Logo ROOT  
Reference Guide
TMVARegression.C File Reference

Detailed Description

View in nbviewer Open in SWAN 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 : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: PDEFoam
:
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : 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 : [dataset] :
:
Factory : Booking method: KNN
:
Factory : Booking method: LD
:
Factory : Booking method: DNN_CPU
:
: 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 : [dataset] : 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: BDTG
:
<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 : Train all methods
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.613 sec
: Elapsed time for training with 1000 events: 0.62 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0055 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
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: 0.00144 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00825 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_KNN.weights.xml
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: 0.000444 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000598 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_LD.weights.xml
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 Learning rate = 0.001 regularization 0 minimum error = 33541.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 34847.7 33204.3 0.0195759 0.00179049 44980.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 34427.6 32697.4 0.0194933 0.00178112 45166.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 33826.9 32016.6 0.0198551 0.00183459 44394 0
: 4 Minimum Test error found - save the configuration
: 4 | 33155.6 31300.8 0.0199114 0.00180584 44185.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 32417.6 30550.4 0.0199193 0.00180131 44155 0
: 6 Minimum Test error found - save the configuration
: 6 | 31555.3 29723.3 0.0198579 0.00178801 44272.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30770.9 29124.6 0.019805 0.00180014 44432.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 30276.2 28725.7 0.0197586 0.00178886 44519.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 29903.6 28377.6 0.0196332 0.00177775 44804.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 29562.5 28064.6 0.0197462 0.00177447 44514.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 29246.5 27770.9 0.019951 0.00179493 44062.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 28954.8 27479.8 0.019805 0.00179829 44427.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 28660.1 27209.2 0.019771 0.00179105 44493.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 28385 26941.6 0.0197651 0.00178606 44496.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 28116 26679 0.0198546 0.00182318 44367 0
: 16 Minimum Test error found - save the configuration
: 16 | 27852.8 26421.9 0.0197743 0.00178292 44465.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 27593.7 26172.1 0.0198506 0.00180202 44324.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 27341.1 25927 0.0197827 0.00179261 44468.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 27090.3 25690.6 0.0198369 0.00180725 44371.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 26848.1 25455.6 0.0198129 0.00180605 44427.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 26609.4 25222.7 0.0198513 0.00179761 44312.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 26373.5 24993.2 0.0198123 0.00177875 44361.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 26140.5 24767.9 0.0198138 0.00178068 44362.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 25912.4 24544.1 0.0198199 0.00178734 44364.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 25686.9 24322.7 0.0197944 0.00177467 44395.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 25460.2 24109.8 0.0198044 0.00177602 44374.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 25243.3 23894.6 0.0197103 0.00178624 44632.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 25023.5 23685.4 0.0198124 0.00177684 44356.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24810.6 23475.6 0.0197991 0.00177775 44391.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 24599.6 23266.7 0.0198084 0.00177733 44368 0
: 31 Minimum Test error found - save the configuration
: 31 | 24388.1 23063.2 0.0198072 0.00177728 44370.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 24181.6 22861 0.0198191 0.00177927 44346.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 23973.2 22666.1 0.0198212 0.00178515 44355.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 23774.8 22466.9 0.0197977 0.00179239 44431.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 23571.2 22274.7 0.0196648 0.00179557 44769.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 23373.6 22083.3 0.0197282 0.00178935 44595.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 23179 21891.3 0.0198493 0.00178799 44293.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 22983.8 21703 0.0198016 0.00180398 44450.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 22793.2 21514.5 0.0198338 0.00179008 44336.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 22601.4 21330.4 0.0198422 0.00179517 44328.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22412.6 21149.3 0.0198513 0.00179086 44295.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 22228.6 20966.7 0.0198337 0.00178331 44320.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 22042 20789.5 0.019834 0.00177286 44294 0
: 44 Minimum Test error found - save the configuration
: 44 | 21860.2 20613.1 0.0198577 0.00178095 44255.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21681.9 20434.9 0.0198922 0.00179949 44216.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 21502.4 20260 0.0198785 0.00179222 44232.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 21322 20092 0.0198517 0.00179598 44307.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 21149.9 19920.5 0.0198124 0.00180973 44438 0
: 49 Minimum Test error found - save the configuration
: 49 | 20975.5 19751.6 0.0198907 0.00179612 44212.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 20803.2 19582.8 0.019887 0.00179066 44207.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 20628.5 19409 0.0199723 0.00181761 44065.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 20460.4 19238.2 0.019907 0.00179011 44157.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 20289.5 19072.4 0.0199127 0.0017904 44144.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 20116.5 18900.7 0.0199565 0.00181072 44087.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 19955 18747.5 0.0199758 0.00180708 44031.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 19792 18587.1 0.0199585 0.00180151 44060.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 19623.2 18423 0.0199786 0.00180956 44030.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 19465.8 18261.6 0.0199858 0.00180133 43993.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 19301 18109 0.0199549 0.00179614 44055.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 19139.5 17947.8 0.0199718 0.00179996 44024 0
: 61 Minimum Test error found - save the configuration
: 61 | 18981 17797.2 0.0199888 0.00179181 43963.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 18822.2 17642.2 0.020049 0.00181044 43863.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18667 17486.6 0.0200191 0.00179832 43905.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 18509.5 17336.9 0.0200086 0.00179536 43924 0
: 65 Minimum Test error found - save the configuration
: 65 | 18354.2 17186.2 0.0200175 0.00179863 43910.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 18203 17034.7 0.0200464 0.00180631 43859.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 18049.5 16886.2 0.020026 0.00180358 43902 0
: 68 Minimum Test error found - save the configuration
: 68 | 17896.9 16740.6 0.0200362 0.00180887 43890.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 17747 16597.4 0.0200675 0.00181934 43840 0
: 70 Minimum Test error found - save the configuration
: 70 | 17600.4 16451.1 0.0200708 0.00181537 43822.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 17450.6 16307.3 0.0200849 0.00182291 43806.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 17303.6 16165.9 0.0200778 0.00181722 43810.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 17160.3 16021.6 0.0200629 0.00180714 43821.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 17013.6 15882.4 0.0200777 0.00181076 43794.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16870.3 15745.1 0.0200846 0.0018165 43792.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 16730.6 15605.8 0.0201065 0.00180727 43717.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 16590.1 15468.6 0.0200788 0.00180187 43771 0
: 78 Minimum Test error found - save the configuration
: 78 | 16450.6 15333.3 0.020125 0.00182897 43725.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 16313.1 15199.1 0.0201259 0.00183616 43740.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 16177.2 15064.8 0.0201431 0.00184511 43720.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 16041.3 14932.8 0.0201549 0.00184881 43701.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 15908.2 14801.7 0.0201358 0.00183836 43722 0
: 83 Minimum Test error found - save the configuration
: 83 | 15775.4 14671 0.0201172 0.0018341 43756.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 15641 14546 0.0201192 0.00182031 43718.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 15513 14418.1 0.0201404 0.0018397 43714.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 15384.2 14291 0.0201524 0.00184672 43702.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 15253.9 14168.4 0.0201012 0.00184323 43816.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 15130.2 14041.9 0.0201832 0.0018652 43672.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 15002.8 13919 0.0201562 0.00183096 43655.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 14876.8 13799.5 0.0201927 0.00184359 43598.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 14755.8 13676 0.0201373 0.00182957 43697.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14630.6 13558.1 0.0201246 0.0018199 43704.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 14510.5 13439 0.0201511 0.00182934 43664 0
: 94 Minimum Test error found - save the configuration
: 94 | 14389.8 13321.3 0.020164 0.00182533 43623.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 14272.5 13201.9 0.0201418 0.00182529 43676.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 14150.2 13089.3 0.0201531 0.0018117 43617.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 14036.2 12972.5 0.0201978 0.00183199 43559.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13916.8 12861.6 0.0202925 0.00197561 43675.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 13803.4 12748.6 0.0201927 0.00182771 43561.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 13688.7 12636.8 0.0201805 0.00184118 43622.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 13575.9 12525.5 0.0201712 0.0018237 43602.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 13463.3 12415.3 0.0201702 0.00183024 43620.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 13352.1 12305.8 0.0202221 0.00183388 43506.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 13240.3 12199.3 0.0201797 0.00184328 43629 0
: 105 Minimum Test error found - save the configuration
: 105 | 13132.8 12090.2 0.0201685 0.00183615 43638.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 13021.8 11986.2 0.0201193 0.00182394 43726.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 12916.1 11879.8 0.020166 0.00183419 43639.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12809.3 11774.2 0.0201611 0.00183343 43649.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 12702.2 11671.6 0.0201596 0.00183128 43648.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 12598.1 11568.7 0.0201687 0.0018327 43630 0
: 111 Minimum Test error found - save the configuration
: 111 | 12494.7 11465.6 0.0202265 0.0018293 43484.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 12390.2 11365.7 0.0204071 0.00185436 43120.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 12290.1 11263.5 0.0202974 0.0018554 43379.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 12186.6 11165 0.0202046 0.00184908 43583.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 12087.6 11065.4 0.020262 0.00184691 43442.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 11985.8 10970.1 0.0202358 0.00184687 43504.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 11890.1 10870.6 0.0201996 0.00184243 43579.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 11790.9 10773.8 0.0202028 0.00184081 43568.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 11693.4 10679.3 0.0202422 0.00182731 43443.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 11597.8 10583.6 0.0201829 0.00182837 43586 0
: 121 Minimum Test error found - save the configuration
: 121 | 11502.1 10489.7 0.0201892 0.00185183 43626.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 11407.5 10396.3 0.0201712 0.00183509 43629.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 11313.2 10304.4 0.0201761 0.00184437 43640.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 11220.6 10212.6 0.0202241 0.00184192 43520.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 11127.9 10122.3 0.0201935 0.00184495 43600.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 11036.8 10032.5 0.0202921 0.00187183 43430.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 10946.4 9942.63 0.0202322 0.00185518 43532.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 10855.6 9854.82 0.0202583 0.00185201 43463.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 10767.1 9766.83 0.0202376 0.00184303 43491 0
: 130 Minimum Test error found - save the configuration
: 130 | 10679 9679.02 0.0202062 0.00184214 43563.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10590 9593.92 0.0202075 0.00183386 43540.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 10504 9507.98 0.0202119 0.00181914 43495.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 10418.8 9421.15 0.020184 0.00182381 43572.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 10331.6 9337.34 0.0201932 0.00182335 43549.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 10247.6 9253.24 0.0201882 0.00182259 43559.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 10162.4 9171.37 0.0201962 0.00182363 43543.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 10079.6 9089.58 0.0202019 0.00182839 43541 0
: 138 Minimum Test error found - save the configuration
: 138 | 9997.33 9007.46 0.0201892 0.00183129 43578 0
: 139 Minimum Test error found - save the configuration
: 139 | 9916.09 8924.89 0.0202022 0.00183276 43550.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 9833.31 8845.21 0.0202319 0.00186005 43545 0
: 141 Minimum Test error found - save the configuration
: 141 | 9753.11 8765.55 0.0202141 0.00182609 43506.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 9673.24 8686.35 0.0202075 0.00183089 43533.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 9593.71 8608.1 0.0201901 0.00183289 43579.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 9515.22 8530.32 0.0201915 0.00183218 43574.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 9436.56 8454.3 0.0202202 0.0018315 43504.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 9359.34 8378.59 0.0201976 0.00182517 43543.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 9284.18 8301.05 0.0202179 0.00183221 43512.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 9207.1 8225.76 0.0202113 0.00182723 43516 0
: 149 Minimum Test error found - save the configuration
: 149 | 9131.7 8151.07 0.020319 0.00187706 43379.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 9056.12 8078.4 0.0202207 0.00181761 43470.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 8983.15 8004.11 0.0202181 0.00182774 43501.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 8909.16 7931.09 0.0202513 0.00182823 43423.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 8836 7858.95 0.0202227 0.00183544 43508.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 8764.49 7786.08 0.0202207 0.00182353 43485 0
: 155 Minimum Test error found - save the configuration
: 155 | 8691.84 7715.22 0.0202331 0.00183834 43490.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 8620.12 7645.8 0.0202462 0.0018409 43465.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 8551.48 7573.95 0.0202324 0.00184808 43515.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 8479.99 7504.92 0.0202363 0.00183282 43470.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 8410.89 7436 0.0202323 0.00184139 43499.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 8340.98 7369.37 0.020212 0.00183388 43530.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 8273.7 7301.63 0.0202113 0.00183508 43534.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8206.34 7233.9 0.0202314 0.00185335 43530.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 8137.65 7169.36 0.0202199 0.00183706 43518.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 8073.54 7101.24 0.0203006 0.00188309 43436.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 8006.09 7036.16 0.0202418 0.00183816 43469.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 7939.92 6972.47 0.0202079 0.00181972 43506.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 7876.72 6906.48 0.0202493 0.00182628 43423.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 7810.83 6843.54 0.0201966 0.00184307 43588.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 7748.61 6779.54 0.0202502 0.00185169 43481.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 7682.82 6718.75 0.0203232 0.00182975 43258.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 7623.53 6653.34 0.0202497 0.00182994 43431.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 7558.84 6592.13 0.020256 0.00184494 43452.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7498.45 6529.43 0.0202357 0.00183917 43486.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 7437.14 6467.88 0.0202664 0.00184047 43417 0
: 175 Minimum Test error found - save the configuration
: 175 | 7374.51 6409.1 0.0202466 0.00184637 43477.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 7315.22 6349.73 0.0202632 0.00184928 43445.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 7255.41 6290.89 0.0204017 0.00185651 43137.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 7196.64 6231.87 0.02024 0.00183726 43471.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 7137.57 6173.96 0.0202977 0.00184957 43364.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 7079.66 6116.4 0.0202629 0.00185163 43451.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 7022.12 6058.04 0.0202786 0.00184257 43393.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 6965.18 6000.11 0.0202226 0.0018294 43494.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 6907.81 5943.72 0.0202392 0.00183998 43480.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 6851.45 5888.05 0.0202732 0.00185171 43427.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 6795.75 5832.35 0.020505 0.0018793 42951.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 6738.97 5779.21 0.020651 0.00188423 42628.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 6685.59 5724.22 0.0203609 0.00187095 43266.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 6631.6 5669.24 0.0203026 0.00186892 43398.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 6576.93 5615.36 0.0203403 0.00186927 43311 0
: 190 Minimum Test error found - save the configuration
: 190 | 6522.72 5563.28 0.0204204 0.00187952 43147.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6469.46 5510.93 0.0203674 0.00185604 43216.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6418.09 5457.17 0.0202975 0.00184604 43356.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 6364.55 5406.5 0.0202751 0.00183169 43375.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6313.2 5355.29 0.020272 0.00184624 43417.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 6261.58 5303.88 0.0206409 0.00186397 42605.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 6210.61 5253.05 0.0203699 0.00186117 43223 0
: 197 Minimum Test error found - save the configuration
: 197 | 6159.9 5203.08 0.0202613 0.00184212 43433 0
: 198 Minimum Test error found - save the configuration
: 198 | 6110.06 5153.12 0.0202473 0.00184458 43471.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 6058.94 5105.76 0.0205864 0.00184855 42694.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 6012.43 5054.34 0.0202882 0.00183444 43351.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 5961.38 5006.64 0.0202376 0.00182819 43456.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 5913.54 4957.83 0.0202903 0.00184655 43375.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 5864.61 4910.98 0.0202617 0.00183198 43408.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 5816.88 4864.82 0.0202684 0.00184639 43426.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 5770.16 4817.65 0.020314 0.00184988 43327.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 5723.75 4770.08 0.0203139 0.00184691 43320.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 5675.91 4724.64 0.020309 0.00186234 43368.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 5629.26 4680.25 0.0202801 0.00185183 43411.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 5584.78 4634.17 0.0203118 0.00184365 43317.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 5538.18 4590.49 0.0203015 0.00184635 43348.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 5493.09 4547.08 0.0202875 0.00185578 43403.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 5449.12 4502.28 0.020291 0.0018504 43382.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 5405.03 4457.78 0.0203037 0.00185068 43353.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 5359.18 4416.75 0.0202631 0.00184337 43431.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5317.61 4372.15 0.0202716 0.00184328 43411.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 5273.17 4329.67 0.0202433 0.00182408 43432.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 5230.63 4287.61 0.0202742 0.00184719 43414.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 5186.9 4246.81 0.0202744 0.00183953 43395.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 5145.45 4204.97 0.0203007 0.00183083 43313.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 5103.28 4163.96 0.0203399 0.00185351 43275.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 5061.54 4123.37 0.0202854 0.00186999 43441.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 5020.24 4083.04 0.0203048 0.00186362 43381.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4979.2 4043.08 0.0202862 0.00186072 43418.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4938.94 4003.11 0.0202696 0.00184427 43418.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 4899.21 3962.56 0.0204033 0.00183881 43093 0
: 226 Minimum Test error found - save the configuration
: 226 | 4857.51 3925.04 0.020287 0.00183595 43358 0
: 227 Minimum Test error found - save the configuration
: 227 | 4818.22 3887.18 0.0203284 0.00184288 43277.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 4778.92 3849.6 0.020255 0.00183146 43422.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 4740.75 3810.86 0.0202687 0.00183098 43389.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 4701.53 3773.47 0.020316 0.00187461 43380.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 4662.83 3736.73 0.0202949 0.00185528 43384.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 4625.31 3699.65 0.0202822 0.00182992 43355.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 4587.26 3662.98 0.0203163 0.00184542 43311.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 4549.92 3626.4 0.0202286 0.00184063 43506.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 4512.56 3590.44 0.0203939 0.00183851 43114.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 4475.02 3556.29 0.0202735 0.00184515 43411.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 4439.35 3520.39 0.0202497 0.00184545 43468.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 4402.1 3485.83 0.0202497 0.00184002 43455.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 4367.25 3450.58 0.0202491 0.00183312 43440.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 4330.56 3416.26 0.0202445 0.00184017 43468.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 4295.09 3382.51 0.0206907 0.00183708 42432.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 4260.29 3348.45 0.0202578 0.00182996 43412.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 4225.02 3315.27 0.0202519 0.00183749 43444.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 4190.37 3282.3 0.0204191 0.00186992 43128.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4156.65 3248.99 0.0212062 0.00193871 41520.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 4121.99 3216.32 0.020424 0.00185406 43080.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 4088.13 3184.1 0.0202988 0.00184239 43345.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 4054.72 3151.97 0.0202664 0.00183359 43400.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 4020.61 3120.9 0.020243 0.00182865 43444.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3988.18 3089.5 0.0211298 0.00198829 41793.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3955.25 3058.44 0.0204456 0.00185516 43033 0
: 252 Minimum Test error found - save the configuration
: 252 | 3922.89 3027.53 0.0203362 0.00186502 43310.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3890.2 2997.99 0.0203004 0.00186149 43386.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3858.74 2967.42 0.0203388 0.0018486 43266.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 3827.39 2936.58 0.0207584 0.0021915 43087.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 3794.59 2907.94 0.020312 0.0018467 43324.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 3764.14 2878.1 0.0202782 0.00184147 43391.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 3733.07 2849.03 0.0204554 0.0019658 43267.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 3702.29 2819.89 0.0204624 0.00184312 42966.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 3671.39 2791.99 0.0206484 0.00207867 43080.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 3641.25 2763.66 0.0202882 0.00185039 43389 0
: 262 Minimum Test error found - save the configuration
: 262 | 3611.94 2734.62 0.0202581 0.00184403 43444.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 3581.1 2707.44 0.020304 0.00183756 43321.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3552.23 2679.07 0.0202687 0.00184004 43410.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 3522.61 2651.57 0.0202701 0.00184648 43422.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 3492.87 2624.79 0.0202801 0.00186981 43453.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 3464.34 2598.04 0.0203573 0.00186283 43256.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 3435.75 2571.59 0.0202942 0.00184858 43370.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 3406.97 2546.19 0.0203115 0.00185071 43335.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 3378.66 2519.72 0.0209699 0.00198542 42139.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 3351.15 2493.45 0.022064 0.00199675 39865.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 3322.89 2468.36 0.0205546 0.00184607 42761.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 3295.11 2443.25 0.0204709 0.00183001 42916.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 3268.37 2417.65 0.0202564 0.00183843 43435.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 3240.67 2393.03 0.0202179 0.00183605 43521.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 3213.85 2367.86 0.0202408 0.00183084 43454.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 3187.14 2343.97 0.020266 0.00182165 43373.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 3160.61 2319.31 0.0202663 0.00183017 43393.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 3133.7 2294.94 0.0203077 0.00186482 43377.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 3108.04 2270.37 0.0203091 0.00186867 43383 0
: 281 Minimum Test error found - save the configuration
: 281 | 3081.85 2246.55 0.0203336 0.00186904 43326.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 3055.5 2223.53 0.0203086 0.00187013 43387.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 3029.51 2201.32 0.0205304 0.00189553 42930.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 3005.17 2177.46 0.020339 0.00186413 43302.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2979.43 2154.67 0.0204588 0.00187607 43050.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2953.91 2132.73 0.0203345 0.00186226 43308.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2929.37 2110.79 0.020326 0.00185841 43319.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2905.2 2087.42 0.0206879 0.00192835 42644.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2879.96 2066.02 0.0203802 0.00186316 43203.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2856.51 2043.45 0.0203174 0.00185869 43340 0
: 291 Minimum Test error found - save the configuration
: 291 | 2831.75 2022.03 0.0204489 0.00187374 43068.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2807.63 2000.7 0.020292 0.00185427 43389.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2784.09 1979.48 0.020394 0.0018616 43167.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2760.63 1958.21 0.0202823 0.001831 43357.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2737.26 1937.28 0.0202881 0.00186023 43412.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2713.85 1916.91 0.0202972 0.00184288 43350.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2690.82 1897.32 0.0202674 0.0018398 43413.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2668.38 1876.65 0.020299 0.00184443 43349.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2644.99 1856.16 0.0203616 0.00184857 43212.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 2622.61 1836.53 0.020336 0.001865 43311.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 2600.31 1816.81 0.0203451 0.00187278 43308.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 2578.78 1796.48 0.0203008 0.0018647 43393.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 2555.6 1777.42 0.0203094 0.00186243 43367.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2534.63 1757.53 0.0203243 0.00187028 43350.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 2511.76 1739.62 0.0203167 0.00186859 43364.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 2491.69 1719.81 0.0203047 0.00185571 43362.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 2469.26 1701.56 0.0203068 0.00185078 43346.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 2448.27 1683.38 0.0202768 0.00183411 43377.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 2427.22 1665.37 0.0202692 0.00183467 43396.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 2407.08 1646.71 0.0204502 0.00186474 43044.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 2385.51 1629.07 0.0203094 0.00184765 43332.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 2365.27 1611.42 0.0202788 0.00184984 43410 0
: 313 Minimum Test error found - save the configuration
: 313 | 2345.12 1593.58 0.0202609 0.00184366 43437.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 2324.7 1576.15 0.0203655 0.00186278 43236.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 2304.56 1559.29 0.0202907 0.00184475 43370 0
: 316 Minimum Test error found - save the configuration
: 316 | 2285.35 1541.55 0.0202447 0.00184129 43470.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2264.8 1525.1 0.0202739 0.00185431 43432 0
: 318 Minimum Test error found - save the configuration
: 318 | 2245.74 1508.34 0.0202952 0.00183428 43334.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 2225.96 1491.53 0.0202535 0.00183117 43425.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 2207.24 1474.32 0.0203875 0.0018396 43131.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 2187.29 1458.55 0.0203681 0.0018468 43193.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2168.73 1442.23 0.0203439 0.00190596 43388.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 2149.08 1426.97 0.0202709 0.00182541 43371.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 2131.93 1410.45 0.0202774 0.00185277 43420.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 2112.3 1394.62 0.0205495 0.0018804 42851.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 2092.93 1380.15 0.0203793 0.00187612 43235.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 2076.21 1363.91 0.0203155 0.00187327 43378.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 2057.17 1349.33 0.0203856 0.00188003 43230.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 2039.68 1333.43 0.020334 0.00185896 43301.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 2021.51 1318.49 0.0203103 0.0018513 43339.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 2003.39 1303.93 0.0202999 0.00184252 43343.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1985.74 1289.61 0.0203388 0.00185841 43289.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1968.55 1275.08 0.0202991 0.00185744 43379.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1951.12 1261.25 0.0203192 0.00184741 43309.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1933.99 1246.85 0.0203355 0.00185723 43294.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1917.17 1232.55 0.0202939 0.00185409 43384.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1899.98 1218.95 0.0202761 0.00183964 43392.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1882.95 1205.45 0.0202657 0.00184924 43439.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1866.84 1191.67 0.0202737 0.00184454 43409.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1850.09 1178.28 0.0202912 0.00185896 43402.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1834.24 1165 0.0202573 0.00183738 43431.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1817.55 1152.32 0.0203991 0.00185161 43132.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1801.2 1139.25 0.0202748 0.00184639 43411.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1785.6 1126.14 0.0202628 0.00183226 43406.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1769.15 1113.19 0.0202779 0.00183254 43371.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1753.11 1100.81 0.0202829 0.00184049 43378.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1737.58 1088.34 0.0207622 0.00194713 42519.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1722.09 1075.99 0.020412 0.0018654 43134.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1706.88 1063.47 0.0207393 0.00232343 43440.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1691.06 1051.9 0.0205607 0.00186146 42782.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1676.05 1039.88 0.0203025 0.00186376 43387 0
: 352 Minimum Test error found - save the configuration
: 352 | 1661.14 1028.17 0.0203234 0.00184495 43293.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1645.91 1016.66 0.0203536 0.00185666 43250.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1631.4 1004.97 0.0202818 0.00184731 43397 0
: 355 Minimum Test error found - save the configuration
: 355 | 1616.05 993.941 0.0202531 0.00184057 43448.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1602.03 982.519 0.0202727 0.00183832 43397.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1587.6 971.294 0.0206252 0.00186376 42640.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1573.21 960.015 0.0208367 0.00186903 42176.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1558.67 948.839 0.020382 0.00188003 43238.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1544.11 938.993 0.0203062 0.00185641 43360.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1530.62 928.06 0.0203575 0.00186576 43262.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1516.71 917.893 0.0203014 0.00185274 43363.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1502.47 907.061 0.0202989 0.00184903 43360.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1488.98 896.408 0.0203263 0.00185399 43308 0
: 365 Minimum Test error found - save the configuration
: 365 | 1475.07 886.399 0.0208292 0.00187251 42201.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1461.3 876.863 0.0203324 0.00186425 43317.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1448.47 866.553 0.0202837 0.00184829 43394.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1435.1 856.531 0.020306 0.00186954 43392.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1421.6 846.891 0.0203119 0.00186678 43372 0
: 370 Minimum Test error found - save the configuration
: 370 | 1408.62 837.226 0.0203164 0.00186076 43347.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 1395.88 827.165 0.0203206 0.00185619 43326.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 1382.37 817.836 0.0203423 0.00188755 43349.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 1369.85 808.521 0.0204518 0.00184662 42998.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 1356.92 800.268 0.0202482 0.00182981 43434.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 1345.2 790.878 0.0202527 0.00183998 43448.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 1332.19 781.707 0.0202695 0.00182426 43371.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 1320.12 772.527 0.0202784 0.00183092 43366.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1307.28 763.731 0.0202761 0.00185249 43422.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 1295.05 755.257 0.020262 0.00185018 43450.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 1283.06 746.736 0.0203316 0.00184902 43284 0
: 381 Minimum Test error found - save the configuration
: 381 | 1271.63 737.718 0.0202551 0.00184092 43444.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 1259.36 729.534 0.0202545 0.0018509 43469.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 1247.22 722.014 0.0202553 0.00185062 43467.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 1236.09 713.135 0.0203308 0.00184776 43283 0
: 385 Minimum Test error found - save the configuration
: 385 | 1224.15 705.222 0.0206774 0.00186259 42519.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 1212.96 697.323 0.0202969 0.00184392 43353.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 1201.43 689.269 0.0202659 0.00183448 43404.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 1190.11 681.84 0.0202647 0.00183554 43409.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 1179.2 674.094 0.020252 0.00183239 43432 0
: 390 Minimum Test error found - save the configuration
: 390 | 1167.7 666.413 0.0202668 0.00184429 43425.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 1157.06 658.884 0.0202785 0.00184802 43406.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 1146.1 651.188 0.0203106 0.00188487 43417.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 1135.09 644.297 0.020319 0.00185006 43315.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 1124.44 636.887 0.0202679 0.00184913 43433.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 1113.68 630.052 0.0202764 0.0018476 43410.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 1103.76 622.84 0.0203051 0.00184228 43330.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 1093.02 615.541 0.0202955 0.00184608 43361.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 1081.79 609.033 0.0203152 0.0018377 43295.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 1071.37 602.617 0.0202896 0.00183845 43357.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 1061.38 596.39 0.0202971 0.00185269 43373.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1051.39 589.039 0.0203228 0.00185867 43327.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 1040.9 582.768 0.020328 0.00184916 43292.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 1031.36 576.216 0.0202935 0.00185194 43380.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 1021.56 569.456 0.0203081 0.0018643 43375 0
: 405 Minimum Test error found - save the configuration
: 405 | 1011.16 563.364 0.020296 0.0018484 43366.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 1001.85 557.165 0.0203008 0.00185871 43379 0
: 407 Minimum Test error found - save the configuration
: 407 | 991.908 550.729 0.0203062 0.00186277 43375.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 982.193 544.651 0.0202983 0.00183415 43327.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 972.983 539.523 0.020309 0.0018533 43347 0
: 410 Minimum Test error found - save the configuration
: 410 | 963.646 532.827 0.0202793 0.00183679 43378.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 953.981 527.848 0.0202758 0.00182842 43366.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 945.041 521.156 0.0202816 0.00183173 43360.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 935.651 515.324 0.0202678 0.00183296 43396.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 926.353 510.501 0.02026 0.00183571 43420.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 917.624 504.294 0.0202948 0.00183553 43338.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 908.581 499.064 0.0203117 0.00184967 43332.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 899.921 493.696 0.0203145 0.00184361 43311.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 890.867 487.969 0.0202831 0.00185043 43401.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 881.952 482.802 0.020302 0.00185364 43364.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 873.596 478.653 0.0203312 0.0018641 43320.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 864.662 472.282 0.020329 0.00185999 43315.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 856.232 467.52 0.020384 0.00185793 43182.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 848.074 462.307 0.0202968 0.00184136 43347.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 839.69 457.421 0.0203641 0.00188777 43298.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 831.241 452.983 0.0203415 0.00185491 43274.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 823.21 447.832 0.0203194 0.00185402 43324.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 814.853 443.062 0.0203008 0.00184355 43343.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 806.853 438.078 0.0203223 0.00185947 43330.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 798.863 433.782 0.0203088 0.00185425 43349.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 791.09 429.329 0.0203554 0.00186864 43274.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 783.121 424.851 0.0203783 0.00186457 43211.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 775.436 419.933 0.0204665 0.00186079 42997.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 767.459 415.658 0.0203256 0.00185897 43321.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 760.419 411.341 0.0203482 0.00186047 43272 0
: 435 Minimum Test error found - save the configuration
: 435 | 752.607 407.076 0.020424 0.00187872 43137.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 744.933 402.47 0.020345 0.00186391 43287.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 737.366 398.436 0.0202873 0.00182807 43338.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 730.406 394.629 0.0202994 0.00182884 43312.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 723.198 390 0.0203451 0.00184402 43240.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 715.516 385.974 0.020394 0.00186942 43185.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 709.027 382.205 0.020325 0.00185352 43310 0
: 442 Minimum Test error found - save the configuration
: 442 | 701.386 378.848 0.0203475 0.00184419 43235.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 694.433 374.368 0.0202732 0.0018508 43425.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 687.453 370.721 0.020263 0.00183354 43408.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 680.752 366.904 0.0202614 0.0018335 43412.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 673.669 362.741 0.0202471 0.00182885 43435.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 666.788 359.07 0.0202966 0.00183374 43330.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 660.318 355.218 0.0203101 0.00184714 43330 0
: 449 Minimum Test error found - save the configuration
: 449 | 653.675 351.832 0.0202855 0.00184913 43392.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 647.124 348.139 0.0203341 0.00184295 43264 0
: 451 Minimum Test error found - save the configuration
: 451 | 640.581 344.229 0.0203293 0.00185518 43303.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 633.859 340.635 0.0203076 0.00186541 43378.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 627.909 337.024 0.0203343 0.0018669 43319.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 621.22 333.647 0.0203207 0.00186975 43358.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 615.106 330.27 0.0202903 0.00186258 43412.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 608.885 326.62 0.0203316 0.00185719 43303.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 602.409 323.398 0.0203339 0.00184965 43280 0
: 458 Minimum Test error found - save the configuration
: 458 | 596.427 320.14 0.0203468 0.00185865 43271 0
: 459 Minimum Test error found - save the configuration
: 459 | 590.116 317.41 0.0202988 0.00184671 43355.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 584.403 313.573 0.0203241 0.00185089 43306 0
: 461 Minimum Test error found - save the configuration
: 461 | 578.323 310.411 0.0202927 0.00183316 43337.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 572.363 307.505 0.0203043 0.00184909 43348.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 566.636 304.204 0.0203879 0.00187699 43217.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 560.936 301.121 0.0203612 0.00185958 43239.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 555.239 298.367 0.0202933 0.00184596 43366.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 549.18 295.675 0.0202884 0.00184568 43377.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 543.551 292.186 0.0202553 0.00184186 43446.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 538.313 289.217 0.0202514 0.00184431 43461.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 532.14 286.517 0.0203034 0.00184046 43330 0
: 470 Minimum Test error found - save the configuration
: 470 | 527.128 283.34 0.020277 0.0018476 43409 0
: 471 Minimum Test error found - save the configuration
: 471 | 521.573 280.399 0.0203186 0.00185311 43324 0
: 472 Minimum Test error found - save the configuration
: 472 | 515.865 277.604 0.0203469 0.00184096 43229.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 510.665 275.046 0.0202877 0.00184232 43371.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 505.732 272.128 0.0202783 0.00183168 43368.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 500.302 269.288 0.0202671 0.00182528 43379.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 494.862 266.568 0.0202943 0.00184854 43370.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 489.998 263.945 0.0202807 0.00184705 43398.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 484.411 261.989 0.0204092 0.00185803 43123.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 480.099 258.81 0.020287 0.00184045 43368.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 474.89 257.118 0.0202726 0.0018438 43410.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 470.034 253.711 0.0203001 0.00186291 43390.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 465.186 251.664 0.0202545 0.00183722 43437.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 460.502 248.757 0.0202778 0.00183832 43385.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 455.453 246.37 0.0202773 0.0018346 43377.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 450.746 243.919 0.020264 0.00183197 43402.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 446.041 241.872 0.0206422 0.00193127 42755.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 441.394 239.073 0.0203222 0.00182909 43259.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 436.424 236.898 0.020341 0.00184678 43256.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 432.187 234.717 0.0203194 0.0018594 43337 0
: 490 Minimum Test error found - save the configuration
: 490 | 427.391 232.365 0.0203173 0.00184573 43309.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 423.125 230.339 0.0202912 0.00185072 43382.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 418.905 227.573 0.0202851 0.0018579 43414 0
: 493 Minimum Test error found - save the configuration
: 493 | 414.256 225.812 0.0203135 0.00185361 43337.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 409.922 223.245 0.0207494 0.00193613 42523.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 405.564 221.612 0.0204628 0.00190221 43102 0
: 496 Minimum Test error found - save the configuration
: 496 | 401.469 219.255 0.020621 0.00188262 42693 0
: 497 Minimum Test error found - save the configuration
: 497 | 397.101 216.919 0.0203644 0.00185652 43224.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 392.898 214.702 0.0204748 0.00190935 43090.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 388.935 212.825 0.0206636 0.00194198 42731.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 384.545 210.791 0.0205135 0.00185336 42872.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 380.738 209.456 0.0203404 0.00186339 43296.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 376.812 206.864 0.0204341 0.00187372 43102.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 372.672 204.999 0.0203573 0.00184738 43220 0
: 504 Minimum Test error found - save the configuration
: 504 | 368.702 203.263 0.0206526 0.00184691 42540.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 364.898 200.84 0.0205362 0.0018847 42891.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 361.106 199.084 0.0203279 0.00186281 43325.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 357.336 196.942 0.0203129 0.00184799 43325.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 353.659 195.394 0.020302 0.00185346 43363.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 349.947 193.113 0.0203602 0.00185077 43221.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 345.936 191.547 0.0203163 0.00184372 43307.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 342.337 189.233 0.0204385 0.00188257 43112.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 338.668 187.45 0.020395 0.00187379 43193.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 335.06 185.871 0.0203685 0.00186837 43243 0
: 514 Minimum Test error found - save the configuration
: 514 | 331.714 184.693 0.0204099 0.00192674 43282.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 327.984 182.917 0.0204381 0.00185051 43039.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 324.341 180.809 0.0204013 0.00185318 43131.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 321.126 179.494 0.0204542 0.00186299 43031 0
: 518 Minimum Test error found - save the configuration
: 518 | 317.764 177.024 0.0203357 0.0018471 43270 0
: 519 Minimum Test error found - save the configuration
: 519 | 314.611 175.847 0.0202859 0.00183983 43369.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 310.922 173.842 0.0203819 0.00184414 43155.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 307.699 172.178 0.0203489 0.00186356 43277.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 304.22 170.456 0.0203537 0.00185365 43243.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 300.947 168.811 0.0204013 0.00183874 43097.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 297.653 167.335 0.0203357 0.00183485 43241.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 295.075 165.774 0.0204209 0.00185176 43082.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 291.594 164.367 0.0203683 0.00184993 43200.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 288.268 162.692 0.02032 0.00185047 43314.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 285.398 161.25 0.0203247 0.00184854 43299.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 282.5 159.257 0.0202998 0.0018544 43371.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 278.984 158.43 0.020278 0.00185128 43415.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 276.165 156.62 0.0203275 0.0018547 43307 0
: 532 Minimum Test error found - save the configuration
: 532 | 273.242 155.528 0.0202925 0.00183409 43340.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 270.263 154.018 0.0202524 0.00183169 43429.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 267.57 152.769 0.0202974 0.00184917 43364.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 264.291 150.685 0.0202907 0.0018323 43340.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 261.314 149.259 0.0202531 0.0018344 43434.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 258.662 148.11 0.0204144 0.00189075 43188.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 255.813 146.323 0.0206464 0.00203481 42984 0
: 539 Minimum Test error found - save the configuration
: 539 | 253.03 145.74 0.0203636 0.00184466 43199.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 250.063 143.749 0.0203034 0.00184586 43342.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 247.334 142.364 0.0202655 0.00184227 43423.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 244.907 141.373 0.0202744 0.00184596 43411.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 242.131 139.883 0.0203083 0.00183948 43316.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 239.31 138.31 0.0203532 0.00184161 43216 0
: 545 Minimum Test error found - save the configuration
: 545 | 236.558 137.744 0.0203635 0.00183549 43177.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 234.498 135.732 0.0202781 0.00184273 43394.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 231.571 134.333 0.0208177 0.00186009 42199.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 229.313 133.063 0.020337 0.00186426 43307.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 226.467 132.204 0.0203078 0.00185285 43348.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 224.046 131.013 0.0205465 0.00186976 42834.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 221.5 130.038 0.0203987 0.00186067 43154.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 219.187 128.094 0.0203912 0.00185613 43161.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 216.488 126.953 0.0204116 0.00184333 43084.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 213.985 125.799 0.020272 0.00183327 43386.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 211.547 124.758 0.0202668 0.00183109 43394.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 209.348 123.205 0.0203316 0.00183685 43255.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 206.752 122.198 0.020281 0.00184604 43395.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 204.476 121.057 0.0204174 0.00184715 43079.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 202.437 120.337 0.0206173 0.00187896 42693.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 200.104 118.53 0.0203857 0.00188689 43246.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 197.715 117.331 0.0204322 0.00187612 43112.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 195.239 116.253 0.0203296 0.0018524 43296.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 193.166 115.78 0.0202757 0.00183634 43385.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 191.096 114.374 0.0202521 0.00183338 43434 0
: 565 Minimum Test error found - save the configuration
: 565 | 189.068 112.935 0.0202908 0.00184264 43364.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 186.914 111.826 0.0203562 0.00186173 43256.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 184.356 110.762 0.0203522 0.00183941 43213.3 0
: 568 | 182.379 111.008 0.0202619 0.00178273 43291.9 1
: 569 Minimum Test error found - save the configuration
: 569 | 180.155 108.744 0.0203609 0.00184847 43214.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 178.092 107.317 0.0204993 0.00187283 42949.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 175.961 106.922 0.0203339 0.00186787 43322.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 173.62 105.771 0.0203632 0.00187746 43276.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 171.776 104.628 0.0203739 0.00188526 43269.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 169.853 103.851 0.0204178 0.00192504 43260.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 167.65 102.323 0.0203917 0.00188451 43226.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 165.854 101.604 0.0203189 0.00184168 43296.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 163.661 100.701 0.0203618 0.00185899 43236.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 161.838 99.7687 0.0203833 0.00186134 43191.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 159.8 98.8395 0.0203519 0.00184892 43236.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 158.128 97.6485 0.0203206 0.0018514 43315.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 156.172 96.5286 0.020359 0.00185687 43238.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 154.248 95.9858 0.0203256 0.00185117 43303.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 152.175 94.6862 0.0202913 0.00186373 43413.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 150.447 93.4937 0.0203027 0.00185332 43361.9 0
: 585 | 148.825 93.5588 0.0203031 0.00177768 43183.9 1
: 586 Minimum Test error found - save the configuration
: 586 | 147.612 92.1632 0.0203582 0.00188913 43315.7 0
: 587 | 145.345 92.1868 0.020418 0.00178073 42924.8 1
: 588 Minimum Test error found - save the configuration
: 588 | 143.568 90.2029 0.0203154 0.00185092 43326.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 141.523 90.0254 0.0203115 0.00185214 43338.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 140.174 88.5014 0.0202565 0.00183583 43429.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 138.479 87.3256 0.0202782 0.00183863 43385 0
: 592 Minimum Test error found - save the configuration
: 592 | 136.662 86.4282 0.0204176 0.00185876 43106.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 134.784 85.5986 0.0202933 0.00186003 43399.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 133.154 84.578 0.0203067 0.00185084 43346.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 131.444 83.7176 0.0203435 0.0018589 43279.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 129.952 83.6397 0.0203244 0.00184602 43293.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 128.68 82.5723 0.0204065 0.00185319 43118.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 126.929 81.6482 0.0203727 0.00184643 43182 0
: 599 Minimum Test error found - save the configuration
: 599 | 125.388 80.9296 0.0202936 0.00183481 43339.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 123.736 79.5721 0.0202516 0.00183771 43445.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 122.288 78.8824 0.0203039 0.00184615 43342.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 120.611 77.9988 0.020707 0.00202636 42825 0
: 603 Minimum Test error found - save the configuration
: 603 | 119.19 77.0431 0.0210026 0.0019261 41936.4 0
: 604 | 117.67 77.6552 0.0211273 0.00188758 41580.6 1
: 605 Minimum Test error found - save the configuration
: 605 | 116.595 75.6819 0.0203782 0.00190453 43304.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 114.686 75.2135 0.0203784 0.00186481 43211.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 113.287 74.2064 0.020473 0.00189364 43058.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 111.867 73.6279 0.0203482 0.00186262 43277.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 110.655 72.7393 0.0204585 0.00190854 43126.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 109.339 72.5585 0.0203234 0.00186943 43351 0
: 611 Minimum Test error found - save the configuration
: 611 | 107.951 71.2614 0.0203419 0.00186692 43301.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 106.522 70.6605 0.0203656 0.00188327 43284.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 105.254 69.7208 0.0203484 0.001859 43268.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 103.705 68.8842 0.0204193 0.0018613 43108.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 102.445 68.3483 0.0203055 0.00184668 43339.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 101.282 67.892 0.0203127 0.00185708 43347.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 99.9158 67.3261 0.0203451 0.00187263 43307.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 98.6667 66.6664 0.0203506 0.00185308 43249.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 97.4394 65.9234 0.0203555 0.00186358 43262.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 96.2786 65.0274 0.0203782 0.00186691 43216.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 95.0251 64.5319 0.0204224 0.00187701 43137.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 94.1692 64.0273 0.0203756 0.00185902 43204.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 92.6728 63.0175 0.020332 0.00184633 43276.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 91.308 62.1137 0.0204203 0.00184086 43058.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 90.152 61.4701 0.0203209 0.00183563 43277.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 88.9346 61.0077 0.0203436 0.00185984 43281.2 0
: 627 | 87.8532 61.4542 0.0203632 0.00177623 43040.9 1
: 628 Minimum Test error found - save the configuration
: 628 | 86.7002 59.8189 0.0203391 0.00185425 43278.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 85.4801 59.4572 0.0203303 0.0018413 43268.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 84.5063 58.4905 0.0204958 0.00187358 42959.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 83.5523 58.0764 0.0203634 0.00184551 43201.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 82.1532 57.3088 0.0202956 0.00184327 43354.8 0
: 633 | 81.2146 57.7282 0.0203686 0.00181244 43112.4 1
: 634 Minimum Test error found - save the configuration
: 634 | 80.248 56.1172 0.0205437 0.00184741 42789.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 79.3702 55.7564 0.0203562 0.00183858 43202.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 78.1045 55.3662 0.020329 0.00183316 43253 0
: 637 Minimum Test error found - save the configuration
: 637 | 77.2036 54.6835 0.0203944 0.00184271 43122.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 76.0422 54.02 0.0203466 0.00185763 43269 0
: 639 Minimum Test error found - save the configuration
: 639 | 74.9618 53.5525 0.0203234 0.0018248 43246.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 74.2075 52.6732 0.0202929 0.00185057 43378.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 73.0619 52.5661 0.020349 0.00185124 43248.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 72.2133 52.0996 0.0203071 0.00184173 43324.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 71.319 51.6549 0.0203563 0.00187846 43295.1 0
: 644 | 70.9491 51.6693 0.0203183 0.00178871 43174.3 1
: 645 Minimum Test error found - save the configuration
: 645 | 69.6921 50.3961 0.0203654 0.0018515 43210.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 68.9769 49.8781 0.0231994 0.00190645 37571.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 67.933 49.2358 0.0203549 0.00187194 43283 0
: 648 Minimum Test error found - save the configuration
: 648 | 66.8887 49.0284 0.0203805 0.00186213 43200.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 66.2721 48.6864 0.0204191 0.00189593 43189.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.095 47.9882 0.0203505 0.00185304 43249.3 0
: 651 | 64.3198 48.0239 0.0204036 0.00179063 42980.9 1
: 652 Minimum Test error found - save the configuration
: 652 | 63.3902 47.1091 0.0204131 0.00183969 43072.4 0
: 653 | 62.5003 47.2787 0.0203693 0.00183438 43161.8 1
: 654 Minimum Test error found - save the configuration
: 654 | 61.7108 45.9809 0.0202773 0.00184294 43397.2 0
: 655 | 61.0884 46.0452 0.0202128 0.00178318 43408.3 1
: 656 Minimum Test error found - save the configuration
: 656 | 59.9542 44.9822 0.0202959 0.00186369 43402.3 0
: 657 | 58.9463 45.0248 0.0202484 0.00179069 43342.3 1
: 658 Minimum Test error found - save the configuration
: 658 | 58.228 44.1886 0.0203715 0.00193464 43391.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 57.6015 43.7783 0.0203019 0.00184812 43351.6 0
: 660 | 57.1062 44.1335 0.0202375 0.00177709 43335.9 1
: 661 Minimum Test error found - save the configuration
: 661 | 56.4146 43.1007 0.0202803 0.00185883 43427.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 55.2321 42.7085 0.0202999 0.00184509 43349.1 0
: 663 | 54.6588 42.7169 0.0202221 0.00176809 43351 1
: 664 Minimum Test error found - save the configuration
: 664 | 54.0036 42.0126 0.0202693 0.00183524 43398 0
: 665 Minimum Test error found - save the configuration
: 665 | 53.1895 41.7615 0.0202894 0.00184699 43378.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 52.5477 41.517 0.0202638 0.0018388 43419.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.958 40.9219 0.0202703 0.0018341 43392.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 51.4809 40.3632 0.0202519 0.00183808 43445.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 50.553 40.0672 0.0202841 0.00185162 43401.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 49.8129 39.8004 0.0202572 0.00183268 43420.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 48.9454 38.9397 0.020288 0.00185903 43409.9 0
: 672 | 48.4349 39.1823 0.020217 0.00178876 43411.7 1
: 673 Minimum Test error found - save the configuration
: 673 | 48.1953 38.215 0.0202843 0.00185069 43399 0
: 674 Minimum Test error found - save the configuration
: 674 | 47.195 38.1573 0.0204197 0.00186284 43110.8 0
: 675 | 46.6749 38.2719 0.020255 0.00178507 43313.6 1
: 676 Minimum Test error found - save the configuration
: 676 | 46.0412 37.707 0.0203447 0.00186295 43286 0
: 677 | 45.659 38.0751 0.020264 0.00178429 43290.8 1
: 678 Minimum Test error found - save the configuration
: 678 | 44.8677 36.8058 0.020374 0.00186841 43230.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 44.2191 36.3474 0.0203583 0.00186645 43262.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 43.5141 36.0619 0.0203525 0.00186254 43266.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 42.9363 35.8098 0.0204588 0.00189143 43086.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 42.3676 35.2217 0.020298 0.00185193 43369.8 0
: 683 | 41.7884 36.3726 0.0202422 0.00179119 43358.1 1
: 684 Minimum Test error found - save the configuration
: 684 | 41.3663 34.5371 0.0202875 0.00185374 43398.6 0
: 685 | 40.7021 34.5453 0.0202087 0.00177918 43408.6 1
: 686 | 40.1956 34.6157 0.0202143 0.00177895 43394.8 2
: 687 Minimum Test error found - save the configuration
: 687 | 39.8464 34.0309 0.0202961 0.00185146 43373 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.3846 33.5571 0.0202521 0.00182981 43425.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 38.7712 33.3273 0.0202565 0.00182378 43401.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.1411 33.0881 0.0202645 0.00183022 43397.5 0
: 691 | 37.9949 33.3614 0.0202095 0.00177607 43399.5 1
: 692 Minimum Test error found - save the configuration
: 692 | 37.5981 32.7772 0.0202947 0.00184094 43351.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 36.8767 32.2436 0.0202671 0.00182856 43387.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 36.4781 31.9484 0.0202305 0.0018302 43477.6 0
: 695 | 36.1841 32.0178 0.0202176 0.00178621 43404.3 1
: 696 | 35.9794 33.1178 0.0202118 0.00178726 43420.3 2
: 697 Minimum Test error found - save the configuration
: 697 | 35.3868 31.1927 0.0202967 0.00185517 43380.3 0
: 698 | 34.5777 31.3406 0.0202379 0.00179338 43373.4 1
: 699 | 34.0413 31.7138 0.0202407 0.0017889 43356.1 2
: 700 Minimum Test error found - save the configuration
: 700 | 33.8244 30.5344 0.0202865 0.00185792 43410.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 33.3239 30.0515 0.0202644 0.00183648 43412.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 33.0322 30.0509 0.0202558 0.00183119 43420.2 0
: 703 | 32.4618 30.1622 0.0202342 0.00178081 43352.5 1
: 704 Minimum Test error found - save the configuration
: 704 | 32.0632 29.5762 0.0202861 0.00184001 43369.6 0
: 705 | 31.6242 30.072 0.0202281 0.00177861 43361.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 31.2612 28.9995 0.0202767 0.00184405 43401.1 0
: 707 | 30.753 29.1274 0.0202022 0.00178054 43427.2 1
: 708 Minimum Test error found - save the configuration
: 708 | 30.3189 28.3484 0.0202407 0.00184715 43493.4 0
: 709 | 29.9049 28.854 0.020247 0.00178237 43326 1
: 710 Minimum Test error found - save the configuration
: 710 | 29.5412 27.95 0.0203256 0.00185992 43323.6 0
: 711 | 29.236 28.2105 0.0202463 0.00179619 43360.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 28.8677 27.6798 0.0203018 0.00185848 43376.3 0
: 713 | 28.6974 27.8432 0.0202629 0.00179248 43312.4 1
: 714 | 28.6402 27.8236 0.0202433 0.00179279 43359.3 2
: 715 Minimum Test error found - save the configuration
: 715 | 28.1581 27.1078 0.0202766 0.00185008 43415.8 0
: 716 Minimum Test error found - save the configuration
: 716 | 27.8515 26.7522 0.0203149 0.00185029 43326.2 0
: 717 Minimum Test error found - save the configuration
: 717 | 27.0032 26.4737 0.0202777 0.0018338 43374.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 26.5635 26.3661 0.0203675 0.00183912 43177.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.1814 26.3093 0.0202841 0.00183418 43360.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 26.1265 25.8118 0.020276 0.00183747 43387.4 0
: 721 | 25.7649 25.8312 0.020212 0.00178009 43403.1 1
: 722 Minimum Test error found - save the configuration
: 722 | 25.216 25.4143 0.0202658 0.00183743 43411.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 24.9481 25.0902 0.0202885 0.00184665 43379.6 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.6743 25.0697 0.0202997 0.0018579 43379.7 0
: 725 | 24.5492 25.3112 0.0202494 0.00178435 43325 1
: 726 Minimum Test error found - save the configuration
: 726 | 24.2125 24.7502 0.0202929 0.00185187 43381.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 23.8342 24.4571 0.0202913 0.00186131 43407.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.6633 24.2844 0.0202968 0.00185782 43386.3 0
: 729 | 23.3314 24.5397 0.0202307 0.00177986 43358.4 1
: 730 | 23.3153 24.8666 0.0202261 0.00178144 43373 2
: 731 Minimum Test error found - save the configuration
: 731 | 23.2163 23.7276 0.0203245 0.00183884 43276.8 0
: 732 | 22.3977 23.7338 0.0202157 0.00176834 43366.5 1
: 733 | 22.1163 23.7608 0.020225 0.00177682 43364.8 2
: 734 Minimum Test error found - save the configuration
: 734 | 21.8757 23.1651 0.0202935 0.0018485 43372.1 0
: 735 | 21.6487 23.4298 0.0202767 0.00177556 43240.7 1
: 736 Minimum Test error found - save the configuration
: 736 | 21.4296 22.9864 0.0205357 0.00190704 42944.6 0
: 737 Minimum Test error found - save the configuration
: 737 | 21.0249 22.6343 0.0207014 0.00194745 42657.7 0
: 738 Minimum Test error found - save the configuration
: 738 | 20.8852 22.4958 0.0203097 0.00185948 43360 0
: 739 | 20.7821 22.5632 0.020248 0.00178973 43341.1 1
: 740 Minimum Test error found - save the configuration
: 740 | 20.2774 22.4485 0.0202904 0.00185097 43385.2 0
: 741 | 20.6886 22.6549 0.0202682 0.00178126 43273.9 1
: 742 Minimum Test error found - save the configuration
: 742 | 20.1182 21.9064 0.0203568 0.00184509 43215.9 0
: 743 | 20.0681 22.1636 0.0202083 0.00177059 43389.4 1
: 744 | 19.5271 22.4744 0.0202378 0.00177888 43339.6 2
: 745 Minimum Test error found - save the configuration
: 745 | 19.3166 21.2265 0.0203427 0.00185261 43266.5 0
: 746 | 18.9271 21.4397 0.0201969 0.00177939 43436.9 1
: 747 | 19.0181 22.0811 0.0202376 0.00177563 43332.4 2
: 748 Minimum Test error found - save the configuration
: 748 | 18.7811 20.7319 0.0203352 0.00187281 43331.4 0
: 749 | 18.4196 20.7961 0.0202403 0.00179253 43365.6 1
: 750 Minimum Test error found - save the configuration
: 750 | 18.1356 20.5814 0.0203188 0.0018634 43347.8 0
: 751 | 17.7949 20.8169 0.0202569 0.0017937 43329.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 17.6469 20.3817 0.0203223 0.00186601 43345.5 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.471 20.0251 0.0203358 0.00187623 43337.9 0
: 754 | 17.198 20.4255 0.0202579 0.0017808 43296.8 1
: 755 Minimum Test error found - save the configuration
: 755 | 17.0333 19.8007 0.0203145 0.00185381 43335.3 0
: 756 | 16.9045 19.8447 0.0202185 0.00177921 43385.7 1
: 757 | 17.1713 20.3929 0.0203516 0.00179594 43113.5 2
: 758 Minimum Test error found - save the configuration
: 758 | 16.8134 19.6546 0.0203491 0.0018648 43280 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.4951 19.312 0.0203175 0.00185481 43330.6 0
: 760 | 16.2211 19.4226 0.0202646 0.00178214 43284.2 1
: 761 | 16.3322 19.4802 0.0202409 0.00179026 43358.8 2
: 762 | 16.2661 19.5436 0.0202466 0.00178746 43339 3
: 763 Minimum Test error found - save the configuration
: 763 | 15.7422 18.8721 0.0202851 0.0018445 43382.4 0
: 764 | 15.5143 19.2093 0.0202155 0.00178597 43408.6 1
: 765 Minimum Test error found - save the configuration
: 765 | 15.4241 18.5863 0.0202669 0.00184267 43421.1 0
: 766 | 15.2806 18.7643 0.0201984 0.00178667 43450.7 1
: 767 Minimum Test error found - save the configuration
: 767 | 15.2026 18.0819 0.0202694 0.00184133 43412.1 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.8055 17.9619 0.0202888 0.0018424 43368.9 0
: 769 | 14.6702 18.1696 0.0202393 0.00178014 43338.8 1
: 770 Minimum Test error found - save the configuration
: 770 | 14.5372 17.8609 0.0203102 0.00185948 43358.6 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.4434 17.6875 0.0203288 0.0018579 43311.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.1712 17.3625 0.020331 0.00185666 43303.3 0
: 773 | 13.9814 17.3999 0.0202312 0.00177976 43357.1 1
: 774 | 14.0122 17.9175 0.0202463 0.00178205 43326.9 2
: 775 | 14.0236 17.6592 0.0202618 0.00179091 43311.4 3
: 776 | 14.1855 17.7855 0.0202513 0.00179869 43354.4 4
: 777 Minimum Test error found - save the configuration
: 777 | 13.8402 17.1348 0.0203282 0.00186256 43323.8 0
: 778 Minimum Test error found - save the configuration
: 778 | 13.672 16.9879 0.0203329 0.00187051 43331.4 0
: 779 Minimum Test error found - save the configuration
: 779 | 13.291 16.6896 0.0203319 0.00186625 43323.6 0
: 780 | 13.0772 17.3966 0.0202524 0.00178372 43316.5 1
: 781 Minimum Test error found - save the configuration
: 781 | 12.803 16.4286 0.0202811 0.0018367 43373.6 0
: 782 | 12.6956 16.8649 0.0201956 0.00177659 43433.4 1
: 783 Minimum Test error found - save the configuration
: 783 | 12.6097 16.223 0.0202839 0.00183464 43362.3 0
: 784 | 12.6766 17.5445 0.0202174 0.00176841 43362.7 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.4773 16.0829 0.0202888 0.00184223 43368.6 0
: 786 Minimum Test error found - save the configuration
: 786 | 12.1805 15.7026 0.0202859 0.00183762 43364.5 0
: 787 Minimum Test error found - save the configuration
: 787 | 12.0124 15.6345 0.0207894 0.00190579 42364.8 0
: 788 | 11.8233 15.6775 0.0207061 0.0018026 42320.1 1
: 789 Minimum Test error found - save the configuration
: 789 | 11.9017 15.4866 0.0202963 0.00185752 43386.8 0
: 790 Minimum Test error found - save the configuration
: 790 | 11.7805 15.3171 0.0202909 0.00184512 43370.4 0
: 791 Minimum Test error found - save the configuration
: 791 | 11.5482 15.2345 0.0203197 0.00186445 43348.2 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.3999 15.0711 0.0203077 0.00185381 43351.4 0
: 793 | 11.4025 15.2705 0.0202482 0.00178116 43320.5 1
: 794 | 11.5542 15.0845 0.0202394 0.00177309 43322.1 2
: 795 Minimum Test error found - save the configuration
: 795 | 11.2215 14.8562 0.0203308 0.00186248 43317.4 0
: 796 Minimum Test error found - save the configuration
: 796 | 10.8714 14.7992 0.0203269 0.0018602 43321.2 0
: 797 Minimum Test error found - save the configuration
: 797 | 10.7692 14.7074 0.0205053 0.00186892 42926.7 0
: 798 | 10.6762 14.9041 0.0202615 0.00179069 43311.6 1
: 799 Minimum Test error found - save the configuration
: 799 | 10.7112 14.6521 0.0203055 0.0018484 43343.8 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.6165 14.3639 0.0202897 0.00184311 43368.5 0
: 801 | 10.5836 14.6587 0.020493 0.00179024 42774.5 1
: 802 Minimum Test error found - save the configuration
: 802 | 10.6861 14.2887 0.0202895 0.00183906 43359.4 0
: 803 Minimum Test error found - save the configuration
: 803 | 10.266 14.0868 0.0212412 0.00186133 41279.9 0
: 804 Minimum Test error found - save the configuration
: 804 | 10.1189 14.0021 0.0203117 0.00184253 43315.4 0
: 805 | 10.4375 14.9392 0.020237 0.00178049 43345.2 1
: 806 Minimum Test error found - save the configuration
: 806 | 10.2477 13.7481 0.020321 0.00184957 43310.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 10.0248 13.4583 0.0202956 0.00184337 43355.1 0
: 808 | 9.96523 14.1662 0.0203287 0.00179742 43170.2 1
: 809 | 9.95863 13.4584 0.0202563 0.00178384 43307.7 2
: 810 | 9.60561 13.4888 0.0202552 0.0017917 43328.7 3
: 811 | 10.0008 14.0362 0.0202381 0.00179413 43374.7 4
: 812 Minimum Test error found - save the configuration
: 812 | 9.62689 13.2962 0.0202714 0.00185508 43439.7 0
: 813 | 9.567 13.4596 0.0203206 0.00177985 43148.2 1
: 814 | 9.78899 13.6823 0.0202266 0.00177883 43365.6 2
: 815 | 9.56675 13.4337 0.0202344 0.00177977 43349.6 3
: 816 Minimum Test error found - save the configuration
: 816 | 9.11099 12.7383 0.0203107 0.00185012 43335.5 0
: 817 | 9.06162 13.0654 0.0202661 0.00178173 43279.8 1
: 818 | 9.09557 12.7808 0.0202319 0.00178355 43364.3 2
: 819 Minimum Test error found - save the configuration
: 819 | 8.71542 12.6047 0.0203054 0.00185215 43352.7 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.45835 12.5848 0.0203099 0.00184198 43318.3 0
: 821 | 8.42534 12.7378 0.020239 0.00179106 43365.3 1
: 822 | 8.87166 13.3888 0.0202335 0.00179072 43377.4 2
: 823 Minimum Test error found - save the configuration
: 823 | 8.76387 12.3757 0.0203049 0.00185359 43357.2 0
: 824 Minimum Test error found - save the configuration
: 824 | 8.27012 12.365 0.0203376 0.00187119 43321.9 0
: 825 Minimum Test error found - save the configuration
: 825 | 8.06442 12.1701 0.0203187 0.00185606 43330.7 0
: 826 Minimum Test error found - save the configuration
: 826 | 8.13545 12.0643 0.0203204 0.00184699 43305.6 0
: 827 Minimum Test error found - save the configuration
: 827 | 8.1787 11.8658 0.0202904 0.00184044 43360.4 0
: 828 Minimum Test error found - save the configuration
: 828 | 8.1288 11.852 0.0202905 0.00183736 43353 0
: 829 Minimum Test error found - save the configuration
: 829 | 8.1191 11.8208 0.0202592 0.0018242 43395.8 0
: 830 | 8.23005 12.478 0.0202434 0.00178446 43339.3 1
: 831 Minimum Test error found - save the configuration
: 831 | 7.89023 11.6632 0.0203556 0.00184111 43209.3 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.83131 11.4731 0.0202927 0.00183586 43344.4 0
: 833 | 7.67272 11.7366 0.0202502 0.00177898 43310.6 1
: 834 Minimum Test error found - save the configuration
: 834 | 7.67252 11.4393 0.0203288 0.00184877 43290 0
: 835 Minimum Test error found - save the configuration
: 835 | 7.56917 11.3911 0.0202619 0.00184188 43431.1 0
: 836 Minimum Test error found - save the configuration
: 836 | 7.72946 11.2822 0.0202805 0.00183355 43367.7 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.57236 11.104 0.0202774 0.00184157 43393.7 0
: 838 | 7.70597 11.4034 0.0202245 0.0017892 43395 1
: 839 Minimum Test error found - save the configuration
: 839 | 7.66633 11.002 0.0202927 0.00185063 43379.2 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.28201 10.8902 0.0202747 0.00183268 43379.2 0
: 841 | 7.28471 10.9386 0.0202275 0.00177888 43363.7 1
: 842 | 7.2561 11.9799 0.0202321 0.00177987 43355.1 2
: 843 Minimum Test error found - save the configuration
: 843 | 7.13803 10.5581 0.0202632 0.00183144 43403.4 0
: 844 | 6.99043 10.6157 0.0202336 0.00177944 43350.7 1
: 845 Minimum Test error found - save the configuration
: 845 | 6.79367 10.3608 0.0202987 0.00185188 43368 0
: 846 | 6.96039 10.6517 0.0202792 0.00178443 43255.5 1
: 847 | 7.10495 10.7134 0.0202461 0.00177563 43312.4 2
: 848 | 7.03709 10.7754 0.0203291 0.00179075 43153.9 3
: 849 | 6.86463 11.0924 0.0205015 0.00178909 42752.3 4
: 850 Minimum Test error found - save the configuration
: 850 | 6.67093 10.0542 0.0206037 0.00187863 42723.4 0
: 851 | 6.70484 10.6063 0.0205135 0.00178934 42725.4 1
: 852 | 6.73775 10.4923 0.0208096 0.00177847 42036.3 2
: 853 Minimum Test error found - save the configuration
: 853 | 6.53557 9.94236 0.0204496 0.00187428 43067.9 0
: 854 | 6.8197 10.4637 0.0202715 0.00178606 43277.4 1
: 855 Minimum Test error found - save the configuration
: 855 | 7.13037 9.77607 0.0203269 0.00184895 43294.8 0
: 856 | 6.813 11.0048 0.0202927 0.00179339 43244.7 1
: 857 | 6.40741 10.1876 0.0202576 0.00179428 43329.1 2
: 858 | 6.38251 9.89947 0.0202457 0.00178427 43333.5 3
: 859 Minimum Test error found - save the configuration
: 859 | 6.23949 9.66983 0.0204245 0.00187136 43119.4 0
: 860 | 6.21004 9.94992 0.0202526 0.00179469 43341.9 1
: 861 | 6.30169 9.9511 0.0202689 0.00178915 43290.7 2
: 862 Minimum Test error found - save the configuration
: 862 | 6.04612 9.61106 0.0204654 0.00187048 43022.6 0
: 863 | 6.27238 9.95533 0.0203405 0.00178638 43117 1
: 864 | 5.98527 10.0447 0.0202602 0.00178613 43304 2
: 865 Minimum Test error found - save the configuration
: 865 | 6.14903 8.92652 0.0203309 0.00185121 43290.9 0
: 866 | 5.91876 9.42079 0.0202077 0.00178038 43413.9 1
: 867 | 6.00518 9.2654 0.0202274 0.00177488 43354.5 2
: 868 | 5.76406 8.92915 0.0202419 0.00178208 43337.4 3
: 869 | 5.72465 9.27742 0.0202332 0.0017868 43368.8 4
: 870 Minimum Test error found - save the configuration
: 870 | 5.65007 8.87224 0.0202961 0.0018574 43387.1 0
: 871 | 5.71048 8.916 0.0202573 0.00178478 43307.7 1
: 872 | 5.83181 9.49154 0.0202619 0.00179343 43317 2
: 873 | 5.97995 8.88721 0.0202457 0.00179232 43352.4 3
: 874 Minimum Test error found - save the configuration
: 874 | 5.74736 8.5673 0.0203189 0.00186343 43347.7 0
: 875 | 5.66496 8.70295 0.0202432 0.00178566 43342.6 1
: 876 | 5.80759 8.73396 0.0202483 0.0017813 43320.4 2
: 877 | 5.60278 8.66983 0.0202919 0.001783 43222.5 3
: 878 | 5.69791 8.84596 0.0202281 0.00177226 43346.7 4
: 879 | 5.59458 9.16558 0.020305 0.0017794 43183.5 5
: 880 Minimum Test error found - save the configuration
: 880 | 5.63644 8.28836 0.0202628 0.00184331 43432.2 0
: 881 | 5.64867 8.44259 0.0202502 0.00177992 43312.8 1
: 882 | 5.41406 8.41253 0.0203718 0.00183766 43163.7 2
: 883 | 5.8876 8.6587 0.0202511 0.00179038 43335.2 3
: 884 | 5.59981 8.77026 0.0202355 0.00179529 43383.5 4
: 885 Minimum Test error found - save the configuration
: 885 | 5.40395 8.11294 0.0203379 0.00184962 43270.6 0
: 886 Minimum Test error found - save the configuration
: 886 | 5.21791 8.11195 0.0202946 0.00184965 43372.3 0
: 887 Minimum Test error found - save the configuration
: 887 | 5.34196 7.85887 0.0203336 0.00186512 43317 0
: 888 | 5.35166 8.24223 0.020231 0.00178501 43369.8 1
: 889 Minimum Test error found - save the configuration
: 889 | 5.28199 7.75718 0.0203252 0.00184202 43282.6 0
: 890 | 5.19778 8.00953 0.0202516 0.00178089 43311.7 1
: 891 | 5.13053 8.0814 0.0202185 0.00177858 43384.2 2
: 892 Minimum Test error found - save the configuration
: 892 | 5.05753 7.51244 0.0203626 0.00184929 43212.1 0
: 893 | 5.10779 7.9255 0.0202714 0.00178366 43272 1
: 894 | 5.01077 7.60193 0.0202214 0.00178352 43388.8 2
: 895 Minimum Test error found - save the configuration
: 895 | 5.01971 7.48834 0.0203338 0.00184435 43267.9 0
: 896 Minimum Test error found - save the configuration
: 896 | 5.16698 7.48831 0.0203244 0.00184477 43290.8 0
: 897 | 4.98582 7.63313 0.0202383 0.00179211 43369.3 1
: 898 Minimum Test error found - save the configuration
: 898 | 4.88229 7.40441 0.0202951 0.0018367 43340.6 0
: 899 | 4.86084 7.59206 0.020248 0.00179131 43344.6 1
: 900 | 5.15827 7.51279 0.0202311 0.00179136 43384.5 2
: 901 | 4.92022 7.8949 0.020245 0.00178922 43346.9 3
: 902 Minimum Test error found - save the configuration
: 902 | 5.07554 7.34694 0.0202967 0.0018451 43356.7 0
: 903 | 4.79277 7.55855 0.0202438 0.0017813 43331.1 1
: 904 Minimum Test error found - save the configuration
: 904 | 4.84553 7.13566 0.0203076 0.00185043 43343.5 0
: 905 | 4.85603 7.83277 0.0202501 0.0017756 43302.9 1
: 906 | 4.89836 7.22878 0.0202582 0.00178335 43302.1 2
: 907 | 4.8153 7.2401 0.020247 0.00178177 43324.7 3
: 908 Minimum Test error found - save the configuration
: 908 | 4.70611 7.01515 0.0202979 0.00184301 43349 0
: 909 Minimum Test error found - save the configuration
: 909 | 4.65568 6.95367 0.0203025 0.00183583 43321.2 0
: 910 Minimum Test error found - save the configuration
: 910 | 4.67772 6.81242 0.0203372 0.00185102 43275.6 0
: 911 | 4.52876 7.28711 0.020262 0.0017915 43312.3 1
: 912 | 4.57901 6.93042 0.0202787 0.00178596 43260.2 2
: 913 | 4.71529 7.04598 0.0202742 0.0017967 43295.9 3
: 914 | 4.75028 7.33653 0.0202863 0.00180183 43279.5 4
: 915 | 4.79712 7.04227 0.0202695 0.00179052 43292.4 5
: 916 | 4.75277 7.41196 0.0202947 0.00178956 43231.2 6
: 917 | 4.9698 7.73677 0.0202647 0.00178697 43295.4 7
: 918 | 5.02764 7.2199 0.0202756 0.00178482 43264.9 8
: 919 | 4.61068 6.96825 0.0202551 0.00178314 43308.8 9
: 920 Minimum Test error found - save the configuration
: 920 | 4.39619 6.39442 0.020319 0.00185027 43316.4 0
: 921 Minimum Test error found - save the configuration
: 921 | 4.32655 6.30426 0.0203053 0.00184928 43346.3 0
: 922 | 4.33687 6.59434 0.0202735 0.00178013 43258.8 1
: 923 Minimum Test error found - save the configuration
: 923 | 4.30793 6.21964 0.0203932 0.00187932 43210.9 0
: 924 | 4.28032 6.55881 0.020268 0.0017987 43315.2 1
: 925 | 4.52867 6.32875 0.0202816 0.001792 43267.6 2
: 926 Minimum Test error found - save the configuration
: 926 | 4.35123 6.15618 0.020361 0.00187737 43281.5 0
: 927 | 4.33472 6.6789 0.0203576 0.00179986 43108.7 1
: 928 | 4.5804 6.68043 0.0202654 0.00178299 43284.3 2
: 929 | 4.47486 6.5484 0.0202365 0.00178166 43349.1 3
: 930 | 4.61201 7.18385 0.0202651 0.00178618 43292.7 4
: 931 | 4.4951 6.36967 0.0202293 0.00177473 43349.7 5
: 932 Minimum Test error found - save the configuration
: 932 | 4.16414 6.011 0.0203234 0.00185271 43311.8 0
: 933 Minimum Test error found - save the configuration
: 933 | 4.22164 5.93962 0.0203023 0.00184121 43334.4 0
: 934 | 4.17978 5.93965 0.0202227 0.0017797 43376.9 1
: 935 | 4.33215 6.44721 0.0202273 0.00177609 43357.7 2
: 936 Minimum Test error found - save the configuration
: 936 | 4.00888 5.75065 0.0203388 0.00185958 43291.8 0
: 937 | 3.98449 6.27822 0.020268 0.00179781 43313 1
: 938 | 4.01465 5.83206 0.0202976 0.00178635 43217 2
: 939 | 3.98716 5.84364 0.0202689 0.00179124 43295.6 3
: 940 | 3.87961 5.96654 0.0202296 0.00179148 43388.5 4
: 941 | 4.07823 5.76194 0.0202248 0.00178786 43391 5
: 942 Minimum Test error found - save the configuration
: 942 | 3.84995 5.60338 0.0203218 0.00186197 43337.3 0
: 943 | 3.86725 6.00375 0.0202627 0.00178549 43296.6 1
: 944 | 4.03815 5.69386 0.0202863 0.0017893 43250.3 2
: 945 | 3.92103 5.93818 0.020261 0.00177545 43277.2 3
: 946 Minimum Test error found - save the configuration
: 946 | 3.9005 5.47211 0.0203506 0.00185574 43255.2 0
: 947 | 3.75519 5.73225 0.0202812 0.00178386 43249.5 1
: 948 | 3.95609 6.27231 0.020251 0.00177469 43298.6 2
: 949 | 4.17643 5.69124 0.0202756 0.00178556 43266.6 3
: 950 | 4.01361 5.47602 0.0202925 0.0017955 43250.2 4
: 951 | 4.03637 5.58302 0.0202662 0.00179181 43303.3 5
: 952 | 3.74994 5.9396 0.0203637 0.00187578 43271.6 6
: 953 | 3.9106 5.68502 0.0202505 0.00179125 43338.7 7
: 954 Minimum Test error found - save the configuration
: 954 | 3.82672 5.37543 0.0203401 0.00187563 43326.4 0
: 955 | 3.83371 5.395 0.0203827 0.00178995 43027.5 1
: 956 Minimum Test error found - save the configuration
: 956 | 3.69673 5.28844 0.0203359 0.00185361 43284.7 0
: 957 | 3.67669 5.51526 0.0202543 0.00177421 43289.8 1
: 958 | 4.018 5.51076 0.0205163 0.00178336 42705.5 2
: 959 Minimum Test error found - save the configuration
: 959 | 3.90051 5.03691 0.0203191 0.00184773 43310.2 0
: 960 | 3.93679 5.46347 0.02027 0.00177626 43257.8 1
: 961 | 3.7905 5.47112 0.0202769 0.00179038 43274.7 2
: 962 | 3.66378 5.3385 0.0203005 0.00182241 43294.6 3
: 963 Minimum Test error found - save the configuration
: 963 | 3.58389 4.99257 0.0203437 0.00185486 43269.4 0
: 964 | 3.63274 5.20486 0.0202675 0.00179356 43304.2 1
: 965 | 3.77712 5.10822 0.0203 0.00179351 43228.1 2
: 966 | 3.61459 5.30307 0.0202425 0.00178374 43339.8 3
: 967 Minimum Test error found - save the configuration
: 967 | 3.46733 4.84227 0.0205885 0.00204265 43136.3 0
: 968 | 3.49451 5.13475 0.0203033 0.00178671 43204.6 1
: 969 Minimum Test error found - save the configuration
: 969 | 3.53428 4.69479 0.020356 0.00185652 43244.6 0
: 970 | 3.57212 5.18551 0.0202904 0.00178605 43233.2 1
: 971 | 3.60253 5.03171 0.0202779 0.00178589 43261.9 2
: 972 | 3.6351 5.45113 0.020296 0.00178565 43219 3
: 973 Minimum Test error found - save the configuration
: 973 | 3.66787 4.66322 0.0203222 0.00185725 43325.3 0
: 974 | 3.44917 4.83474 0.0202645 0.00179449 43313.3 1
: 975 | 3.40652 4.66722 0.0202859 0.00178723 43246.4 2
: 976 | 3.59915 5.62394 0.0202779 0.00179452 43282.1 3
: 977 | 3.7143 4.70511 0.0203213 0.00179489 43181.5 4
: 978 | 3.70305 4.82707 0.0202885 0.00178292 43230.2 5
: 979 | 3.57338 4.84307 0.0202664 0.00178308 43282.2 6
: 980 | 3.78676 6.26977 0.0202602 0.00178498 43301.2 7
: 981 | 3.82506 5.1267 0.0204591 0.00183595 42957.2 8
: 982 Minimum Test error found - save the configuration
: 982 | 3.59453 4.6434 0.0206085 0.00187143 42696 0
: 983 | 3.43638 5.52684 0.0204355 0.00178572 42895.9 1
: 984 Minimum Test error found - save the configuration
: 984 | 3.67352 4.56206 0.0203521 0.00186693 43278 0
: 985 | 3.42943 4.83206 0.0202965 0.00179492 43239.6 1
: 986 Minimum Test error found - save the configuration
: 986 | 3.34922 4.31835 0.0203357 0.00187043 43324.5 0
: 987 | 3.52168 4.77132 0.0202859 0.00179625 43267.4 1
: 988 | 3.58264 4.78757 0.0207485 0.00178635 42189.3 2
: 989 | 3.58008 4.90821 0.0204601 0.00177626 42817.8 3
: 990 | 3.74325 5.15257 0.020375 0.00178284 43028.8 4
: 991 | 3.75281 5.02281 0.0202429 0.00178467 43341.2 5
: 992 | 3.44821 4.45467 0.0202307 0.00177526 43347.6 6
: 993 | 3.26242 4.43957 0.0202673 0.00178706 43289.6 7
: 994 Minimum Test error found - save the configuration
: 994 | 3.27116 4.26661 0.0203632 0.00187582 43272.7 0
: 995 | 3.31476 4.37896 0.0202661 0.00178731 43292.9 1
: 996 | 3.31044 4.27034 0.0202638 0.00179491 43316 2
: 997 Minimum Test error found - save the configuration
: 997 | 3.14901 4.0602 0.0203295 0.00186139 43317.9 0
: 998 | 3.14401 4.1955 0.0202862 0.00179319 43259.5 1
: 999 | 3.39365 4.33658 0.0202528 0.0017825 43312.7 2
: 1000 | 3.51493 4.83577 0.0202407 0.00178603 43349.5 3
: 1001 | 3.79143 5.04347 0.0202629 0.0017873 43300.4 4
: 1002 | 3.8088 4.12314 0.02027 0.00177642 43258.2 5
: 1003 | 3.4479 4.77417 0.0202585 0.0017855 43306.3 6
: 1004 | 3.48036 4.706 0.0202666 0.00178559 43287.6 7
: 1005 | 3.45996 4.19731 0.0202754 0.00178731 43271 8
: 1006 | 3.16756 4.19254 0.0202716 0.00178357 43271.1 9
: 1007 | 3.02723 4.59915 0.02025 0.00179157 43340.6 10
: 1008 | 3.30383 4.22191 0.0203297 0.00179521 43162.7 11
: 1009 Minimum Test error found - save the configuration
: 1009 | 3.27149 4.02169 0.0203586 0.00186402 43255.9 0
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.23929 3.88025 0.0203643 0.0018623 43238.6 0
: 1011 | 3.17499 4.0222 0.0202742 0.00179778 43298.5 1
: 1012 | 3.3681 4.46507 0.02028 0.00178913 43264.7 2
: 1013 | 3.605 4.10045 0.0202471 0.00178324 43327.9 3
: 1014 | 3.37084 4.25774 0.0202802 0.00178549 43255.6 4
: 1015 | 3.57819 4.1712 0.0202565 0.00177717 43291.7 5
: 1016 | 3.43981 4.02756 0.0202766 0.00178888 43271.9 6
: 1017 Minimum Test error found - save the configuration
: 1017 | 3.27834 3.77505 0.0203343 0.00185433 43290.1 0
: 1018 | 3.28543 3.77789 0.0202637 0.00178522 43293.6 1
: 1019 | 3.31533 4.07539 0.0202579 0.00178068 43296.5 2
: 1020 Minimum Test error found - save the configuration
: 1020 | 3.27153 3.60552 0.0203239 0.00185416 43314.2 0
: 1021 | 3.1235 3.64758 0.020263 0.00179661 43321.9 1
: 1022 | 3.07729 4.19143 0.0202629 0.00178432 43293.3 2
: 1023 | 3.35369 3.90808 0.0202622 0.00179452 43318.9 3
: 1024 Minimum Test error found - save the configuration
: 1024 | 2.99215 3.59687 0.0203404 0.00185518 43277.9 0
: 1025 | 3.03014 3.65481 0.0203005 0.00183514 43324.5 1
: 1026 | 3.18157 4.68062 0.0202546 0.00178648 43318 2
: 1027 | 3.49873 4.36469 0.0202468 0.0017832 43328.4 3
: 1028 | 3.20993 3.85122 0.020256 0.00178681 43315.4 4
: 1029 | 3.12681 3.62526 0.0202607 0.00177694 43281.3 5
: 1030 | 2.97067 3.98003 0.0202738 0.00178935 43279.6 6
: 1031 | 2.99425 3.62558 0.0202816 0.00178387 43248.6 7
: 1032 Minimum Test error found - save the configuration
: 1032 | 2.99421 3.39364 0.0203122 0.00184589 43322.3 0
: 1033 | 3.08237 3.63036 0.0202697 0.00178336 43275.3 1
: 1034 | 3.01684 3.62194 0.0202636 0.00179186 43309.4 2
: 1035 | 3.13024 3.69975 0.0202678 0.00179318 43302.7 3
: 1036 | 3.08903 3.49777 0.020285 0.00180022 43278.9 4
: 1037 | 3.01711 4.10938 0.0204551 0.00180063 42885.2 5
: 1038 | 3.00902 3.81289 0.0203015 0.0017925 43222.2 6
: 1039 | 2.9516 3.49799 0.020315 0.001787 43177.9 7
: 1040 | 3.03692 4.44062 0.0202572 0.0017872 43313.6 8
: 1041 | 3.60234 3.7338 0.0202806 0.00177962 43240.9 9
: 1042 | 3.34235 3.7128 0.0202658 0.00178582 43290.2 10
: 1043 | 3.1023 3.45067 0.0203013 0.00178661 43208.9 11
: 1044 | 3.02629 3.44879 0.0202848 0.00178498 43243.7 12
: 1045 | 3.28133 3.44884 0.0202471 0.00178284 43327 13
: 1046 | 3.02253 3.53699 0.0202975 0.00179272 43232.1 14
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.99054 3.30668 0.0202947 0.00186332 43404.3 0
: 1048 | 3.28661 3.83606 0.0202329 0.00178385 43362.6 1
: 1049 | 2.99562 3.46095 0.0202641 0.00179227 43309.2 2
: 1050 Minimum Test error found - save the configuration
: 1050 | 2.92118 3.14272 0.020324 0.00185913 43325.6 0
: 1051 | 2.81647 3.29661 0.020247 0.00179347 43352.2 1
: 1052 | 2.97136 3.57665 0.0202715 0.00178539 43275.8 2
: 1053 | 3.08646 3.69507 0.020275 0.00178602 43269.1 3
: 1054 Minimum Test error found - save the configuration
: 1054 | 2.98848 3.1109 0.0203851 0.00187391 43217.1 0
: 1055 | 3.11579 3.42068 0.0202943 0.00178685 43225.9 1
: 1056 | 2.92468 3.22951 0.0202612 0.00178329 43294.9 2
: 1057 | 2.89116 3.46096 0.0202807 0.00179148 43268.4 3
: 1058 Minimum Test error found - save the configuration
: 1058 | 2.82128 3.05805 0.0203795 0.0018687 43218 0
: 1059 | 2.80737 3.11705 0.0203007 0.00179619 43232.7 1
: 1060 Minimum Test error found - save the configuration
: 1060 | 2.81118 3.03067 0.0203739 0.00186597 43224.6 0
: 1061 | 2.96172 3.61341 0.0202709 0.00179565 43301.2 1
: 1062 | 3.0054 3.77081 0.0202884 0.00179968 43269.7 2
: 1063 Minimum Test error found - save the configuration
: 1063 | 3.1922 2.99473 0.0204171 0.00187545 43146 0
: 1064 | 2.92256 3.19233 0.0203233 0.00179069 43167.1 1
: 1065 | 2.85334 3.09376 0.0203276 0.00179233 43161 2
: 1066 | 2.84044 3.85413 0.0203013 0.00178052 43194.7 3
: 1067 | 3.01208 3.63608 0.0202802 0.00178475 43253.9 4
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.9469 2.9944 0.0204252 0.00185959 43090.5 0
: 1069 | 2.89532 3.15065 0.0202808 0.00177997 43241.4 1
: 1070 | 2.78307 3.00286 0.0202982 0.00178813 43219.7 2
: 1071 | 2.997 4.10228 0.0203042 0.00179722 43227 3
: 1072 | 2.80778 3.05771 0.0202915 0.00178881 43236.8 4
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.70273 2.82285 0.020379 0.00187952 43244.5 0
: 1074 | 2.93185 3.00298 0.0203044 0.00179653 43224.9 1
: 1075 | 2.9993 2.91199 0.0203176 0.0017906 43180.2 2
: 1076 | 3.13515 3.14023 0.0205257 0.00178921 42697.4 3
: 1077 Minimum Test error found - save the configuration
: 1077 | 2.80752 2.81832 0.0203458 0.00185808 43271.9 0
: 1078 | 2.73099 2.88012 0.0203014 0.00178585 43207 1
: 1079 | 2.83531 3.09422 0.020297 0.00178378 43212.4 2
: 1080 | 2.76391 2.94546 0.0202649 0.00178277 43285.1 3
: 1081 Minimum Test error found - save the configuration
: 1081 | 3.00894 2.7394 0.0203143 0.00184545 43316.2 0
: 1082 | 2.97988 3.63358 0.0202789 0.00179145 43272.6 1
: 1083 | 3.01124 3.45218 0.0202604 0.0017939 43321.6 2
: 1084 | 2.98507 3.10864 0.0202662 0.0017908 43300.7 3
: 1085 | 2.71427 2.75255 0.0202858 0.00179511 43265 4
: 1086 | 2.87974 3.24906 0.020327 0.00180002 43180.3 5
: 1087 | 2.9675 2.84407 0.0203 0.00178844 43216.2 6
: 1088 | 2.80237 2.85231 0.0202813 0.00178439 43250.4 7
: 1089 | 2.7057 3.00023 0.0202807 0.00178588 43255.4 8
: 1090 | 3.03328 3.42847 0.0202734 0.00177837 43254.9 9
: 1091 Minimum Test error found - save the configuration
: 1091 | 3.09545 2.48387 0.0203261 0.00184881 43296.5 0
: 1092 | 2.71924 2.63271 0.0202802 0.00178514 43254.8 1
: 1093 | 2.68087 2.67076 0.0202926 0.00178706 43230.2 2
: 1094 | 2.74594 3.00445 0.0205223 0.00179874 42726.9 3
: 1095 | 2.73604 2.81237 0.0204224 0.00182274 43011.5 4
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.66136 2.47756 0.0204893 0.00187951 42988 0
: 1097 | 3.01791 3.40664 0.020443 0.00180326 42919.1 1
: 1098 | 2.92395 3.6012 0.0203079 0.00178721 43195 2
: 1099 | 2.73846 2.55439 0.0203081 0.00179057 43202.2 3
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.58685 2.42135 0.0203947 0.00187073 43187.4 0
: 1101 Minimum Test error found - save the configuration
: 1101 | 2.6258 2.3028 0.0203879 0.00185472 43165.8 0
: 1102 | 2.50513 2.41133 0.0203029 0.00178798 43208.3 1
: 1103 | 2.57833 2.72716 0.0203002 0.00177848 43192.5 2
: 1104 | 2.8537 2.7717 0.0202798 0.00178418 43253.5 3
: 1105 | 2.63894 2.63512 0.0202898 0.00179794 43262.3 4
: 1106 | 2.56311 2.3319 0.0203457 0.00179391 43122.4 5
: 1107 | 2.63128 2.77872 0.0203352 0.00179807 43156.6 6
: 1108 | 2.70155 3.11612 0.0203157 0.00180173 43210.6 7
: 1109 | 3.09919 2.94714 0.020313 0.00178901 43187.3 8
: 1110 | 3.03089 2.8908 0.0202833 0.0017833 43243.2 9
: 1111 | 3.15214 3.15973 0.0203031 0.00178956 43211.7 10
: 1112 | 2.94825 2.43606 0.0202817 0.00177477 43227 11
: 1113 | 2.60201 3.41601 0.0202647 0.00178567 43292.4 12
: 1114 | 2.54651 2.33779 0.0202911 0.00178531 43229.6 13
: 1115 Minimum Test error found - save the configuration
: 1115 | 2.40554 2.29892 0.0203262 0.00184547 43288.4 0
: 1116 | 2.59843 2.78456 0.0202861 0.00178256 43235 1
: 1117 | 2.58341 2.8054 0.020274 0.00179312 43287.9 2
: 1118 | 2.56837 2.69653 0.0202747 0.00179185 43283.5 3
: 1119 | 2.88057 2.55752 0.0202997 0.00180958 43266.3 4
: 1120 | 2.95019 2.38494 0.0203244 0.00179488 43174.4 5
: 1121 | 2.58158 3.02741 0.020295 0.00179692 43247.7 6
: 1122 Minimum Test error found - save the configuration
: 1122 | 2.49895 2.12221 0.0203702 0.00186485 43230.8 0
: 1123 | 2.55193 2.40023 0.0203252 0.00178943 43159.9 1
: 1124 | 2.4304 2.84512 0.0202729 0.00178668 43275.6 2
: 1125 | 2.48389 2.22405 0.0202803 0.00177619 43233.7 3
: 1126 | 2.37995 2.38968 0.0202706 0.00178516 43277.3 4
: 1127 | 2.29699 2.30277 0.0202729 0.00178503 43271.5 5
: 1128 | 2.38245 2.33974 0.020275 0.00178673 43270.6 6
: 1129 | 2.49447 2.80933 0.0203413 0.00178246 43106.2 7
: 1130 | 2.47427 2.26652 0.0202764 0.00179333 43282.9 8
: 1131 Minimum Test error found - save the configuration
: 1131 | 2.4968 1.98286 0.0203412 0.00186204 43292.1 0
: 1132 | 2.244 2.39219 0.0202826 0.00179652 43275.9 1
: 1133 | 2.56063 3.33641 0.0202974 0.0017974 43243.3 2
: 1134 | 2.47739 2.57925 0.0203014 0.00179672 43232.2 3
: 1135 | 2.41942 2.31516 0.0203105 0.00179105 43197.7 4
: 1136 | 2.4983 2.20034 0.0203212 0.00179141 43173.6 5
: 1137 | 2.51849 2.63065 0.0203169 0.00179069 43182.1 6
: 1138 | 2.79179 2.99993 0.020332 0.00179626 43159.8 7
: 1139 | 2.92577 2.14132 0.0203072 0.00179061 43204.4 8
: 1140 | 2.57222 2.75811 0.0202944 0.00178722 43226.4 9
: 1141 | 2.38299 2.14851 0.0203201 0.00179003 43173.2 10
: 1142 | 2.43318 2.07844 0.02032 0.00180268 43202.9 11
: 1143 | 2.47075 2.20782 0.0203279 0.00179248 43160.6 12
: 1144 | 2.4461 3.49026 0.0203366 0.00180138 43161 13
: 1145 | 2.61795 2.00522 0.0203248 0.00179967 43184.7 14
: 1146 | 2.64695 2.25894 0.0203047 0.00178974 43208.4 15
: 1147 | 2.30637 2.01125 0.020299 0.00178485 43210.2 16
: 1148 | 2.54409 2.19699 0.0204762 0.00178656 42804.5 17
: 1149 | 2.25427 2.01942 0.0203349 0.00178613 43129.6 18
: 1150 | 2.28796 2.12295 0.0202558 0.00178422 43309.9 19
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.23196 1.90533 0.0205982 0.00186217 42698.6 0
: 1152 | 2.28629 2.02821 0.0203539 0.0018068 43133.5 1
: 1153 | 2.28482 2.6418 0.0205072 0.00179589 42754.9 2
: 1154 | 2.43471 2.06708 0.0203671 0.00180024 43087.4 3
: 1155 | 2.33359 2.18721 0.0203423 0.00179681 43137.2 4
: 1156 | 2.30212 2.38116 0.0203174 0.00179072 43180.9 5
: 1157 | 2.17218 1.99931 0.0203512 0.00179289 43107.3 6
: 1158 | 2.305 2.34136 0.0211765 0.00179446 41275.3 7
: 1159 | 2.27384 2.02073 0.0203564 0.00177841 43061.7 8
: 1160 | 2.20878 2.07178 0.0203529 0.00179867 43116.9 9
: 1161 | 2.30499 2.07962 0.0203197 0.00179501 43185.6 10
: 1162 | 2.24559 2.10377 0.0203715 0.00179372 43062.3 11
: 1163 | 2.47904 2.01974 0.0203988 0.0018025 43019.4 12
: 1164 | 2.38765 2.10438 0.0203594 0.0018048 43115.9 13
: 1165 | 2.46418 2.14253 0.0203543 0.00178638 43085 14
: 1166 | 2.75429 2.03013 0.0203909 0.00178918 43006.8 15
: 1167 | 2.30972 2.64694 0.0203559 0.00178968 43089.1 16
: 1168 Minimum Test error found - save the configuration
: 1168 | 2.18415 1.8736 0.0204977 0.00188342 42977.7 0
: 1169 | 2.11259 1.99474 0.0209988 0.00180379 41677.6 1
: 1170 | 2.18526 2.34532 0.0222614 0.00179747 39093.1 2
: 1171 Minimum Test error found - save the configuration
: 1171 | 2.28409 1.73616 0.0204372 0.0018796 43108.9 0
: 1172 | 2.15296 2.1353 0.0206254 0.00186728 42648.3 1
: 1173 | 2.14155 1.90748 0.0206446 0.00180834 42471.2 2
: 1174 | 2.10838 2.32934 0.0203489 0.00180977 43151.9 3
: 1175 | 2.25489 1.96941 0.0209205 0.00226412 42880.7 4
: 1176 | 2.25561 2.20962 0.0208783 0.00179314 41917.4 5
: 1177 | 2.16722 2.09833 0.0203681 0.00178673 43054 6
: 1178 | 2.15634 2.07349 0.0203465 0.00178567 43101.5 7
: 1179 | 2.27002 1.98099 0.0203811 0.00178789 43026.4 8
: 1180 | 2.31352 2.23407 0.0203157 0.0018013 43209.5 9
: 1181 | 2.23441 2.03727 0.0203574 0.00179798 43104.7 10
: 1182 | 2.1925 1.95778 0.0203322 0.00180223 43173.4 11
: 1183 | 2.02868 2.1326 0.020401 0.00179859 43005.3 12
: 1184 | 2.33095 1.91747 0.0203434 0.00179169 43122.8 13
: 1185 | 2.42804 2.31872 0.0207798 0.00194267 42469.3 14
: 1186 | 2.12384 1.76047 0.020766 0.00180985 42202.8 15
: 1187 | 2.06861 1.87159 0.0204327 0.00179271 42918.4 16
: 1188 | 2.12025 2.1554 0.0205409 0.00179718 42681 17
: 1189 | 2.08037 1.75149 0.0204349 0.00180907 42951.2 18
: 1190 | 2.14178 2.48027 0.0206528 0.00181026 42457.1 19
: 1191 | 2.22026 1.99449 0.0205177 0.00179454 42727.8 20
: 1192 | 2.31394 2.22487 0.0204556 0.00178269 42842.7 21
:
: Elapsed time for training with 1000 events: 24.2 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0257 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
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: 1.6 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_BDTG.weights.xml
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.7639e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.34479e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: Read foams from file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
: Reading weight file: dataset/weights/TMVARegression_KNN.weights.xml
: 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: dataset/weights/TMVARegression_LD.weights.xml
: Reading weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
: Reading weight file: dataset/weights/TMVARegression_BDTG.weights.xml
Factory : Test all methods
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0665 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0772 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00313 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.224 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.15 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Evaluate all methods
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0421 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00497 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: 0.0781 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00874 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: 0.00435 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000517 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: 0.224 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0249 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.15 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.244 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.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.0269 -0.00916 1.52 1.20 | 3.289 3.298
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset 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
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.0286 -0.0147 1.39 1.07 | 3.325 3.338
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : Thank you for using TMVA!
: For citation information, please visit: http://tmva.sf.net/citeTMVA.html
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\(\"myMethod1,myMethod2,myMethod3\"\)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#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("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.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"]) {
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=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", 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;
}
Author
Andreas Hoecker

Definition in file TMVARegression.C.

TCut
Definition: TCut.h:25
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:631
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:1211
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
TObjString.h
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:111
TTree
Definition: TTree.h:79
DataLoader.h
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:3946
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:1241
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:114
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:562
TTree.h
TString
Definition: TString.h:136
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:1294
TMVA::Types::kLD
@ kLD
Definition: Types.h:120
TString.h
TFile.h
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:523
TROOT.h
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:119
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:511
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:108
TDirectoryFile::Get
TObject * Get(const char *namecycle) override
Return pointer to object identified by namecycle.
Definition: TDirectoryFile.cxx:909
TChain.h
TSystem.h
main
int main(int argc, char **argv)
Definition: histspeedtest.cxx:751
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::Factory
Definition: Factory.h:80
TFile
Definition: TFile.h:54
unsigned int
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:105
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
TMVA::Tools::Instance
static Tools & Instance()
Definition: Tools.cxx:75
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:342
TMVA::Types::kDL
@ kDL
Definition: Types.h:124
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:407
Double_t
double Double_t
Definition: RtypesCore.h:59
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:115
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:876
Factory.h
TMVA::Types::kFDA
@ kFDA
Definition: Types.h:117
Tools.h
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:53
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1346
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1090
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:484
TMVA::gTools
Tools & gTools()
TMVA
create variable transformations
Definition: GeneticMinimizer.h:22
gROOT
#define gROOT
Definition: TROOT.h:406
TMVA::DataLoader
Definition: DataLoader.h:50
TMVARegGui.h