0.0017657 43289.8 1
: 827 Minimum Test error found - save the configuration
: 827 | 7.84815 11.8449 0.0203176 0.00186131 43345.7 0
: 828 Minimum Test error found - save the configuration
: 828 | 7.7218 11.6052 0.0204787 0.00186781 42985.5 0
: 829 | 7.76419 12.242 0.0202152 0.00176304 43355.3 1
: 830 | 7.93358 11.9818 0.0202255 0.00177264 43353.8 2
: 831 | 7.63918 11.7176 0.0202157 0.00180729 43458.4 3
: 832 | 7.5714 11.7188 0.0201784 0.00178438 43492.5 4
: 833 Minimum Test error found - save the configuration
: 833 | 7.47426 11.3865 0.0202641 0.00184379 43430.2 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.36948 11.2489 0.0202061 0.00183101 43537.1 0
: 835 Minimum Test error found - save the configuration
: 835 | 7.38267 11.1894 0.0202109 0.00183515 43535.7 0
: 836 Minimum Test error found - save the configuration
: 836 | 7.29118 10.9974 0.0202016 0.00183542 43558.3 0
: 837 | 7.16524 11.0314 0.0201481 0.00177841 43549.9 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.19552 10.9772 0.0202308 0.00183227 43481.7 0
: 839 | 7.41854 11.0506 0.0201909 0.00176522 43417.7 1
: 840 Minimum Test error found - save the configuration
: 840 | 7.00877 10.9498 0.0202788 0.00183271 43369.7 0
: 841 Minimum Test error found - save the configuration
: 841 | 6.90169 10.595 0.0202217 0.00183087 43500 0
: 842 | 6.82335 10.8542 0.0201625 0.0017609 43474.4 1
: 843 | 7.01903 11.3105 0.0201735 0.00176665 43462.1 2
: 844 | 7.10222 10.6059 0.0201733 0.00176512 43459 3
: 845 Minimum Test error found - save the configuration
: 845 | 6.85802 10.3476 0.0202303 0.00183987 43501 0
: 846 | 6.81763 10.8055 0.020169 0.00176802 43475.8 1
: 847 | 6.95342 10.8483 0.0207621 0.00179749 42183.9 2
: 848 | 6.78775 10.4757 0.0202286 0.00179479 43398.5 3
: 849 | 6.54999 10.4369 0.0201855 0.00177548 43454.6 4
: 850 | 6.74751 10.8409 0.0203391 0.00179254 43134.6 5
: 851 | 6.97614 10.5687 0.0202392 0.00178274 43345.2 6
: 852 Minimum Test error found - save the configuration
: 852 | 6.62719 9.65177 0.0202424 0.0018441 43482.3 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.33337 9.60652 0.0202074 0.00182193 43512.7 0
: 854 | 6.25745 9.781 0.0201768 0.00176659 43454.2 1
: 855 | 6.17796 9.84585 0.020168 0.00176715 43476.2 2
: 856 | 6.34011 9.81917 0.0201471 0.00175731 43502.5 3
: 857 | 6.63786 10.7489 0.0201305 0.00175761 43542.4 4
: 858 | 6.89809 9.69995 0.0201508 0.00176608 43514.5 5
: 859 | 6.54756 9.80561 0.0201386 0.00176443 43539.4 6
: 860 Minimum Test error found - save the configuration
: 860 | 6.35471 9.47585 0.0202386 0.00185677 43521.3 0
: 861 Minimum Test error found - save the configuration
: 861 | 6.0044 9.3925 0.0202992 0.00182627 43306.7 0
: 862 Minimum Test error found - save the configuration
: 862 | 5.99566 9.21576 0.0202156 0.00182057 43489.9 0
: 863 | 6.03881 9.27505 0.0201503 0.00177401 43534.3 1
: 864 Minimum Test error found - save the configuration
: 864 | 5.90063 8.94899 0.0201898 0.00183072 43575.3 0
: 865 | 5.85953 9.09077 0.0202659 0.00177552 43265.8 1
: 866 Minimum Test error found - save the configuration
: 866 | 5.82697 8.85398 0.0202067 0.00182792 43528.4 0
: 867 | 5.84377 9.20813 0.0201609 0.0017932 43554.8 1
: 868 Minimum Test error found - save the configuration
: 868 | 6.05957 8.67769 0.0202191 0.00183652 43519.6 0
: 869 | 6.06221 9.48274 0.0201515 0.00177443 43532.6 1
: 870 | 5.89848 8.97805 0.0201624 0.00177553 43509.2 2
: 871 | 5.83271 9.16691 0.0201453 0.00176716 43529.9 3
: 872 | 5.74454 9.02227 0.0201437 0.00175758 43511 4
: 873 Minimum Test error found - save the configuration
: 873 | 5.7257 8.59198 0.0204235 0.00184816 43067.9 0
: 874 Minimum Test error found - save the configuration
: 874 | 5.58051 8.46873 0.0202439 0.00184175 43473.3 0
: 875 Minimum Test error found - save the configuration
: 875 | 5.543 8.37621 0.0202296 0.00182834 43475.2 0
: 876 | 5.70104 8.93124 0.0201972 0.00176981 43413.6 1
: 877 | 5.69268 8.53576 0.0201914 0.00176884 43424.9 2
: 878 | 5.51199 8.4632 0.0202008 0.00177291 43412.4 3
: 879 | 5.55435 8.98008 0.0201878 0.0017606 43414.2 4
: 880 | 5.79524 8.72265 0.0201508 0.00176007 43500.3 5
: 881 | 5.56736 8.47604 0.0201437 0.00176617 43531.4 6
: 882 Minimum Test error found - save the configuration
: 882 | 5.41091 7.85787 0.0202668 0.00184766 43433.1 0
: 883 | 5.34359 7.9609 0.0201608 0.00177512 43512.2 1
: 884 Minimum Test error found - save the configuration
: 884 | 5.35762 7.6261 0.0201913 0.00182455 43556.9 0
: 885 | 5.28425 7.83713 0.0201488 0.00176848 43524.9 1
: 886 | 5.19531 7.94313 0.0201749 0.00177901 43488 2
: 887 | 5.3951 8.70929 0.0201796 0.00178135 43482.4 3
: 888 | 5.58829 7.9301 0.0202084 0.00178406 43420.8 4
: 889 Minimum Test error found - save the configuration
: 889 | 5.17427 7.53256 0.0203011 0.00186742 43398.9 0
: 890 | 5.0012 8.27006 0.0202253 0.00179005 43395.1 1
: 891 | 5.13181 7.76901 0.0201996 0.00177205 43413.4 2
: 892 | 5.15204 7.97789 0.0202045 0.00176878 43394 3
: 893 | 5.2836 7.6183 0.0201672 0.00176073 43462.9 4
: 894 | 5.13318 8.32762 0.0205215 0.00181986 42777 5
: 895 Minimum Test error found - save the configuration
: 895 | 5.05717 7.37495 0.0205722 0.00190647 42859.2 0
: 896 | 5.09443 7.65774 0.0204803 0.0017791 42778.1 1
: 897 | 5.36884 8.09753 0.0202989 0.00177522 43188 2
: 898 | 5.15355 7.56551 0.0201852 0.00179578 43503.3 3
: 899 | 5.24059 8.32662 0.0203107 0.00177903 43169.4 4
: 900 Minimum Test error found - save the configuration
: 900 | 5.35607 7.29003 0.0203715 0.00185643 43208 0
: 901 | 4.85497 7.62598 0.0202531 0.00182532 43412.8 1
: 902 Minimum Test error found - save the configuration
: 902 | 4.84341 6.94091 0.0202959 0.00183792 43341.6 0
: 903 | 4.69813 7.3507 0.0201567 0.00176584 43499.8 1
: 904 | 5.06318 7.78057 0.020145 0.00176843 43533.6 2
: 905 | 5.55501 8.39869 0.0201397 0.00175862 43523 3
: 906 Minimum Test error found - save the configuration
: 906 | 5.30909 6.74568 0.0202156 0.00182887 43509.6 0
: 907 | 4.95857 6.83131 0.0202467 0.00176803 43293.2 1
: 908 | 4.72325 6.91578 0.0204348 0.00177282 42868 2
: 909 | 4.53281 7.27899 0.0202504 0.00177418 43298.9 3
: 910 Minimum Test error found - save the configuration
: 910 | 4.63246 6.70434 0.0202251 0.00186046 43562 0
: 911 Minimum Test error found - save the configuration
: 911 | 4.66177 6.62712 0.0202068 0.00183496 43545 0
: 912 | 4.82992 7.03458 0.0201636 0.00177047 43494.5 1
: 913 | 4.85673 6.9927 0.0201696 0.00177629 43494 2
: 914 Minimum Test error found - save the configuration
: 914 | 4.65894 6.59057 0.0202062 0.00183539 43547.3 0
: 915 | 4.38694 6.59104 0.0201566 0.00177743 43527.6 1
: 916 | 4.52011 6.67991 0.0201597 0.00177977 43525.7 2
: 917 | 4.41729 6.80305 0.0201603 0.00177084 43503.1 3
: 918 Minimum Test error found - save the configuration
: 918 | 4.39001 6.4366 0.0202278 0.00183013 43483.7 0
: 919 Minimum Test error found - save the configuration
: 919 | 4.27862 6.28901 0.0202452 0.00182593 43432.8 0
: 920 | 4.34854 6.39551 0.0201537 0.00177436 43527 1
: 921 | 4.41972 6.34326 0.02016 0.00177226 43507.3 2
: 922 | 4.56963 6.31051 0.0201494 0.00175912 43501.3 3
: 923 | 4.28121 6.37668 0.0201459 0.00175784 43506.4 4
: 924 | 4.19788 7.06694 0.0201754 0.00176405 43451.5 5
: 925 Minimum Test error found - save the configuration
: 925 | 4.38933 6.12149 0.0202262 0.00183427 43497.2 0
: 926 | 4.42692 6.33794 0.0201861 0.00176607 43430.9 1
: 927 | 4.52855 6.54804 0.0201499 0.00175671 43494.5 2
: 928 | 4.17732 6.16339 0.0202194 0.00176792 43357 3
: 929 | 4.28061 6.67146 0.020172 0.0017756 43486.9 4
: 930 Minimum Test error found - save the configuration
: 930 | 4.32953 6.02752 0.020218 0.00183868 43527.1 0
: 931 Minimum Test error found - save the configuration
: 931 | 4.05175 5.93867 0.0202177 0.001836 43521.6 0
: 932 | 3.98995 6.08959 0.0201508 0.00177375 43532.5 1
: 933 Minimum Test error found - save the configuration
: 933 | 3.9691 5.86299 0.0202304 0.0018344 43487.8 0
: 934 | 4.01457 6.02451 0.0201531 0.00177724 43535.5 1
: 935 Minimum Test error found - save the configuration
: 935 | 4.10535 5.82851 0.0202167 0.00183695 43526.2 0
: 936 | 4.13465 5.85341 0.0201602 0.0017782 43520.7 1
: 937 | 4.02925 6.27581 0.0201654 0.00177077 43491 2
: 938 Minimum Test error found - save the configuration
: 938 | 3.8607 5.61751 0.0202194 0.00182406 43489.3 0
: 939 | 3.90549 6.08518 0.02015 0.00176721 43519 1
: 940 | 3.90395 5.68556 0.0201569 0.00176656 43501.1 2
: 941 | 3.92652 5.69927 0.020161 0.00176692 43492.4 3
: 942 | 3.98354 5.6979 0.0201553 0.00175698 43482.1 4
: 943 Minimum Test error found - save the configuration
: 943 | 3.90439 5.40536 0.0202228 0.00182741 43489.2 0
: 944 | 4.11703 5.71879 0.0201571 0.0017666 43500.7 1
: 945 | 3.94138 5.54728 0.0201591 0.00176842 43500.2 2
: 946 Minimum Test error found - save the configuration
: 946 | 3.90584 5.38334 0.0204198 0.00185432 43090.7 0
: 947 | 3.96988 5.6134 0.0201685 0.00176772 43476.5 1
: 948 | 3.87 5.77405 0.0201665 0.00177618 43501.2 2
: 949 | 3.72258 5.5712 0.0201665 0.00178032 43510.9 3
: 950 | 3.89308 5.41635 0.020156 0.00177695 43527.8 4
: 951 Minimum Test error found - save the configuration
: 951 | 3.80147 5.26786 0.0202138 0.0018455 43553.3 0
: 952 | 3.6992 5.46231 0.0201442 0.00176756 43533.6 1
: 953 Minimum Test error found - save the configuration
: 953 | 3.88617 5.20743 0.0202598 0.0018398 43431 0
: 954 | 3.77808 5.29099 0.0201773 0.00180755 43549.8 1
: 955 | 3.95424 5.65248 0.020155 0.00177656 43529.4 2
: 956 Minimum Test error found - save the configuration
: 956 | 3.74281 5.20509 0.0202272 0.00183084 43486.9 0
: 957 | 3.75507 5.75566 0.0201914 0.00176724 43421.3 1
: 958 Minimum Test error found - save the configuration
: 958 | 3.74905 4.91543 0.0202247 0.00182885 43488.1 0
: 959 | 3.68231 5.01075 0.0201572 0.0017656 43498.1 1
: 960 | 3.56098 5.43569 0.0201498 0.00176709 43519.1 2
: 961 | 3.74405 6.40266 0.0201762 0.00175952 43438.9 3
: 962 | 4.37892 5.49476 0.0201649 0.00176477 43477.9 4
: 963 | 4.02096 5.7248 0.0201513 0.00176571 43512.3 5
: 964 | 3.85545 5.30129 0.0201634 0.00176411 43480 6
: 965 Minimum Test error found - save the configuration
: 965 | 3.97583 4.88355 0.0202156 0.00182792 43507.5 0
: 966 | 3.6298 5.00037 0.0201467 0.00175857 43506.3 1
: 967 | 3.59205 4.88485 0.0201429 0.0017583 43514.7 2
: 968 Minimum Test error found - save the configuration
: 968 | 3.48302 4.77233 0.0202405 0.00183459 43464.3 0
: 969 | 3.53982 4.96591 0.0201521 0.00177709 43537.4 1
: 970 Minimum Test error found - save the configuration
: 970 | 3.48412 4.74914 0.0202137 0.00183544 43529.8 0
: 971 | 3.48357 4.96155 0.0201388 0.00177605 43566.6 1
: 972 | 3.85076 5.09112 0.0201564 0.00176757 43504.8 2
: 973 | 3.74214 5.1344 0.0201629 0.00178136 43521.9 3
: 974 | 3.69169 4.88929 0.0201552 0.00177772 43531.5 4
: 975 Minimum Test error found - save the configuration
: 975 | 3.44357 4.74406 0.0202133 0.00183859 43538 0
: 976 | 3.67348 4.93042 0.0201636 0.00177803 43512.4 1
: 977 Minimum Test error found - save the configuration
: 977 | 3.64391 4.54219 0.020211 0.00183237 43528.8 0
: 978 | 3.48261 4.71077 0.0201821 0.00176865 43446.4 1
: 979 | 3.52879 4.56785 0.0201519 0.00176645 43512.7 2
: 980 | 3.4047 4.84936 0.0201595 0.00176511 43491.5 3
: 981 Minimum Test error found - save the configuration
: 981 | 3.40897 4.50511 0.020215 0.00182917 43511.8 0
: 982 Minimum Test error found - save the configuration
: 982 | 3.46751 4.48484 0.0202232 0.00181823 43466.5 0
: 983 | 3.44127 4.94502 0.0201633 0.0017673 43487.8 1
: 984 | 3.45515 4.50227 0.0201523 0.00176663 43512 2
: 985 | 3.42347 4.71064 0.0201438 0.0017656 43529.8 3
: 986 Minimum Test error found - save the configuration
: 986 | 3.50075 4.46249 0.0202366 0.0018284 43458.9 0
: 987 | 3.46219 4.56516 0.02016 0.00175724 43471.6 1
: 988 | 3.52957 4.85018 0.0201657 0.00176533 43477.4 2
: 989 | 3.80171 5.15932 0.0201596 0.00177506 43514.8 3
: 990 | 3.83924 4.71125 0.020153 0.00177629 43533.3 4
: 991 Minimum Test error found - save the configuration
: 991 | 3.4968 4.18312 0.0202609 0.00184732 43446.3 0
: 992 | 3.54161 4.68391 0.0201792 0.00176846 43452.9 1
: 993 | 3.27417 4.34791 0.0201689 0.00177589 43494.8 2
: 994 | 3.31316 4.29575 0.020157 0.00177479 43520.3 3
: 995 | 3.23548 4.32608 0.0201597 0.00177548 43515.5 4
: 996 | 3.24057 4.50005 0.0202676 0.00178299 43279.3 5
: 997 | 3.27976 4.31774 0.0201601 0.00176793 43496.7 6
: 998 | 3.35208 4.37393 0.0201611 0.00176665 43491.3 7
: 999 Minimum Test error found - save the configuration
: 999 | 3.22047 4.17641 0.0202198 0.00183246 43508.1 0
: 1000 | 3.22664 4.3935 0.0201412 0.00176669 43538.6 1
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.15101 4.16236 0.0202257 0.00182681 43480.9 0
: 1002 | 3.33666 4.66071 0.0201521 0.00175646 43488.7 1
: 1003 | 3.43537 4.3435 0.0201612 0.00176493 43487.1 2
: 1004 | 3.84701 4.3136 0.0201614 0.00176553 43488.1 3
: 1005 Minimum Test error found - save the configuration
: 1005 | 3.38713 4.08992 0.02021 0.00182706 43518.7 0
: 1006 | 3.54382 4.5881 0.0201511 0.00176589 43513.3 1
: 1007 | 3.33247 4.17108 0.020158 0.00175786 43477.9 2
: 1008 | 3.2902 4.8129 0.0201786 0.00176434 43444.5 3
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.26048 4.0363 0.0202149 0.0018379 43532.8 0
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.02732 3.77707 0.0201979 0.00183501 43566.1 0
: 1011 | 3.15618 3.91031 0.0201566 0.00177698 43526.3 1
: 1012 | 3.04037 3.91919 0.0201509 0.00176815 43519 2
: 1013 | 3.20039 3.81574 0.0201838 0.00177741 43463.1 3
: 1014 | 3.0458 3.87207 0.0203806 0.00180287 43062.4 4
: 1015 | 3.11285 3.82193 0.0202718 0.00176946 43237.7 5
: 1016 | 3.24676 4.30295 0.0201415 0.00175808 43517.4 6
: 1017 | 3.32696 4.12334 0.0201108 0.00176289 43601.7 7
: 1018 | 3.12359 3.89295 0.0201819 0.0017639 43435.8 8
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.14393 3.71314 0.0201888 0.00183715 43592.9 0
: 1020 | 3.1415 3.75113 0.020184 0.00182503 43575.6 1
: 1021 | 3.10329 4.12837 0.0202469 0.00183999 43462 2
: 1022 | 3.23613 3.92541 0.0202282 0.00176673 43333.5 3
: 1023 | 3.12365 3.71944 0.0202525 0.00181069 43379.6 4
: 1024 | 2.99752 3.7834 0.0201552 0.00176519 43501.9 5
: 1025 Minimum Test error found - save the configuration
: 1025 | 3.11203 3.53086 0.0203057 0.00183817 43319.3 0
: 1026 | 3.03771 3.67441 0.0201439 0.00176624 43531.2 1
: 1027 | 2.97641 3.57127 0.020193 0.00177577 43437.5 2
: 1028 | 3.19217 3.9425 0.0201448 0.00177344 43546 3
: 1029 | 3.28297 4.1637 0.0201496 0.00177441 43536.9 4
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.28972 3.47246 0.0202365 0.00183566 43476.3 0
: 1031 | 3.4321 3.99254 0.0201639 0.00177418 43502.5 1
: 1032 | 2.97408 3.62614 0.020169 0.00177818 43499.9 2
: 1033 Minimum Test error found - save the configuration
: 1033 | 2.97944 3.43897 0.0202364 0.00184232 43492.3 0
: 1034 Minimum Test error found - save the configuration
: 1034 | 3.01375 3.3066 0.0202037 0.00183178 43544.8 0
: 1035 | 2.94277 3.51381 0.0202321 0.00176233 43314 1
: 1036 | 3.00866 4.45847 0.020147 0.001766 43523.2 2
: 1037 | 3.28935 3.48973 0.0201905 0.00176824 43425.8 3
: 1038 | 3.04521 3.62816 0.0201467 0.00176638 43524.8 4
: 1039 | 3.32279 5.03779 0.0201955 0.00175915 43392.5 5
: 1040 | 3.38282 3.90159 0.0202072 0.00179521 43449.9 6
: 1041 | 3.05272 3.55253 0.0201807 0.00176772 43447.6 7
: 1042 | 2.98535 3.47317 0.020165 0.00176651 43481.7 8
: 1043 | 3.03679 3.37575 0.0201456 0.00176541 43525.1 9
: 1044 | 2.97081 3.48655 0.0201342 0.0017628 43546 10
: 1045 | 3.01324 4.2038 0.020229 0.00176372 43324.5 11
: 1046 Minimum Test error found - save the configuration
: 1046 | 3.10067 3.22041 0.0202778 0.0018585 43432.6 0
: 1047 | 3.00251 3.58824 0.0201665 0.00177681 43502.6 1
: 1048 | 3.01996 4.2577 0.020162 0.00177665 43513 2
: 1049 | 2.94754 3.85055 0.0201393 0.00178002 43574.6 3
: 1050 Minimum Test error found - save the configuration
: 1050 | 2.89184 3.19763 0.0202914 0.00185491 43392.2 0
: 1051 | 2.82446 3.48844 0.0201604 0.00177982 43524.2 1
: 1052 | 2.97132 3.3337 0.0201883 0.00177851 43455.2 2
: 1053 Minimum Test error found - save the configuration
: 1053 | 2.82379 3.17334 0.0204145 0.00191911 43254.1 0
: 1054 | 2.9367 3.59256 0.0202492 0.00177011 43292.1 1
: 1055 | 2.95353 3.62383 0.020204 0.00177009 43398.4 2
: 1056 | 3.17202 3.19475 0.0202518 0.00179197 43337.3 3
: 1057 Minimum Test error found - save the configuration
: 1057 | 2.76656 3.04774 0.0202807 0.00184958 43404.8 0
: 1058 | 2.74538 3.15882 0.0202137 0.00177312 43382.6 1
: 1059 | 2.86197 3.4117 0.0201864 0.00176915 43437.5 2
: 1060 | 2.91329 3.11428 0.0201906 0.00177053 43430.9 3
: 1061 | 3.21733 3.27297 0.0201609 0.00176028 43476.7 4
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.81058 2.86596 0.020255 0.00184299 43449.9 0
: 1063 | 2.91421 3.61884 0.0201651 0.00177607 43504.2 1
: 1064 | 3.26652 3.00086 0.0202163 0.00177692 43385.4 2
: 1065 | 2.94175 2.96839 0.0202067 0.00177021 43392.2 3
: 1066 | 2.82862 2.99782 0.0201781 0.0017764 43474.2 4
: 1067 | 2.80117 2.91859 0.0201557 0.00177749 43529.9 5
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.83407 2.80082 0.0202694 0.00184768 43427 0
: 1069 | 2.8457 3.09391 0.0201658 0.00177837 43508 1
: 1070 Minimum Test error found - save the configuration
: 1070 | 3.08057 2.76708 0.0203976 0.0018407 43110.7 0
: 1071 | 2.84095 2.94195 0.0202865 0.00178364 43236.6 1
: 1072 | 2.83026 3.02171 0.0202211 0.00176884 43355 2
: 1073 | 2.79032 3.22409 0.0202314 0.0017651 43322.1 3
: 1074 | 2.80362 3.17064 0.02044 0.00184552 43023.5 4
: 1075 | 2.93139 2.94874 0.0202766 0.00176836 43224.1 5
: 1076 | 3.07435 2.95975 0.0202483 0.00176298 43277.6 6
: 1077 | 2.92381 2.79192 0.020181 0.00177749 43470.1 7
: 1078 | 2.68267 3.17235 0.0201655 0.00177742 43506.4 8
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.85795 2.72879 0.0202158 0.0018408 43537.5 0
: 1080 | 2.63427 2.85377 0.0201537 0.00177739 43534.3 1
: 1081 | 2.69697 3.0871 0.0201338 0.00176991 43563.7 2
: 1082 | 2.54493 2.93445 0.0201545 0.00177624 43529.8 3
: 1083 | 2.86303 2.87682 0.0201381 0.00177393 43563.1 4
: 1084 Minimum Test error found - save the configuration
: 1084 | 2.77455 2.56758 0.0202168 0.00184512 43545.2 0
: 1085 | 2.92495 2.87113 0.0201468 0.00177624 43548 1
: 1086 | 2.7295 2.71545 0.0201479 0.00176904 43528.2 2
: 1087 | 3.07573 2.87068 0.0201945 0.00176451 43407.5 3
: 1088 | 3.1485 2.88537 0.0201679 0.00176669 43475.3 4
: 1089 | 2.76337 2.93153 0.0204134 0.00178568 42946.9 5
: 1090 | 2.64795 2.87513 0.020193 0.00176049 43401.5 6
: 1091 | 2.66661 2.73493 0.0201713 0.00176601 43465.8 7
: 1092 | 2.75458 2.91834 0.020137 0.00176468 43543.8 8
: 1093 | 2.62818 2.59003 0.0201431 0.001766 43532.3 9
: 1094 | 2.75693 2.69936 0.0201585 0.00176634 43496.7 10
: 1095 | 2.78878 2.92396 0.0202503 0.00176421 43275.8 11
: 1096 | 3.03916 2.80925 0.020201 0.00178506 43440.7 12
: 1097 | 2.81795 2.57499 0.0202294 0.00179194 43389.9 13
: 1098 | 2.79646 2.79228 0.0201975 0.00178366 43445.6 14
: 1099 | 2.89613 2.90869 0.0201771 0.00176861 43458.2 15
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.70364 2.53227 0.0202372 0.00185192 43513.1 0
: 1101 | 2.90278 3.08809 0.0201472 0.0017734 43540.2 1
: 1102 Minimum Test error found - save the configuration
: 1102 | 2.69091 2.49359 0.0201985 0.00183199 43557.5 0
: 1103 | 2.58022 3.10044 0.0201485 0.00177546 43542 1
: 1104 Minimum Test error found - save the configuration
: 1104 | 2.71479 2.35368 0.0205777 0.00191604 42868.6 0
: 1105 | 2.90356 2.8254 0.0202095 0.00177183 43389.3 1
: 1106 | 2.64487 2.62116 0.020224 0.00177486 43362.4 2
: 1107 | 2.58829 2.57841 0.0202422 0.001773 43315.4 3
: 1108 | 2.48085 2.36532 0.0201804 0.00177071 43455.4 4
: 1109 | 2.52597 2.39475 0.0203657 0.00177481 43031.7 5
: 1110 | 2.41141 2.36605 0.0201973 0.00176517 43402.5 6
: 1111 | 2.63952 2.60495 0.0202139 0.00177123 43377.6 7
: 1112 | 2.83259 2.5249 0.0202078 0.00178199 43417.3 8
: 1113 | 2.86027 2.48264 0.0202738 0.00178291 43264.6 9
: 1114 Minimum Test error found - save the configuration
: 1114 | 2.57373 2.18327 0.0202676 0.00185255 43442.8 0
: 1115 | 2.42804 2.93145 0.0202128 0.00177829 43396.8 1
: 1116 | 2.50449 2.27694 0.0202238 0.00178198 43379.7 2
: 1117 | 2.44387 2.59654 0.0202435 0.00178521 43340.8 3
: 1118 | 2.55111 2.64629 0.0202752 0.00178228 43259.9 4
: 1119 | 2.57113 2.63396 0.0202228 0.0017742 43363.8 5
: 1120 | 2.62965 2.46718 0.0203599 0.00184869 43217.1 6
: 1121 | 2.52534 3.07769 0.0202666 0.00177494 43262.7 7
: 1122 Minimum Test error found - save the configuration
: 1122 | 2.47905 2.11816 0.0203092 0.00186047 43363.3 0
: 1123 | 2.723 2.61032 0.0202374 0.00177656 43335.1 1
: 1124 | 3.23498 2.38528 0.0202155 0.00176631 43362.3 2
: 1125 | 2.79547 2.44507 0.020216 0.00177072 43371.5 3
: 1126 | 2.78681 2.39923 0.0202916 0.00178119 43219 4
: 1127 | 2.58792 2.64943 0.0201815 0.00177558 43464.3 5
: 1128 | 2.7632 2.41674 0.020155 0.00176834 43509.8 6
: 1129 | 3.43477 3.046 0.0201986 0.00177953 43433.2 7
: 1130 | 3.41116 2.36347 0.020181 0.00177876 43472.9 8
: 1131 | 2.4974 2.74744 0.0201674 0.00177572 43498 9
: 1132 | 2.46183 2.34368 0.020222 0.00178699 43395.8 10
: 1133 | 2.56793 2.61743 0.0202084 0.00176494 43375.9 11
: 1134 | 2.36451 2.14775 0.0202112 0.00177321 43388.7 12
: 1135 | 2.31655 2.14343 0.0202036 0.00177195 43403.5 13
: 1136 | 2.51169 2.84968 0.0201791 0.00177195 43461.3 14
: 1137 | 2.42332 2.24008 0.0201602 0.00175982 43477.5 15
: 1138 | 2.34287 2.47556 0.0201718 0.00176668 43466.1 16
: 1139 | 2.38142 2.33019 0.0202894 0.00179709 43261.2 17
: 1140 | 2.43865 2.78362 0.0202086 0.00177502 43399.1 18
: 1141 | 2.54945 2.32129 0.0201791 0.00175926 43431.4 19
: 1142 | 2.288 2.22742 0.020225 0.00176746 43342.7 20
: 1143 | 2.29446 2.25571 0.0201855 0.00177825 43461.2 21
:
: Elapsed time for training with 1000 events: 23.2 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: 0.0292 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: 1.61 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.332 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= 3.69823e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.2824e+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: 0.0734 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: 0.0978 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: 0.0054 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: 0.235 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: 2.01 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: 0.0462 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00823 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: 0.094 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0133 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: 0.00757 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00219 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: 0.238 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0295 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.97 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.221 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 : -0.0249 -0.0144 1.59 1.24 | 3.273 3.276
: 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 : -0.0237 -0.0138 1.48 1.13 | 3.307 3.313
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
UInt_t
unsigned int UInt_t
Definition: RtypesCore.h:46
Double_t
double Double_t
Definition: RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition: TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition: TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:560
main
int main(int argc, char *argv[])
Definition: cef_main.cxx:54
TCut
A specialized string object used for TTree selections.
Definition: TCut.h:25
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:326
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:4053
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:916
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::kFDA
@ kFDA
Definition: Types.h:92
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:86
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:80
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:94
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:89
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:83
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:90
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition: TNamed.h:47
TString
Basic string class.
Definition: TString.h:136
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:407
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:1299
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="")
TMVA::gTools
Tools & gTools()
Author
Andreas Hoecker

Definition in file TMVARegression.C.