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TMVARegression.C File Reference
Tutorials » TMVA tutorials

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: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset dataset
: 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: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [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: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [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: 0.607 sec
: Elapsed time for training with 1000 events: 0.614 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00747 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00141 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0101 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000397 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00245 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33501.6
: --------------------------------------------------------------
: 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 | 34778.5 33095 0.0194427 0.00181995 45395.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 34263.3 32460.1 0.0196259 0.00182328 44937.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 33578.9 31721.3 0.0198171 0.0018157 44441.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 32879.6 31013.2 0.0199456 0.00182456 44147.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 32124.8 30242.9 0.0199383 0.00181546 44143.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 31232.5 29366.3 0.0199481 0.00182201 44135.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 30411.1 28777.9 0.0198254 0.00180388 44391.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 29932.7 28385.8 0.0197868 0.00180256 44483.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 29557.6 28048.3 0.0197308 0.00177872 44563.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 29226.8 27737 0.0197503 0.00177983 44517.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 28915.6 27444.2 0.0197485 0.00177932 44520.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 28622.5 27160.7 0.0198066 0.00178637 44394.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 28340.2 26885.7 0.0197597 0.00177262 44476.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 28060.8 26625.5 0.0197839 0.00178544 44448.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 27794.8 26369.7 0.0197668 0.00178431 44487.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 27538.1 26114.6 0.0197798 0.00179046 44470.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 27277.4 25872.8 0.0197856 0.00179538 44468.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 27033.7 25626.4 0.0198257 0.00178732 44349.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 26784.7 25390.1 0.0198407 0.00178294 44302.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 26544.9 25155.8 0.0197702 0.00179588 44507.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 26308.3 24924.8 0.0197802 0.00178639 44459.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 26074.2 24698.2 0.0197726 0.00178601 44477.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 25846 24472.8 0.0198338 0.00180737 44379.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 25614.9 24256.9 0.019796 0.00178654 44421.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 25392.9 24041 0.0198446 0.0017976 44328.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 25171.5 23828.7 0.0197916 0.00179182 44444.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 24956.3 23614.6 0.019806 0.0017899 44404.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 24737.8 23407.6 0.0197791 0.00178357 44455.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 24528.3 23198.3 0.0197933 0.00178443 44422.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 24314.6 22996.8 0.0198248 0.00178901 44356.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 24109 22794.2 0.0198326 0.00178739 44333.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 23905 22592.1 0.0199072 0.00180238 44187.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 23698.8 22397 0.0198566 0.00179552 44294.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 23500.5 22200.6 0.0198119 0.00177922 44363.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 23300.8 22008.3 0.0198127 0.00178637 44379.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 23103.7 21819.2 0.0198424 0.00179048 44316.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 22910.8 21629.8 0.0198655 0.00179906 44281 0
: 38 Minimum Test error found - save the configuration
: 38 | 22717.2 21444.6 0.0198937 0.00179023 44190.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 22529.3 21257.9 0.0198198 0.00177801 44341.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 22338.9 21076.6 0.0198401 0.00178773 44315.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 22152.7 20896.9 0.019896 0.00181153 44236.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 21970.3 20716.2 0.0199124 0.00181502 44205.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 21787.4 20538.1 0.0199246 0.00181324 44171.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 21604 20366.2 0.019995 0.00188365 44171.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 21429.6 20189.4 0.0199333 0.00181735 44159.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 21249.6 20019.1 0.0199794 0.00182084 44056.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 21075.7 19848.6 0.0199509 0.00183346 44156.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 20902.3 19679.2 0.0199437 0.001818 44136.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 20729.6 19510.6 0.0199631 0.0018147 44081.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 20557.2 19333.7 0.01989 0.00179149 44202.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20382.4 19165.6 0.0199993 0.00182045 44007.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 20213.6 19001.2 0.0199284 0.00179994 44129.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 20045.8 18833.1 0.0199303 0.00179917 44123 0
: 54 Minimum Test error found - save the configuration
: 54 | 19885 18668.6 0.0199139 0.00180056 44166.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 19714.6 18518.2 0.0199314 0.0018037 44131.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 19552.3 18352.9 0.0199363 0.00180069 44112.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 19391.8 18193.4 0.0200048 0.00180294 43951.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 19228.5 18037.8 0.0199838 0.00181819 44039.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 19067 17880.8 0.0199836 0.00180392 44005.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 18914 17722.9 0.0199539 0.00180125 44070.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 18749.2 17571.3 0.0199857 0.00181298 44022.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 18594.8 17414 0.0199885 0.00180018 43984.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18437.5 17263 0.01999 0.00181509 44016.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 18283.5 17113.1 0.0200608 0.00180612 43824.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 18128.9 16964.2 0.0200169 0.00181909 43961.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 17978.6 16816.1 0.0200195 0.00179719 43902.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 17828.7 16666.7 0.0200107 0.0018015 43933.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 17674.1 16524.7 0.0200231 0.00179656 43892 0
: 69 Minimum Test error found - save the configuration
: 69 | 17528.1 16378.1 0.0200078 0.00179876 43934.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 17379.4 16234.4 0.0200876 0.00181007 43769.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 17231.7 16093.5 0.0200525 0.00180943 43852.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 17086.7 15953.8 0.0200473 0.00180942 43864.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 16943.9 15814 0.0200327 0.00180567 43890.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 16801.3 15674.2 0.0200381 0.00180945 43886.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 16658.4 15538.6 0.0200686 0.00181471 43826.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 16520.4 15400.6 0.0201522 0.00188141 43785.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 16382.7 15262.6 0.0200871 0.00181774 43789.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 16242.3 15130 0.0200751 0.00180847 43795.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 16107.4 14997.7 0.0200644 0.00180927 43823.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 15972 14865.3 0.0200543 0.00179963 43824.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 15837.3 14736.1 0.020077 0.00180237 43776.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 15706.3 14605.4 0.0200663 0.00179947 43795.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 15574 14477.3 0.0201312 0.00181167 43669.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 15444.6 14349.2 0.0200834 0.00180903 43777.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 15314.5 14223.7 0.0201101 0.00182053 43740.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15187.7 14098 0.0201194 0.00182115 43720 0
: 87 Minimum Test error found - save the configuration
: 87 | 15059.4 13975.6 0.0201085 0.0018179 43738.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 14934.6 13853.1 0.0204447 0.00192509 43197.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 14808.7 13733.2 0.0205182 0.00187988 42922.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 14688.3 13610 0.0202577 0.00186475 43494.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 14563.7 13491 0.0204053 0.00192998 43301 0
: 92 Minimum Test error found - save the configuration
: 92 | 14442.6 13372.8 0.020199 0.00183903 43572.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 14323 13254.6 0.0201356 0.00182022 43679.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 14202.6 13139.2 0.0201112 0.00180272 43695.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 14085.4 13023.3 0.0200912 0.00180061 43738.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 13967.3 12909.7 0.0201143 0.00181821 43725.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 13852.3 12795.5 0.0201413 0.00181375 43650.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 13737.5 12681.5 0.0201084 0.00181345 43727.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13621 12572.4 0.0201288 0.0018133 43678.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 13510.1 12460.1 0.0203838 0.00183117 43120.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 13396.3 12351.6 0.0201382 0.00181435 43659 0
: 102 Minimum Test error found - save the configuration
: 102 | 13286.1 12242.3 0.0201314 0.00181313 43672.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 13176 12133.6 0.020113 0.00181058 43710.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 13065.5 12027.4 0.0201184 0.00181404 43705.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 12959 11919.4 0.0201261 0.00182027 43701.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 12849.4 11815.3 0.0201256 0.00181384 43687.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 12744 11710.5 0.0201289 0.00180499 43658.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 12639.3 11604.8 0.0201461 0.00183396 43686.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 12532.8 11503.2 0.0201739 0.00185115 43661.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 12429.7 11401.2 0.0201341 0.00182478 43693.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 12325.9 11301.5 0.0201288 0.00182202 43699.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 12227.4 11197.5 0.0201461 0.00183786 43696.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 12122.9 11099.3 0.0201967 0.00185426 43614.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 12022 11002.8 0.0202194 0.00185152 43554.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 11924.4 10904.3 0.0202151 0.00185486 43572.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 11825.8 10806.7 0.0202898 0.00188233 43460.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 11727.8 10710.6 0.0202034 0.00184743 43582.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 11630.2 10615.9 0.0202156 0.0018462 43550.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 11535 10521 0.0201685 0.00182215 43605.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 11438.4 10428.9 0.0202306 0.00184752 43518.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 11344.4 10336.9 0.0202485 0.00184727 43475.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 11253 10242.3 0.0202257 0.00182134 43468.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 11158.2 10151.6 0.0202071 0.0018279 43527.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 11064.6 10064.1 0.0201571 0.00181911 43625.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 10976 9972.65 0.0201671 0.00181815 43599.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 10885 9882.76 0.0201654 0.00181781 43602.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 10794.9 9794.26 0.0201819 0.00183359 43600.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 10705.9 9706.45 0.0201852 0.00184942 43630.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 10617.7 9619.18 0.0201582 0.00183101 43651 0
: 130 Minimum Test error found - save the configuration
: 130 | 10530.5 9532.44 0.0201659 0.00182552 43619.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 10442.6 9447.91 0.0201495 0.00182234 43651.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 10357.8 9362.22 0.0201568 0.00182935 43650.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 10272.3 9277.49 0.0201444 0.00181312 43641.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 10187.1 9194.62 0.0201393 0.0018185 43666.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 10103.8 9111.29 0.0201565 0.00182106 43631.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 10020 9029.91 0.020163 0.00182323 43621.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 9938.14 8948 0.0201534 0.00182171 43640.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 9855.46 8868.34 0.0201675 0.0018161 43593.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 9776.25 8786.44 0.0201472 0.00181368 43636 0
: 140 Minimum Test error found - save the configuration
: 140 | 9694.89 8706.68 0.0203644 0.00182151 43143.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 9614.53 8628.46 0.02017 0.00182021 43597.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 9536.36 8549.71 0.0201581 0.00182122 43628 0
: 143 Minimum Test error found - save the configuration
: 143 | 9456.18 8474.47 0.0201929 0.00182623 43557.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 9380.37 8396.61 0.0201742 0.00181684 43579.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 9303 8319.85 0.020155 0.00181906 43630.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 9226.02 8244.59 0.0201718 0.00181905 43590.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 9150.38 8169.63 0.0201588 0.00181946 43622 0
: 148 Minimum Test error found - save the configuration
: 148 | 9075.57 8094.82 0.0201506 0.0018162 43633.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 9000.89 8020.86 0.0201741 0.00181707 43580.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 8927.07 7947.3 0.0201662 0.00182446 43616.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 8851.95 7877.48 0.0201675 0.00183123 43629.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 8782.98 7802.38 0.0201737 0.00182832 43607.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 8708.15 7732.14 0.0201716 0.00182537 43605.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 8637.7 7660.93 0.0201642 0.00181818 43606.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 8566.11 7591.3 0.0201687 0.00182588 43613.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 8496.28 7521.41 0.02017 0.00182505 43608.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 8427.04 7451.62 0.0201942 0.00182692 43555.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 8357.29 7383.08 0.0201771 0.00182523 43592.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 8288.16 7316.31 0.0201722 0.00181642 43583 0
: 160 Minimum Test error found - save the configuration
: 160 | 8221.68 7247.49 0.020167 0.00181336 43588.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 8153.48 7180.92 0.0201811 0.00181656 43562.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 8086.01 7115.52 0.0201772 0.00182496 43591.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 8020.88 7048.99 0.0201815 0.00182162 43573.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 7953.82 6985.01 0.0201677 0.00181761 43596.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 7890.24 6919.1 0.020191 0.00182474 43558.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 7824.4 6855.71 0.020215 0.00181905 43487.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 7760.6 6792.49 0.0201684 0.00181715 43593.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 7697.71 6728.65 0.0201682 0.00181658 43592.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 7633.49 6667.18 0.0201795 0.0018184 43570.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 7572.28 6603.99 0.0201695 0.00181066 43575.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 7509.47 6542.7 0.0201839 0.001824 43573.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 7448.37 6481.32 0.020179 0.00182699 43591.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 7387.02 6421.27 0.0201976 0.00182894 43552.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 7326.49 6361.83 0.0201798 0.00183143 43600.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 7267.37 6301.41 0.0201855 0.00182029 43560.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 7207.78 6241.8 0.0201842 0.00182463 43574.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 7148.95 6182.57 0.0201789 0.00183111 43601.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 7089.42 6125.52 0.0202004 0.00182527 43537.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 7031.52 6069.05 0.0201847 0.00182785 43580.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 6975.18 6011.94 0.0201951 0.0018153 43526.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 6918.11 5954.46 0.0201895 0.00181625 43541.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 6861.23 5898.39 0.0201788 0.00181637 43567.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 6804.91 5843.16 0.0201938 0.00182305 43547.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 6749.56 5787.86 0.0201786 0.00181781 43571 0
: 185 Minimum Test error found - save the configuration
: 185 | 6693.96 5733.89 0.0202001 0.00181541 43514.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 6640.01 5679.03 0.0202042 0.00182055 43517 0
: 187 Minimum Test error found - save the configuration
: 187 | 6585.86 5624.69 0.0202194 0.00184083 43529 0
: 188 Minimum Test error found - save the configuration
: 188 | 6531.62 5571.71 0.0201937 0.00182447 43551.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 6478.79 5518.46 0.0202204 0.00183566 43514.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 6424.93 5467.31 0.0201935 0.00181725 43534.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 6374.57 5413.15 0.020211 0.00183146 43526.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6320.72 5362.36 0.020185 0.00182586 43575.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 6269.21 5311.98 0.0202043 0.00183209 43544 0
: 194 Minimum Test error found - save the configuration
: 194 | 6218.41 5261.59 0.0202031 0.00182507 43530.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 6168.17 5210.58 0.0202024 0.00183254 43549.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 6117.36 5161.11 0.0201902 0.00182765 43566.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 6067.94 5111.25 0.0201949 0.00182835 43557.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6017.98 5063.55 0.0201875 0.00182508 43567.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 5969.2 5014.08 0.0202072 0.00181455 43495.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 5921.06 4965.01 0.0201954 0.00181968 43535.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 5871.36 4918.41 0.0201874 0.00181784 43550.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 5824.69 4870.45 0.020195 0.00181992 43537.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 5775.87 4824.91 0.020198 0.00181966 43529.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 5728.96 4779.52 0.020206 0.00181164 43491.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 5683.88 4731.92 0.020219 0.0018192 43478.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 5636.52 4686.2 0.0202055 0.00182183 43516.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 5590.23 4641.98 0.0202065 0.00181898 43507.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5545.72 4595.7 0.020191 0.00182033 43547.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 5499.37 4551.82 0.0202262 0.00182259 43469.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 5454.91 4507.47 0.0201931 0.00182926 43564 0
: 211 Minimum Test error found - save the configuration
: 211 | 5410.19 4463.88 0.020211 0.00182968 43522.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 5365.76 4421.08 0.0202164 0.00184089 43536.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 5322.35 4377.96 0.0202363 0.00182481 43451.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 5280.74 4332.92 0.0202012 0.00182887 43543.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5234.14 4293.1 0.0202171 0.00183389 43518.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 5193.34 4251.26 0.0202086 0.00182867 43525.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 5150.57 4209.82 0.0202109 0.00182339 43507.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 5108.22 4168.99 0.0202018 0.00181428 43507.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 5066.96 4127.74 0.0202026 0.00182063 43520.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 5024.9 4087.92 0.0202271 0.00183279 43491.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4983.65 4048.54 0.0202218 0.00182865 43494.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4943.53 4008.44 0.0202122 0.00181722 43490.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4902.96 3969.11 0.0202149 0.00182465 43501.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4863.4 3929.58 0.0202294 0.0018292 43477.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 4823.09 3890.58 0.0202155 0.0018212 43491.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 4783.66 3852.57 0.0202151 0.00181449 43476.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 4743.66 3815.69 0.0202304 0.00183358 43485.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 4705.65 3777.72 0.0202218 0.00182998 43497.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 4667.26 3740.09 0.0202327 0.00183965 43494.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 4628.5 3703.79 0.0202525 0.00184226 43454 0
: 231 Minimum Test error found - save the configuration
: 231 | 4591.09 3666.89 0.0202499 0.00183769 43449.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 4553.4 3630.19 0.0202212 0.00183762 43517.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 4514.84 3595.7 0.0202118 0.00183539 43534.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 4480.08 3558.76 0.0202092 0.00182277 43510.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 4441.96 3523.25 0.0202131 0.0018171 43487.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 4405.48 3488.64 0.0202329 0.00183817 43490.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 4370.5 3451.99 0.0202262 0.00182501 43475.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 4333.22 3418.27 0.0204015 0.00182007 43053.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 4297.62 3384.48 0.0202196 0.00182288 43486 0
: 240 Minimum Test error found - save the configuration
: 240 | 4262.76 3350.43 0.020217 0.00182658 43501 0
: 241 Minimum Test error found - save the configuration
: 241 | 4226.87 3318.44 0.0202366 0.00183272 43469.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 4193.25 3284.47 0.0202441 0.00183604 43459.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 4158.36 3252.04 0.0202642 0.00184354 43429.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 4124.2 3219.09 0.0202244 0.00183983 43514.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 4090.37 3186.22 0.0202205 0.00183198 43505.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4056.27 3154.49 0.0202133 0.00182223 43499.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 4022.84 3122.88 0.0202379 0.00184454 43494.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3989.77 3091.32 0.0202267 0.00182905 43483.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3956.96 3060.17 0.0202432 0.00182863 43443.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3924.26 3029.36 0.0202452 0.00184451 43476.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3891.74 2998.99 0.0202273 0.00182504 43472.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3859.66 2968.7 0.0202157 0.00182266 43494.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3828.06 2938.44 0.0202639 0.00184427 43431.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3797.04 2907.7 0.0202179 0.00182041 43484.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3764.97 2878.27 0.0202163 0.00182777 43505.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 3733.47 2849.57 0.0202266 0.00182474 43473.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3702.87 2820.94 0.0202519 0.00183451 43437.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 3672.95 2791.91 0.0202472 0.00183132 43440.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3642.1 2763.74 0.0202365 0.00183897 43484.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 3612.61 2734.93 0.0202286 0.00183248 43487.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 3581.85 2707.11 0.0202435 0.00183022 43447 0
: 262 Minimum Test error found - save the configuration
: 262 | 3551.98 2680.05 0.0202527 0.00184756 43466.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 3522.58 2653.28 0.0202467 0.00183293 43445.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3493.48 2626.3 0.0202317 0.00182472 43461.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 3465.38 2599.01 0.0202229 0.00181603 43462.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 3436.09 2571.62 0.0202339 0.00183153 43472.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 3407.2 2545.31 0.0202442 0.00183477 43456 0
: 268 Minimum Test error found - save the configuration
: 268 | 3378.73 2519.45 0.020244 0.00184236 43474.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 3351.26 2493.16 0.0202468 0.00183515 43450.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 3323.25 2467.63 0.0202675 0.00184375 43422.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 3295.79 2441.28 0.0202419 0.00182531 43439.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 3267.44 2416.3 0.0202934 0.00183324 43336.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 3240.05 2391.79 0.0202825 0.00185998 43425.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 3213.09 2367.33 0.0202451 0.00183435 43452.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 3187.01 2341.9 0.0202196 0.0018373 43520.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 3159.12 2318.62 0.0202442 0.00183662 43460.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 3133.26 2294.48 0.0202501 0.00183435 43441.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 3107.06 2270.42 0.020212 0.00182726 43514.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 3081.37 2246.01 0.0202539 0.00184126 43448.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 3054.69 2222.78 0.020228 0.00181613 43450.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 3029.68 2199.33 0.0202245 0.00182596 43481.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 3003.34 2177.24 0.0202333 0.00182968 43469.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2978.69 2153.27 0.0202298 0.00183058 43480.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2953.22 2131.63 0.0202716 0.00182069 43358.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2928.46 2108.57 0.0202896 0.00186566 43421.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2903.82 2085.99 0.0202888 0.00184197 43367.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2879.23 2063.8 0.0202499 0.00183357 43439.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2853.8 2043.03 0.020257 0.00184333 43445.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2830.38 2021.53 0.0202632 0.00184982 43446.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2806.14 2000.62 0.0202714 0.0018514 43431 0
: 291 Minimum Test error found - save the configuration
: 291 | 2783.08 1978.78 0.020273 0.00183686 43393.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2758.92 1957.54 0.020248 0.0018391 43457.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2735.88 1936.23 0.0202612 0.0018441 43437.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2713.08 1914.86 0.020248 0.00183794 43454.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2688.36 1895.52 0.0202468 0.0018209 43417.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2666.32 1874.78 0.0202556 0.00182979 43417.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2643.39 1854.74 0.0202638 0.00185167 43449.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2621.07 1834.66 0.0202978 0.00185767 43383.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2598.47 1814.82 0.0203019 0.00185611 43370.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 2576.56 1794.61 0.0202954 0.0018565 43386.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 2553.8 1775.46 0.0202834 0.00185462 43410.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 2531.94 1756.88 0.0202987 0.00186469 43398 0
: 303 Minimum Test error found - save the configuration
: 303 | 2511.51 1737.61 0.0202803 0.00185773 43425.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 2488.86 1718.55 0.0202566 0.00186687 43502.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 2467.2 1700.57 0.0203608 0.00186258 43247.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 2446.75 1681.64 0.0202933 0.00183777 43347.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 2425.58 1662.68 0.0202482 0.00183913 43456.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 2403.99 1644.99 0.0202461 0.00182589 43430.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 2383.62 1627.01 0.0202542 0.00183027 43421.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 2363.31 1609 0.0202468 0.00185204 43490.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 2342.97 1591.08 0.0202839 0.0018447 43385.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 2322.26 1574.62 0.0202566 0.00183079 43417.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 2302.35 1557.33 0.0202356 0.00183062 43466.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 2282.67 1539.62 0.020252 0.00184011 43450.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 2262.62 1523.1 0.0202679 0.00184504 43424.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 2242.84 1506.49 0.0202573 0.00184809 43456.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 2223.91 1489.31 0.0202573 0.00184389 43446.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 2204.34 1472.42 0.0202551 0.00184207 43447.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 2185.02 1456.06 0.0202605 0.00184212 43434.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 2165.64 1440.01 0.0202799 0.00184974 43407.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 2146.25 1424.93 0.0202785 0.00185186 43415.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 2128.69 1408.57 0.0202724 0.00185013 43425.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 2109.72 1392.49 0.0202767 0.00183919 43389.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 2090.87 1377.15 0.0202591 0.00183501 43421.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 2072.53 1362.15 0.0202367 0.00183046 43463.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 2055.06 1346.4 0.0202541 0.00183847 43441.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 2036.71 1331.09 0.0202615 0.00183493 43415.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 2018.5 1316.3 0.0202674 0.00185298 43444.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 2000.63 1302.17 0.0202727 0.00183725 43394.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1983.13 1287.86 0.0202708 0.00183976 43405.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1966.26 1272.75 0.0202519 0.00184768 43468.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1948.63 1258.25 0.0202365 0.00184545 43499.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1931.15 1243.95 0.0202415 0.00183456 43461.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1913.87 1230.19 0.0202314 0.00182745 43468.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1897.12 1216.35 0.0202295 0.00183206 43484.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1880.1 1202.96 0.0204023 0.00184232 43103.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1863.92 1189.1 0.0202499 0.00182206 43412.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1847.48 1175.24 0.0202512 0.00182874 43425.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1830.25 1162.34 0.0202414 0.00183139 43454.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1813.97 1149.73 0.0202291 0.0018237 43465.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1798.21 1136.71 0.0202292 0.00182461 43467.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1782.33 1123.89 0.0202586 0.00183782 43429.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1766.27 1111.16 0.0202569 0.00183749 43432.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1750.41 1098.32 0.0202811 0.00183546 43370.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1735.03 1085.72 0.0202623 0.00183641 43417.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1719.17 1074.01 0.0202393 0.00183441 43466.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1704.19 1061.73 0.02026 0.00184906 43452.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1688.04 1049.88 0.0202606 0.00185077 43455 0
: 349 Minimum Test error found - save the configuration
: 349 | 1673.23 1037.89 0.0202719 0.00185354 43435 0
: 350 Minimum Test error found - save the configuration
: 350 | 1658.87 1025.77 0.0202376 0.00183198 43465 0
: 351 Minimum Test error found - save the configuration
: 351 | 1642.98 1014.11 0.0202621 0.00187663 43512.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1628.09 1002.88 0.0202145 0.001827 43507.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1613.46 991.417 0.0202285 0.00182591 43472.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1598.88 980.366 0.020238 0.00182892 43456.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1584.16 969.289 0.0202649 0.00182968 43395.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1570.36 957.783 0.0202577 0.00183839 43432.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1555.38 947.33 0.0202477 0.00182478 43424.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1542.12 935.928 0.0202406 0.00182431 43439.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1527.15 925.97 0.0202138 0.00182075 43494.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1513.8 914.746 0.0202254 0.00182183 43469.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1499.77 904.405 0.02023 0.00183459 43489.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1485.76 894.214 0.0202175 0.00183273 43514.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1472.24 884.282 0.020226 0.00183002 43487.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1458.93 874.081 0.0202093 0.00182949 43526.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1445.51 863.979 0.0202125 0.00182195 43500.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1432.17 853.992 0.0202224 0.00182809 43491.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1418.75 844.567 0.0202264 0.00182944 43485.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1405.67 835.662 0.0202309 0.001846 43514.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1393.06 825.641 0.02028 0.00184247 43389.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1379.93 816.275 0.0202872 0.00184791 43385.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 1367.07 806.817 0.0202566 0.00185058 43463.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 1354.65 797.512 0.0202934 0.00185604 43390.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 1342.15 788.356 0.0202877 0.00185262 43395.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 1329.48 779.306 0.0202808 0.00185164 43409.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 1316.76 770.794 0.0202402 0.00182307 43437.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 1304.8 761.984 0.0203164 0.00186511 43357.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 1292.27 753.49 0.0202777 0.00184866 43409.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 1280.83 744.634 0.0202265 0.00184227 43515.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 1268.42 736.344 0.0202516 0.00183306 43434.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 1256.21 728.198 0.0202469 0.00184627 43476.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 1245.03 719.759 0.0202276 0.00183383 43493 0
: 382 Minimum Test error found - save the configuration
: 382 | 1233.5 711.853 0.0202541 0.00185057 43469.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 1221.58 703.356 0.0202253 0.00182095 43468.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 1210.54 695.28 0.0202173 0.00182367 43493.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 1198.45 688.119 0.0202128 0.00182332 43503.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 1187.69 679.841 0.0202283 0.00182666 43474.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 1176.03 672.155 0.0202207 0.00183377 43509 0
: 388 Minimum Test error found - save the configuration
: 388 | 1164.53 664.644 0.0202425 0.00182674 43441.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 1153.94 656.857 0.0201955 0.00182133 43539.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1142.72 649.533 0.0202109 0.00182528 43512.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 1131.76 642.406 0.0202789 0.00185118 43412.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 1121.13 635.553 0.0203125 0.00186675 43370.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 1110.41 627.794 0.0202686 0.00185224 43439.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 1099.84 621.049 0.020274 0.00186116 43448.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 1089.55 613.729 0.0202352 0.00182567 43455.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1078.81 606.694 0.020261 0.00183416 43414.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 1068.69 599.679 0.0202139 0.00183461 43527.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 1057.92 593.486 0.020212 0.00182702 43513.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 1048.95 587.032 0.0202014 0.00181333 43506.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 1038.36 580.167 0.0201977 0.00182026 43531.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 1028.16 574.334 0.020206 0.00182086 43513.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 1018.57 567.169 0.0202106 0.00182024 43501 0
: 403 Minimum Test error found - save the configuration
: 403 | 1008.29 561.324 0.0202056 0.00182102 43514.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 998.868 555.259 0.0202432 0.0018152 43412.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 989.084 548.741 0.0202383 0.00182147 43438.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 979.32 543.179 0.0202089 0.00182291 43511.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 969.899 536.636 0.0202395 0.00183022 43456.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 960.563 530.888 0.0202137 0.00182318 43500.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 950.801 525.337 0.0202265 0.00182795 43481.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 942.003 519.844 0.0202313 0.00183226 43480.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 933.394 513.814 0.0201971 0.00182778 43550.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 923.475 508.525 0.0202319 0.0018461 43511.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 915.044 502.04 0.0202155 0.00182844 43508.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 905.462 496.837 0.020214 0.00182664 43508.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 896.62 491.943 0.0202109 0.00182605 43514.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 888.391 486.51 0.0201951 0.00182504 43549.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 879.107 481.302 0.0201974 0.0018122 43513.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 870.745 476.049 0.0202272 0.00182193 43465.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 862.214 470.921 0.0202241 0.00182092 43470.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 853.638 465.781 0.0202146 0.00182116 43493.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 845.226 461.342 0.020209 0.0018137 43489.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 837.232 455.773 0.020217 0.00182019 43485.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 828.388 450.775 0.0202045 0.00181953 43513.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 820.543 446.139 0.0202249 0.00182091 43468.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 812.327 441.051 0.0202225 0.00182455 43483.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 804.459 436.536 0.0209605 0.00185702 41877.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 796.274 431.818 0.020223 0.00182791 43489.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 788.627 427.273 0.0202469 0.00183534 43451 0
: 429 Minimum Test error found - save the configuration
: 429 | 780.294 422.628 0.0202342 0.00184389 43501.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 772.741 418.412 0.0202556 0.00185555 43478.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 765.184 414.115 0.0203301 0.0018584 43309.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 757.697 409.352 0.0202578 0.00183366 43421.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 750.004 404.913 0.0202414 0.00183556 43464.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 742.223 401.033 0.0204377 0.00184587 43029.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 735.077 396.908 0.020261 0.00183557 43418.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 727.757 392.553 0.0202546 0.00184465 43454.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 720.936 388.356 0.0202715 0.0018457 43417.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 713.485 384.093 0.0202813 0.00184797 43399.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 706.12 381.059 0.0202504 0.00183664 43445.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 699.363 376.818 0.0202347 0.00183001 43467.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 692.257 372.602 0.0202291 0.00183163 43484.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 685.301 368.468 0.0202339 0.00182899 43466.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 678.159 364.794 0.0201934 0.00182767 43559.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 671.274 361.137 0.0201996 0.00182467 43537.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 664.832 357.306 0.0201984 0.0018233 43537.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 658.044 353.536 0.0202171 0.0018217 43489.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 651.591 349.705 0.0202012 0.00182516 43535 0
: 448 Minimum Test error found - save the configuration
: 448 | 644.846 346.077 0.0202296 0.00182886 43476.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 638.07 342.664 0.0202086 0.00182205 43510.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 631.619 339.335 0.0202143 0.0018176 43486.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 625.428 335.454 0.0202212 0.00182672 43491.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 619.066 332.103 0.0202082 0.00181985 43505.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 612.537 328.974 0.0202131 0.00182505 43506.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 606.479 325.492 0.0202062 0.00182124 43513.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 600.792 323.516 0.0202228 0.0018337 43504.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 594.57 318.9 0.0202503 0.00183607 43444.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 588.232 315.41 0.0202153 0.00183309 43520.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 582.237 312.369 0.0202114 0.00183526 43534.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 576.227 309.283 0.0202343 0.00184107 43494.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 570.486 305.9 0.0202096 0.00182974 43525.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 564.336 302.945 0.0201947 0.00182767 43556.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 558.675 299.744 0.0201994 0.0018293 43549.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 552.925 296.755 0.0202082 0.00181562 43495.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 546.961 293.695 0.0201952 0.001821 43539.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 541.531 291.186 0.0201978 0.0018271 43547.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 535.753 288.444 0.0202507 0.00182582 43419.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 530.558 285.109 0.0202033 0.00183248 43547.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 525.073 282.303 0.0202112 0.00182122 43502 0
: 469 Minimum Test error found - save the configuration
: 469 | 519.519 279.274 0.0202013 0.00182155 43526.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 514.102 276.395 0.0202019 0.00181953 43520 0
: 471 Minimum Test error found - save the configuration
: 471 | 508.672 273.924 0.0201974 0.00181879 43528.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 503.57 270.985 0.0202123 0.00181313 43480.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 498.37 268.677 0.0202313 0.00184197 43503.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 493.219 265.478 0.0201974 0.00182708 43548.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 487.887 262.738 0.0202035 0.00182835 43537.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 482.717 260.249 0.0202479 0.00183793 43454.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 477.83 258.099 0.0202219 0.00183179 43501.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 472.87 255.207 0.0202228 0.00182981 43494.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 467.894 253.597 0.0201937 0.00182674 43556.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 463.362 250.498 0.0201975 0.00182766 43549.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 458.577 247.726 0.0201988 0.00181191 43509.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 453.455 245.286 0.0202084 0.00181808 43501.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 448.99 243.389 0.020205 0.00182084 43515.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 444.521 240.623 0.0201797 0.00181776 43568.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 439.411 238.117 0.0201933 0.00181934 43539.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 435.242 235.772 0.020192 0.00181313 43528.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 430.152 233.403 0.0201914 0.00181813 43541.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 425.73 231.109 0.0201788 0.00181937 43574.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 421.224 229.079 0.020199 0.00182666 43543.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 417.099 227.924 0.0202012 0.00182481 43534.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 412.756 224.405 0.0202063 0.00182478 43522 0
: 492 Minimum Test error found - save the configuration
: 492 | 408.247 222.143 0.0201971 0.0018256 43545.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 403.85 220.368 0.0202249 0.00185162 43541.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 399.713 218.612 0.0202294 0.00184976 43526.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 395.554 216.354 0.020262 0.00185709 43466.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 391.592 214.028 0.0201977 0.00183096 43557.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 387.172 211.853 0.0201887 0.00182363 43560.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 383.236 210.023 0.0201928 0.00182043 43543.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 379.095 208.332 0.0202008 0.00182165 43527.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 375.144 206.053 0.0201894 0.0018223 43556.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 371.373 204.07 0.0202019 0.00182098 43523.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 367.462 202.024 0.0201947 0.00182087 43540.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 363.824 200.022 0.020202 0.00182299 43527.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 359.812 198.256 0.0201862 0.00182339 43566.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 355.671 196.988 0.0201738 0.0018179 43582.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 352.272 194.527 0.020231 0.00183126 43478.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 348.697 193.138 0.0202082 0.00182042 43507.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 344.696 190.692 0.0201957 0.00182609 43550.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 341.082 188.827 0.020181 0.00182622 43585.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 337.5 186.734 0.0201968 0.00182953 43555.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 333.762 186.506 0.0201927 0.00182817 43562.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 330.415 183.65 0.0201858 0.00181901 43556.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 326.798 181.554 0.02021 0.00183948 43548.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 323.152 179.963 0.0201954 0.0018299 43559.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 319.759 178.084 0.0201775 0.00182547 43591.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 316.504 176.319 0.020186 0.00181889 43556.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 312.887 174.706 0.0202168 0.0018161 43476.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 309.79 173.114 0.0202283 0.00182713 43475.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 306.51 171.586 0.020274 0.00184782 43416.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 303.191 169.976 0.0201986 0.00182699 43545.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 299.869 168.425 0.0202104 0.00182431 43511.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 296.545 166.736 0.0202121 0.0018287 43517.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 293.498 165.151 0.0202069 0.00183471 43544.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 290.543 163.846 0.0202057 0.00183316 43543.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 287.505 161.891 0.0202146 0.00183194 43519.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 284.176 160.825 0.0202411 0.00183968 43475 0
: 527 Minimum Test error found - save the configuration
: 527 | 281.248 159.269 0.020207 0.00183581 43546.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 278.109 157.415 0.0201831 0.00182756 43583.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 275.064 156.718 0.0201745 0.00182666 43601.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 272.183 154.434 0.0201743 0.00182113 43589.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 269.248 153.302 0.0201877 0.00182709 43571.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 266.603 151.522 0.0202132 0.00183271 43524.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 263.284 150.728 0.0202189 0.00183319 43512.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 260.517 149.011 0.0202171 0.00182318 43492.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 257.71 147.774 0.0203609 0.00182325 43155.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 254.892 146.202 0.0202056 0.0018224 43517.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 252.259 144.498 0.0202 0.00182335 43533.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 249.315 143.273 0.0201889 0.00181915 43549.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 246.55 142.594 0.0201855 0.00181796 43555.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 243.943 140.835 0.0202357 0.00182724 43458.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 241.346 139.677 0.0202169 0.00182393 43494.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 238.515 137.957 0.0201763 0.00181846 43578.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 235.897 136.535 0.0201982 0.00181786 43524.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 233.262 135.239 0.0202 0.00182671 43541.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 230.675 133.934 0.0201969 0.00182839 43552.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 228.202 132.624 0.0201836 0.00182516 43576.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 225.726 131.382 0.0201775 0.00183124 43605.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 223.303 129.954 0.0201768 0.00182497 43592.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 220.697 129.468 0.0202216 0.00183005 43498.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 218.298 127.6 0.0201873 0.00182522 43568 0
: 551 Minimum Test error found - save the configuration
: 551 | 215.902 126.474 0.0202019 0.0018276 43539 0
: 552 Minimum Test error found - save the configuration
: 552 | 213.314 125.632 0.0202301 0.00183793 43496.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 211.157 123.881 0.0202576 0.00184549 43449.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 208.979 123.185 0.0202917 0.00187384 43436.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 206.605 122.401 0.0202596 0.00185352 43463.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 204.073 120.785 0.0202534 0.00185199 43474.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 202.213 119.268 0.0202813 0.00184993 43404.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 199.522 118.613 0.0202736 0.00184988 43422.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 197.157 116.95 0.0202496 0.00184283 43462.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 194.587 116.454 0.0202984 0.00186189 43392.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 192.548 114.81 0.0203018 0.00186636 43394.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 190.35 113.724 0.0202155 0.00184078 43538.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 188.01 112.684 0.0202055 0.00183686 43552.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 186.066 111.816 0.0201907 0.00182346 43555.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 183.762 110.504 0.020197 0.00183008 43556.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 181.762 109.511 0.0201883 0.00182626 43568 0
: 567 Minimum Test error found - save the configuration
: 567 | 179.526 108.388 0.0201885 0.00183091 43578.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 177.524 107.322 0.0201713 0.00181585 43583.8 0
: 569 | 175.661 107.9 0.0201122 0.00175643 43583.1 1
: 570 Minimum Test error found - save the configuration
: 570 | 173.785 105.642 0.0202094 0.0018272 43520.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 171.637 104.992 0.0201986 0.00182128 43531.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 169.403 103.294 0.0201909 0.00182063 43548.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 167.289 102.366 0.020186 0.00181777 43553.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 165.29 101.188 0.0201933 0.00181363 43526.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 163.293 100.52 0.0202017 0.00181863 43518.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 161.612 99.1496 0.0201686 0.00181992 43599.8 0
: 577 | 159.975 99.6008 0.0201304 0.00175979 43547.7 1
: 578 Minimum Test error found - save the configuration
: 578 | 157.741 97.7791 0.0201737 0.00181941 43586.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 155.875 96.5456 0.0201825 0.00181015 43543.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 154.099 95.2825 0.0201789 0.0018261 43590.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 152.182 94.7146 0.0202014 0.0018293 43544.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 150.507 93.819 0.0201857 0.00182769 43577.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 148.718 93.7115 0.0201602 0.00182462 43631 0
: 584 Minimum Test error found - save the configuration
: 584 | 146.785 91.7016 0.0201888 0.00183582 43589.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 144.995 91.5524 0.0201883 0.00182135 43556.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 143.147 90.0606 0.0201692 0.00182473 43609.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 141.491 88.9036 0.0201787 0.00182804 43595.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 139.628 88.0206 0.0201844 0.00182541 43575.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 138.014 87.2356 0.0201868 0.00182277 43563.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 136.08 86.387 0.0201967 0.0018174 43527.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 134.524 85.5828 0.0201961 0.00182421 43544.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 133.089 84.8639 0.0202055 0.0018226 43518.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 131.295 83.5367 0.0201715 0.00181686 43585.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 129.712 83.1195 0.0202012 0.00183481 43557.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 128.199 82.5118 0.0202457 0.00184557 43477.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 126.634 81.2719 0.0202365 0.00184604 43500.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 125.038 80.3672 0.0202594 0.0018516 43459.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 123.336 79.7091 0.0202325 0.0018404 43496.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 122.052 78.9176 0.0202463 0.00185282 43493.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 120.542 78.9123 0.0202319 0.00183909 43495.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 119.329 77.3526 0.020216 0.00182696 43504.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 117.803 76.5921 0.0202054 0.00183386 43545.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 116.037 75.4121 0.0202293 0.00183375 43488.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 114.462 74.6781 0.0201837 0.00183275 43594.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 112.975 74.4882 0.0201886 0.00183248 43582.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.115 73.9111 0.0201861 0.00183301 43589.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 110.435 72.828 0.0201899 0.00181485 43537.3 0
: 608 | 109.311 73.3447 0.0201286 0.00175715 43545.9 1
: 609 Minimum Test error found - save the configuration
: 609 | 107.722 71.1017 0.0202082 0.00183174 43533.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 106.214 70.3193 0.0202028 0.00182483 43530.3 0
: 611 | 104.931 70.3672 0.020123 0.00176447 43576.4 1
: 612 Minimum Test error found - save the configuration
: 612 | 103.748 69.0794 0.0201968 0.00182353 43541.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 102.215 68.9811 0.0201797 0.00181351 43558.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.157 67.7327 0.0201868 0.00181948 43555.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 99.8088 67.044 0.0201765 0.00181901 43578.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 98.2983 66.2656 0.0201841 0.00182056 43564.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 97.5059 65.9045 0.0202078 0.00182422 43517.2 0
: 618 | 96.3171 66.1742 0.0201342 0.00176323 43547 1
: 619 Minimum Test error found - save the configuration
: 619 | 94.7753 64.5128 0.0202022 0.001832 43548.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 93.4063 63.5625 0.0202082 0.00184341 43561.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 92.3053 63.4416 0.020224 0.00184459 43526.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 90.9805 61.9851 0.0202256 0.0018492 43534.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 89.9804 61.7942 0.020207 0.0018385 43552.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 88.7777 60.8239 0.0202355 0.00185452 43523.2 0
: 625 | 87.9162 61.0975 0.020171 0.00177992 43499.2 1
: 626 Minimum Test error found - save the configuration
: 626 | 86.7778 59.9096 0.0202543 0.00185324 43475.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 85.6417 59.1955 0.0202702 0.00185347 43438.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.3044 58.7581 0.0202623 0.00185216 43454.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.2329 58.1166 0.0202642 0.00185186 43449.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.0138 57.4929 0.0202464 0.0018425 43469.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 81.0745 56.9837 0.020216 0.00182884 43508.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 80.0717 56.4517 0.0202649 0.00185231 43448.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 78.9458 55.709 0.0204308 0.00185903 43076.2 0
: 634 | 78.1072 55.8814 0.020198 0.00177914 43433.8 1
: 635 Minimum Test error found - save the configuration
: 635 | 77.0861 54.9475 0.0202463 0.00185383 43496.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.1161 54.4528 0.0203851 0.00200962 43536.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 75.1685 54.0028 0.0202923 0.00186208 43406.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 74.2345 52.6243 0.0202455 0.00185615 43503.4 0
: 639 | 73.5433 53.0105 0.0201255 0.00177084 43585.6 1
: 640 Minimum Test error found - save the configuration
: 640 | 72.3437 51.923 0.0202002 0.00183738 43566.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 71.3043 51.5666 0.0202118 0.00182886 43518.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 70.3076 51.105 0.0202252 0.00183015 43489.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 69.419 50.4 0.0202068 0.00182964 43532.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 68.8145 50.0731 0.0202058 0.00183467 43546.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 67.9599 49.6352 0.0202109 0.00182486 43511.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 66.7311 49.3859 0.0202333 0.00183856 43490.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 65.9469 48.1768 0.020203 0.00182784 43537.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 64.8229 47.9324 0.0201594 0.00182037 43622.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 64.0827 47.4161 0.0201822 0.00182517 43580.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 63.6031 47.3331 0.0201894 0.00182862 43571.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.4187 46.6829 0.0201978 0.00183193 43559.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 61.5083 46.0821 0.0201897 0.00183131 43576.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 61.0169 46.0742 0.0202172 0.00187218 43608.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 60.7373 45.6687 0.0201834 0.00183069 43590.3 0
: 655 | 59.5078 46.2599 0.0201536 0.00176725 43510.5 1
: 656 Minimum Test error found - save the configuration
: 656 | 58.4029 45.2211 0.0202196 0.00183945 43525.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.6394 44.3441 0.0202114 0.00184582 43559.8 0
: 658 | 56.8545 44.8375 0.0201337 0.00177016 43564.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 55.9323 43.4991 0.0202249 0.00185077 43539.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 55.1714 42.9492 0.020227 0.00182663 43477.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 54.4469 42.2212 0.0202123 0.00182917 43518.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 53.615 41.7634 0.0202053 0.00182807 43532 0
: 663 Minimum Test error found - save the configuration
: 663 | 53.0832 41.4388 0.020184 0.00182542 43576.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 52.3756 40.8534 0.0201858 0.00182559 43572.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 51.5184 40.666 0.0201966 0.001817 43526.5 0
: 666 | 51.0711 40.7404 0.0201632 0.00177049 43495.6 1
: 667 Minimum Test error found - save the configuration
: 667 | 50.1468 39.806 0.0202276 0.0018375 43501.6 0
: 668 | 49.5419 40.0208 0.0201463 0.00176794 43529.5 1
: 669 Minimum Test error found - save the configuration
: 669 | 49.138 39.6219 0.0201912 0.00182926 43568.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 48.41 39.2253 0.0202396 0.00184427 43489.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 47.751 38.5862 0.0202273 0.00184534 43520.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 46.9675 38.0133 0.0202131 0.00185073 43567.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 46.3913 37.7363 0.0202328 0.0018563 43534 0
: 674 Minimum Test error found - save the configuration
: 674 | 45.8222 37.293 0.0202663 0.00185721 43456.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 45.1758 37.2578 0.0202346 0.00185006 43514.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 44.5228 36.5886 0.020241 0.00185572 43513 0
: 677 | 43.8889 36.6342 0.020161 0.00177 43499.5 1
: 678 Minimum Test error found - save the configuration
: 678 | 43.5258 36.4756 0.0202354 0.00184216 43494.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 42.9626 36.0128 0.020286 0.00185618 43407.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 42.5294 35.818 0.0202495 0.00184842 43475.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 41.9188 35.2669 0.0202071 0.0018387 43553 0
: 682 Minimum Test error found - save the configuration
: 682 | 41.1434 34.8573 0.0202155 0.00183356 43521 0
: 683 Minimum Test error found - save the configuration
: 683 | 40.5828 34.7171 0.0202177 0.00183649 43522.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.1084 34.3787 0.0203775 0.00187597 43239.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 39.6345 34.0561 0.0202591 0.0018495 43455.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 38.9935 33.9537 0.0202761 0.00185716 43433.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.5662 33.5219 0.0202313 0.00184792 43517.5 0
: 688 | 37.9468 34.0379 0.0201484 0.00177769 43547.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 37.536 33.0728 0.0201995 0.00183643 43565.6 0
: 690 | 37.318 33.1127 0.0201207 0.00176348 43579.7 1
: 691 Minimum Test error found - save the configuration
: 691 | 36.7768 32.1478 0.0201989 0.00183519 43564.2 0
: 692 | 35.9859 32.5089 0.0201145 0.00176986 43609.4 1
: 693 Minimum Test error found - save the configuration
: 693 | 35.6066 31.8403 0.0202469 0.00190297 43611.1 0
: 694 | 35.1436 32.1104 0.0201261 0.00176205 43563.5 1
: 695 | 34.7032 32.0689 0.0201152 0.00175391 43569.9 2
: 696 Minimum Test error found - save the configuration
: 696 | 34.2341 31.2429 0.0201697 0.0018236 43605.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 33.8819 31.1405 0.0201716 0.00181871 43589.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.6293 30.9147 0.0201975 0.0018331 43562.6 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.1482 30.2139 0.0201835 0.00182303 43571.7 0
: 700 | 32.5642 30.2775 0.02013 0.00175519 43538 1
: 701 Minimum Test error found - save the configuration
: 701 | 32.1113 29.6983 0.0201785 0.00181638 43567.9 0
: 702 | 31.6814 30.1368 0.0201335 0.00176266 43547.3 1
: 703 Minimum Test error found - save the configuration
: 703 | 31.3579 29.6056 0.020196 0.0018221 43540 0
: 704 Minimum Test error found - save the configuration
: 704 | 31.0972 29.1722 0.0202136 0.00182482 43504.8 0
: 705 | 30.446 29.9961 0.0201126 0.00176385 43599.8 1
: 706 Minimum Test error found - save the configuration
: 706 | 30.0694 28.5521 0.0202065 0.00183797 43552.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.6578 28.326 0.020186 0.0018278 43577.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 29.1334 28.0961 0.0201751 0.00182587 43598.7 0
: 709 Minimum Test error found - save the configuration
: 709 | 28.9117 27.9416 0.0201696 0.00183014 43621.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.6903 27.5211 0.020199 0.00183007 43551.8 0
: 711 | 27.9866 27.7133 0.0201171 0.0017617 43583.9 1
: 712 Minimum Test error found - save the configuration
: 712 | 27.9037 27.2463 0.0202109 0.00183464 43534.4 0
: 713 | 27.3783 27.2957 0.0201332 0.00178004 43589.3 1
: 714 Minimum Test error found - save the configuration
: 714 | 27.1333 26.9032 0.0202297 0.00184163 43506.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 26.9437 26.7829 0.0202029 0.00183712 43559.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 26.6522 26.5372 0.020215 0.00182421 43500 0
: 717 | 26.1775 26.8661 0.0201456 0.00176437 43522.5 1
: 718 | 26.1402 26.6748 0.0201411 0.0017644 43533.4 2
: 719 Minimum Test error found - save the configuration
: 719 | 25.8156 25.92 0.0201981 0.00183066 43555.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.2347 25.9174 0.0201813 0.0018174 43563.7 0
: 721 | 25.5171 26.1788 0.0201241 0.00175351 43547.8 1
: 722 | 25.1933 26.1609 0.0201302 0.00175362 43533.6 2
: 723 Minimum Test error found - save the configuration
: 723 | 24.4747 25.4877 0.0201976 0.00182534 43543.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 24.1327 25.4028 0.0201838 0.00182716 43580.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 23.6738 24.7592 0.0201954 0.00182845 43556.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.3744 24.6203 0.0201809 0.00182622 43585.5 0
: 727 | 23.1811 24.7867 0.0201329 0.00175496 43530.4 1
: 728 Minimum Test error found - save the configuration
: 728 | 22.8916 24.2468 0.0201908 0.00183661 43586.7 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.6336 23.9731 0.020188 0.00183038 43578.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 22.28 23.5001 0.0201883 0.00183005 43577.1 0
: 731 Minimum Test error found - save the configuration
: 731 | 21.8641 23.3159 0.0203396 0.00183011 43221 0
: 732 | 21.5185 23.3869 0.0201501 0.00177119 43528.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 21.3778 23.0466 0.0201939 0.00183399 43573.2 0
: 734 Minimum Test error found - save the configuration
: 734 | 21.2507 22.9432 0.0201909 0.00183541 43583.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 20.8918 22.6761 0.0202118 0.00183493 43532.9 0
: 736 | 20.6589 23.0225 0.0201298 0.00175686 43542.3 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.461 22.4193 0.0202074 0.00183306 43539.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 20.2862 22.2044 0.0202028 0.00183735 43560.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 19.9964 22.1984 0.0202548 0.00184319 43450.9 0
: 740 | 19.82 22.3379 0.0201442 0.00176411 43525.3 1
: 741 Minimum Test error found - save the configuration
: 741 | 19.7416 21.7483 0.0201797 0.00181678 43566 0
: 742 | 19.462 22.3213 0.0201231 0.00175665 43557.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.3242 21.4409 0.0202052 0.00183384 43546.2 0
: 744 | 18.9333 21.6976 0.0201373 0.00176363 43540.5 1
: 745 | 18.547 21.4885 0.0201176 0.00176191 43583.2 2
: 746 Minimum Test error found - save the configuration
: 746 | 18.6219 20.8601 0.0201894 0.00182883 43571.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.2228 20.816 0.0202197 0.00182904 43500.4 0
: 748 | 18.6995 22.1561 0.0201364 0.00176961 43556.8 1
: 749 Minimum Test error found - save the configuration
: 749 | 18.0955 20.6139 0.0201919 0.00182991 43568.3 0
: 750 | 17.8999 21.3764 0.0201467 0.00177085 43535.5 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.5489 20.3866 0.0202011 0.00183426 43556.9 0
: 752 Minimum Test error found - save the configuration
: 752 | 17.1925 20.0608 0.020201 0.00182761 43541.3 0
: 753 | 16.9705 20.0674 0.0201737 0.00177649 43484.8 1
: 754 Minimum Test error found - save the configuration
: 754 | 16.8739 19.8343 0.0201963 0.00184023 43582.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 16.7621 19.6672 0.0202032 0.0018362 43556.3 0
: 756 | 16.4342 19.6887 0.0201355 0.00176419 43546.2 1
: 757 | 16.2554 19.6691 0.0201388 0.00175704 43521.5 2
: 758 Minimum Test error found - save the configuration
: 758 | 16.1031 19.2943 0.0201964 0.0018267 43550 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.02 19.1032 0.0202037 0.00182516 43529 0
: 760 | 15.7207 19.5516 0.0201422 0.00176603 43534.7 1
: 761 | 15.8171 19.1728 0.0201308 0.0017644 43557.9 2
: 762 Minimum Test error found - save the configuration
: 762 | 15.9392 18.9792 0.0201896 0.00182428 43560.4 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.2931 18.5963 0.0201754 0.0018138 43569.2 0
: 764 | 15.4031 18.7135 0.0201294 0.00176345 43559 1
: 765 | 15.066 18.926 0.0201305 0.00176201 43552.7 2
: 766 Minimum Test error found - save the configuration
: 766 | 15.1412 18.5089 0.0202055 0.00183526 43548.7 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.6072 18.176 0.0202032 0.00182827 43537.5 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.5437 17.8609 0.0201978 0.00182379 43539.7 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.4445 17.7944 0.0201931 0.00182983 43565.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.4866 17.6104 0.0201786 0.00182567 43589.8 0
: 771 | 14.0437 18.3549 0.0201294 0.00177152 43577.9 1
: 772 Minimum Test error found - save the configuration
: 772 | 14.1231 17.582 0.0201808 0.00183524 43607.4 0
: 773 | 14.0766 18.1235 0.0201454 0.00176868 43533.3 1
: 774 Minimum Test error found - save the configuration
: 774 | 13.872 17.4995 0.0202072 0.00182975 43531.6 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.8183 16.8316 0.0201653 0.00182368 43616.6 0
: 776 | 13.4907 16.987 0.020112 0.00176763 43610 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.5311 16.825 0.0201863 0.00183856 43602.1 0
: 778 | 13.3112 16.8568 0.0201273 0.00176052 43557 1
: 779 Minimum Test error found - save the configuration
: 779 | 13.359 16.6883 0.0201792 0.00181223 43556.4 0
: 780 Minimum Test error found - save the configuration
: 780 | 12.8388 16.3986 0.0201705 0.0018173 43589.1 0
: 781 | 12.6941 16.417 0.0201171 0.00176001 43580 1
: 782 Minimum Test error found - save the configuration
: 782 | 12.7958 16.2249 0.0201654 0.00181677 43599.9 0
: 783 | 12.5163 16.4018 0.0201247 0.00176209 43566.8 1
: 784 Minimum Test error found - save the configuration
: 784 | 12.4367 16.0434 0.0201872 0.00181802 43551.2 0
: 785 | 12.1525 16.1019 0.0201244 0.00175477 43550.3 1
: 786 | 12.3419 16.1324 0.0201279 0.00175452 43541.2 2
: 787 Minimum Test error found - save the configuration
: 787 | 12.0452 15.8392 0.0201726 0.00181797 43585.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 11.7996 15.3445 0.0201855 0.00181981 43559.5 0
: 789 | 11.563 15.6085 0.0201171 0.00176118 43582.8 1
: 790 Minimum Test error found - save the configuration
: 790 | 11.4954 15.0659 0.020184 0.00182128 43566.5 0
: 791 | 11.3403 15.2565 0.0201327 0.00175507 43531.1 1
: 792 | 11.5102 15.0806 0.0201142 0.00176351 43595.2 2
: 793 Minimum Test error found - save the configuration
: 793 | 11.4746 15.0251 0.0201915 0.00183214 43574.4 0
: 794 Minimum Test error found - save the configuration
: 794 | 11.0427 14.8465 0.0201813 0.00182719 43587 0
: 795 Minimum Test error found - save the configuration
: 795 | 10.9645 14.6667 0.0201786 0.0018262 43591.1 0
: 796 | 10.8328 15.3832 0.0201268 0.00176907 43578.4 1
: 797 | 10.8227 14.8207 0.0201253 0.00176202 43565.3 2
: 798 Minimum Test error found - save the configuration
: 798 | 10.8469 14.3724 0.0202114 0.00183297 43529.3 0
: 799 | 10.5344 14.5947 0.0201542 0.00177031 43516.3 1
: 800 Minimum Test error found - save the configuration
: 800 | 10.2383 14.2083 0.0201916 0.0018342 43579.2 0
: 801 | 10.4051 14.2927 0.0201641 0.00177309 43499.6 1
: 802 | 10.552 14.9204 0.0201417 0.00176539 43534.3 2
: 803 Minimum Test error found - save the configuration
: 803 | 10.3051 13.8476 0.0202056 0.00183532 43548.5 0
: 804 | 10.7665 14.0029 0.0201424 0.00176066 43521.5 1
: 805 Minimum Test error found - save the configuration
: 805 | 10.0913 13.834 0.0201715 0.00181974 43592.6 0
: 806 | 10.2824 13.9032 0.0201305 0.00176288 43555 1
: 807 Minimum Test error found - save the configuration
: 807 | 9.9675 13.7755 0.0201935 0.00182047 43542.1 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.47753 13.5225 0.0201881 0.00181312 43537.4 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.49897 13.4264 0.0202304 0.00184571 43514.4 0
: 810 Minimum Test error found - save the configuration
: 810 | 9.49988 13.3199 0.0202318 0.00184673 43513.6 0
: 811 | 9.56 14.1643 0.0201696 0.00176814 43474.8 1
: 812 | 9.42632 13.4122 0.0201759 0.00177129 43467.4 2
: 813 Minimum Test error found - save the configuration
: 813 | 9.4102 12.9467 0.0202686 0.00185762 43452.4 0
: 814 Minimum Test error found - save the configuration
: 814 | 9.14156 12.8452 0.0202528 0.00186667 43511 0
: 815 | 9.27131 13.5741 0.0201607 0.00177423 43510.2 1
: 816 | 9.32727 13.6134 0.020179 0.0017848 43492.1 2
: 817 | 8.99291 13.1783 0.0202149 0.00176923 43370.6 3
: 818 Minimum Test error found - save the configuration
: 818 | 8.70573 12.4698 0.0202187 0.0018407 43530.3 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.54509 12.4591 0.0201934 0.00182598 43555.3 0
: 820 | 8.52728 13.1696 0.020128 0.00177024 43578.2 1
: 821 | 8.91231 12.5164 0.0201279 0.00176237 43559.9 2
: 822 Minimum Test error found - save the configuration
: 822 | 8.49555 12.3646 0.0201729 0.00181872 43586.9 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.40989 12.1809 0.0202089 0.00182677 43520.6 0
: 824 | 8.33925 12.2732 0.0201428 0.00176334 43526.9 1
: 825 Minimum Test error found - save the configuration
: 825 | 8.29235 12.005 0.0201824 0.00182292 43574.3 0
: 826 | 8.18462 12.2357 0.0201153 0.0017629 43591.1 1
: 827 | 8.11966 12.592 0.0201226 0.00176373 43575.6 2
: 828 Minimum Test error found - save the configuration
: 828 | 8.16618 11.841 0.0201989 0.00182 43528.1 0
: 829 | 7.8077 12.0115 0.0201288 0.00176267 43558.5 1
: 830 Minimum Test error found - save the configuration
: 830 | 7.89822 11.6816 0.020346 0.00182886 43203.2 0
: 831 Minimum Test error found - save the configuration
: 831 | 7.73331 11.6231 0.0201778 0.00181981 43577.9 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.66902 11.3561 0.0201825 0.00181684 43559.6 0
: 833 | 7.66965 12.0204 0.0201404 0.00177269 43554.6 1
: 834 | 7.81472 11.7396 0.0201399 0.00177144 43553 2
: 835 | 7.61118 11.4463 0.0201263 0.00176982 43581.2 3
: 836 Minimum Test error found - save the configuration
: 836 | 7.29137 11.2897 0.0202022 0.00183315 43551.6 0
: 837 | 7.39847 11.7541 0.020123 0.00177041 43590.6 1
: 838 Minimum Test error found - save the configuration
: 838 | 7.71314 10.9713 0.0201934 0.00182532 43553.8 0
: 839 Minimum Test error found - save the configuration
: 839 | 7.18089 10.9343 0.0201984 0.00183288 43559.9 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.21785 10.8956 0.0201918 0.00183024 43569.2 0
: 841 | 7.03996 11.3846 0.0201364 0.00177234 43563.3 1
: 842 Minimum Test error found - save the configuration
: 842 | 7.00539 10.669 0.0201777 0.00182558 43591.8 0
: 843 | 6.97353 10.7219 0.0201257 0.00176063 43561.1 1
: 844 | 7.24811 10.8808 0.020115 0.001753 43568.3 2
: 845 | 7.75424 11.0289 0.0201277 0.00176167 43558.7 3
: 846 | 7.02117 10.7496 0.0201182 0.00176086 43579.2 4
: 847 Minimum Test error found - save the configuration
: 847 | 6.83528 10.4885 0.0201699 0.00182231 43602.4 0
: 848 | 6.80886 10.9532 0.020135 0.0017624 43543.1 1
: 849 | 6.86121 10.871 0.0201163 0.00176345 43589.9 2
: 850 | 6.93779 10.5626 0.0201121 0.00176101 43594.2 3
: 851 Minimum Test error found - save the configuration
: 851 | 6.60926 10.1639 0.0201859 0.00181615 43549.9 0
: 852 | 6.59741 10.621 0.0201287 0.00175931 43550.7 1
: 853 Minimum Test error found - save the configuration
: 853 | 6.45612 9.88421 0.020193 0.00182022 43542.6 0
: 854 Minimum Test error found - save the configuration
: 854 | 6.39083 9.72507 0.0201723 0.00181934 43589.7 0
: 855 | 6.35571 9.88476 0.0201212 0.00176153 43573.8 1
: 856 | 6.28177 9.94294 0.0201205 0.00176294 43578.7 2
: 857 | 6.21736 9.73222 0.0201451 0.00176244 43519.3 3
: 858 | 6.63061 9.96552 0.0201503 0.00178032 43549.4 4
: 859 | 6.63815 9.91682 0.0201373 0.00177157 43559.3 5
: 860 | 6.64167 10.3287 0.0201174 0.00176977 43602.5 6
: 861 Minimum Test error found - save the configuration
: 861 | 6.4079 9.69329 0.0201817 0.00183511 43604.9 0
: 862 | 6.55178 12.2593 0.020129 0.00176957 43574.2 1
: 863 Minimum Test error found - save the configuration
: 863 | 6.43723 9.19375 0.0201748 0.00182382 43594.5 0
: 864 | 6.09471 9.44932 0.0201328 0.00176916 43564.4 1
: 865 Minimum Test error found - save the configuration
: 865 | 6.28311 9.10733 0.0202033 0.00184223 43570.5 0
: 866 | 6.155 9.61703 0.0201288 0.00177012 43576.2 1
: 867 | 6.16554 9.13232 0.0201357 0.00176979 43559 2
: 868 | 6.21569 9.58408 0.0201318 0.00176389 43554.2 3
: 869 Minimum Test error found - save the configuration
: 869 | 6.20081 9.08056 0.0201848 0.00181727 43555.2 0
: 870 | 5.91402 9.50186 0.0201305 0.00176179 43552.3 1
: 871 Minimum Test error found - save the configuration
: 871 | 5.86491 8.70078 0.0201796 0.00181982 43573.5 0
: 872 | 5.84191 9.35961 0.0201414 0.00176191 43526.8 1
: 873 Minimum Test error found - save the configuration
: 873 | 5.84238 8.54928 0.0201755 0.00181879 43580.7 0
: 874 | 5.73025 9.1031 0.0201291 0.00176214 43556.4 1
: 875 Minimum Test error found - save the configuration
: 875 | 5.93986 8.40748 0.0201559 0.00181046 43607.5 0
: 876 Minimum Test error found - save the configuration
: 876 | 5.66948 8.40444 0.0201954 0.00181927 43534.8 0
: 877 | 5.57931 8.53444 0.0201258 0.00176212 43564.2 1
: 878 | 5.82515 9.01326 0.0201373 0.00176236 43537.6 2
: 879 | 5.63147 9.01593 0.0201269 0.00176017 43557.1 3
: 880 | 5.90189 9.1935 0.0201129 0.00176059 43591.3 4
: 881 | 5.96912 8.40757 0.0201415 0.00176174 43526.1 5
: 882 | 5.59457 8.42399 0.0201899 0.00177883 43452.1 6
: 883 Minimum Test error found - save the configuration
: 883 | 5.38419 7.91966 0.020254 0.0018589 43489.8 0
: 884 | 5.33365 8.60393 0.0201589 0.00177674 43520.6 1
: 885 | 5.3371 7.92733 0.0201822 0.0017776 43467.4 2
: 886 | 5.35153 8.22842 0.0201439 0.00176858 43536.7 3
: 887 | 5.7786 8.81516 0.02017 0.00177672 43494.1 4
: 888 | 5.50071 8.84559 0.0201612 0.00178369 43531.5 5
: 889 Minimum Test error found - save the configuration
: 889 | 5.49792 7.8948 0.0202938 0.00185848 43394.9 0
: 890 | 5.18017 8.24533 0.0201608 0.00175578 43466.3 1
: 891 Minimum Test error found - save the configuration
: 891 | 5.01626 7.50869 0.0202026 0.00182099 43521.8 0
: 892 | 5.07399 7.7802 0.0201186 0.00176063 43577.7 1
: 893 | 5.16646 7.80111 0.0201151 0.00176207 43589.5 2
: 894 | 5.10114 8.34076 0.0201209 0.00176045 43571.9 3
: 895 | 5.29335 7.65537 0.0201129 0.001763 43596.9 4
: 896 | 5.22109 7.59202 0.0201195 0.00176216 43579.2 5
: 897 Minimum Test error found - save the configuration
: 897 | 5.0467 7.48861 0.0201857 0.00182037 43560.3 0
: 898 Minimum Test error found - save the configuration
: 898 | 5.06081 7.41437 0.0202091 0.00182229 43509.5 0
: 899 | 5.00944 7.79222 0.0201387 0.00176227 43534 1
: 900 | 5.29437 7.51006 0.020131 0.0017623 43552.4 2
: 901 Minimum Test error found - save the configuration
: 901 | 5.14887 7.38742 0.0201871 0.00182285 43562.9 0
: 902 Minimum Test error found - save the configuration
: 902 | 5.01667 7.1873 0.0202328 0.00182025 43448.6 0
: 903 Minimum Test error found - save the configuration
: 903 | 5.07665 7.1103 0.020196 0.00182757 43553.1 0
: 904 | 5.00796 7.17278 0.0201213 0.00176987 43593.4 1
: 905 | 5.03926 7.9343 0.0201285 0.00176832 43572.5 2
: 906 Minimum Test error found - save the configuration
: 906 | 5.28138 6.83993 0.0201744 0.0018297 43609.4 0
: 907 | 4.89683 7.31862 0.0201543 0.001777 43531.9 1
: 908 Minimum Test error found - save the configuration
: 908 | 4.83253 6.82349 0.0202035 0.0018294 43539.5 0
: 909 | 4.59006 7.41317 0.0201305 0.00177018 43572.1 1
: 910 | 4.72101 6.95378 0.0201432 0.00177465 43552.6 2
: 911 | 4.81881 6.88015 0.0201235 0.00176977 43587.9 3
: 912 | 4.64258 8.36728 0.0201348 0.00177061 43563.1 4
: 913 | 4.99231 6.87271 0.0201537 0.00176199 43497.9 5
: 914 | 4.90418 6.87101 0.0201377 0.00175465 43518.4 6
: 915 | 4.75935 7.40842 0.0201415 0.00176251 43528 7
: 916 Minimum Test error found - save the configuration
: 916 | 5.14975 6.52615 0.0202049 0.00183722 43554.9 0
: 917 | 4.47088 6.9094 0.0201459 0.00176603 43526 1
: 918 | 4.54564 6.86731 0.020134 0.00176113 43542.5 2
: 919 | 4.44551 6.9908 0.0201249 0.00176252 43567.3 3
: 920 Minimum Test error found - save the configuration
: 920 | 4.51178 6.39032 0.0201897 0.00182577 43563.6 0
: 921 | 4.69691 7.36671 0.020189 0.00176201 43414.7 1
: 922 | 4.45952 6.54138 0.0201362 0.00176232 43540.1 2
: 923 | 4.51643 7.27224 0.0201261 0.0017641 43568.2 3
: 924 | 4.33249 6.42581 0.0201357 0.00176304 43542.9 4
: 925 | 4.28762 6.45134 0.0201284 0.00176204 43557.9 5
: 926 | 4.47558 6.51214 0.0201339 0.0017541 43526 6
: 927 | 4.28937 6.55725 0.0201356 0.00176354 43544.5 7
: 928 Minimum Test error found - save the configuration
: 928 | 4.19449 5.93783 0.0201909 0.00183686 43587.1 0
: 929 | 4.17115 6.71513 0.0201577 0.00177426 43517.4 1
: 930 | 4.22096 6.24703 0.0201404 0.00177125 43551.3 2
: 931 Minimum Test error found - save the configuration
: 931 | 4.369 5.9335 0.0203751 0.00183271 43144.3 0
: 932 | 4.18608 6.02993 0.0201619 0.00179299 43551.8 1
: 933 Minimum Test error found - save the configuration
: 933 | 4.1163 5.92589 0.0202054 0.00183706 43553.2 0
: 934 | 4.05198 6.12655 0.0201382 0.00177025 43554.1 1
: 935 | 4.33289 6.14725 0.0201344 0.00177239 43568.2 2
: 936 Minimum Test error found - save the configuration
: 936 | 4.39583 5.82061 0.0202132 0.00182895 43515.4 0
: 937 | 4.02319 6.28592 0.0201358 0.00176627 43550.3 1
: 938 | 4.28284 5.85176 0.0201375 0.00176275 43538.1 2
: 939 | 4.05066 5.86887 0.0201415 0.00176353 43530.4 3
: 940 | 3.94798 5.97288 0.0201397 0.00176701 43542.8 4
: 941 Minimum Test error found - save the configuration
: 941 | 3.96 5.67732 0.0202144 0.00183673 43531.2 0
: 942 Minimum Test error found - save the configuration
: 942 | 3.9975 5.60655 0.0202041 0.00182775 43534.2 0
: 943 | 3.82373 5.95463 0.0201729 0.00176314 43455.2 1
: 944 | 4.08703 5.77768 0.0201409 0.00176323 43531 2
: 945 Minimum Test error found - save the configuration
: 945 | 3.89912 5.51789 0.0202167 0.00182932 43508.1 0
: 946 Minimum Test error found - save the configuration
: 946 | 3.88958 5.34789 0.020204 0.0018278 43534.6 0
: 947 | 3.76467 5.55202 0.0201406 0.00176214 43529.2 1
: 948 | 3.81348 5.37751 0.0201312 0.00176969 43569.3 2
: 949 | 3.78452 5.87092 0.0201409 0.0017722 43552.3 3
: 950 | 3.6703 6.63045 0.0201511 0.00177238 43528.6 4
: 951 Minimum Test error found - save the configuration
: 951 | 4.03304 5.13287 0.0202029 0.00184815 43585.4 0
: 952 | 3.85613 5.59636 0.0201444 0.00177895 43560 1
: 953 | 3.88844 5.37485 0.0201564 0.00176436 43497.1 2
: 954 Minimum Test error found - save the configuration
: 954 | 3.99349 5.11446 0.0202073 0.00184094 43557.8 0
: 955 | 3.84057 5.44378 0.0201482 0.00178267 43559.8 1
: 956 | 4.68553 5.43251 0.0201661 0.00177494 43499.3 2
: 957 Minimum Test error found - save the configuration
: 957 | 4.3249 5.07528 0.0202025 0.00183103 43545.8 0
: 958 | 3.83589 5.39802 0.0201455 0.00175986 43512.3 1
: 959 | 3.60691 5.31415 0.0201394 0.00176107 43529.6 2
: 960 | 3.69657 5.45721 0.020128 0.00176723 43571.2 3
: 961 Minimum Test error found - save the configuration
: 961 | 3.8883 5.06472 0.0202046 0.00183467 43549.5 0
: 962 | 4.06675 5.36003 0.0201569 0.00176562 43498.9 1
: 963 | 4.20566 5.85863 0.0201355 0.0017588 43533.4 2
: 964 Minimum Test error found - save the configuration
: 964 | 4.0653 4.89965 0.0201978 0.00182126 43533.9 0
: 965 | 3.71677 5.47227 0.0201354 0.00176049 43537.6 1
: 966 Minimum Test error found - save the configuration
: 966 | 3.90124 4.83331 0.0201762 0.00181806 43577.4 0
: 967 | 3.86297 5.38661 0.0201403 0.00176347 43533 1
: 968 | 3.71114 5.67621 0.0201162 0.00176165 43586 2
: 969 Minimum Test error found - save the configuration
: 969 | 3.61656 4.63109 0.0201967 0.00182688 43549.8 0
: 970 | 3.48924 5.49127 0.0201254 0.00176403 43569.7 1
: 971 | 3.5348 4.65223 0.0201434 0.00176777 43535.9 2
: 972 | 3.48044 4.80878 0.020138 0.00177311 43561.5 3
: 973 Minimum Test error found - save the configuration
: 973 | 3.44553 4.59875 0.0202173 0.00184011 43532.3 0
: 974 | 3.46935 5.01191 0.0201449 0.0017816 43565.1 1
: 975 Minimum Test error found - save the configuration
: 975 | 3.45136 4.53803 0.0202015 0.00182442 43532.5 0
: 976 Minimum Test error found - save the configuration
: 976 | 3.40872 4.41661 0.0202163 0.00183357 43519.2 0
: 977 | 3.42665 4.56177 0.0201423 0.00176952 43542.7 1
: 978 | 3.3836 4.89477 0.0201308 0.00177201 43575.8 2
: 979 | 3.41316 4.84881 0.0201315 0.00176819 43565.1 3
: 980 | 3.36248 4.44163 0.0201356 0.00176403 43545.6 4
: 981 | 3.33691 4.46552 0.0201503 0.00175597 43491.7 5
: 982 | 3.37101 4.64625 0.020136 0.00176413 43544.7 6
: 983 | 3.36533 4.62148 0.0201407 0.00176372 43532.8 7
: 984 | 3.37785 4.8302 0.0201144 0.0017622 43591.4 8
: 985 Minimum Test error found - save the configuration
: 985 | 3.28091 4.26131 0.0202056 0.00183244 43541.8 0
: 986 | 3.42068 4.67992 0.0201156 0.00176229 43588.8 1
: 987 | 3.28799 4.36397 0.0201221 0.0017557 43557.8 2
: 988 | 3.23297 4.4807 0.0201528 0.0017578 43490.2 3
: 989 | 3.23369 4.41105 0.0201482 0.00176548 43519.2 4
: 990 | 3.26836 4.46242 0.0201669 0.00176574 43475.6 5
: 991 | 3.62596 4.69438 0.020145 0.00176373 43522.5 6
: 992 Minimum Test error found - save the configuration
: 992 | 3.58832 4.1491 0.0202042 0.00182963 43538.4 0
: 993 | 3.31187 4.88247 0.0201426 0.00176193 43524 1
: 994 | 3.20902 4.45904 0.0201182 0.00176827 43596.9 2
: 995 Minimum Test error found - save the configuration
: 995 | 3.48928 4.01392 0.0202133 0.00184413 43551.3 0
: 996 | 3.44174 4.15014 0.0201528 0.00177433 43529.1 1
: 997 | 3.45414 4.11445 0.0201585 0.00179192 43557.5 2
: 998 | 3.43081 4.60438 0.0201366 0.00176282 43540.4 3
: 999 | 3.47065 4.46571 0.0201475 0.00176498 43519.7 4
: 1000 | 3.56086 4.79985 0.0201453 0.0017697 43536 5
: 1001 | 3.84456 4.16613 0.0201336 0.00177433 43574.8 6
: 1002 | 3.47102 4.93204 0.0201262 0.0017704 43582.9 7
: 1003 | 3.6237 4.38102 0.020146 0.00176951 43533.8 8
: 1004 | 3.35805 4.31983 0.020125 0.00176303 43568.3 9
: 1005 Minimum Test error found - save the configuration
: 1005 | 3.45641 3.89434 0.0202007 0.00182224 43529.3 0
: 1006 | 3.23711 3.9162 0.0201398 0.00176584 43539.9 1
: 1007 | 3.34851 4.12039 0.0201527 0.00176755 43513.5 2
: 1008 | 3.2384 4.08855 0.0201587 0.00176786 43500 3
: 1009 | 3.33119 4.25449 0.0201785 0.00176862 43454.9 4
: 1010 | 3.3527 4.33873 0.0201698 0.00176032 43455.9 5
: 1011 Minimum Test error found - save the configuration
: 1011 | 3.23667 3.78428 0.0202207 0.00183463 43511.2 0
: 1012 | 3.08492 3.93779 0.0201432 0.00176338 43526.1 1
: 1013 | 3.09652 3.81881 0.0201226 0.00176377 43575.8 2
: 1014 | 3.28323 3.9506 0.0201323 0.00176419 43553.7 3
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.10277 3.72846 0.0202271 0.00183764 43503.3 0
: 1016 | 3.21161 3.84636 0.0201446 0.00176532 43527.3 1
: 1017 | 3.06299 3.74922 0.0201611 0.00177173 43503.4 2
: 1018 | 3.40965 4.63101 0.0201539 0.00177605 43530.7 3
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.4443 3.56997 0.0202213 0.00183831 43518.4 0
: 1020 | 3.20744 4.55888 0.0201294 0.00177132 43577.5 1
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.30323 3.51334 0.0202063 0.00182638 43525.6 0
: 1022 | 3.1727 3.8962 0.0201474 0.00177129 43534.7 1
: 1023 | 3.19933 3.68372 0.0201451 0.00177509 43549.3 2
: 1024 | 3.07112 3.91911 0.0201531 0.0017716 43522 3
: 1025 | 3.2719 3.88433 0.0201382 0.001787 43593.8 4
: 1026 | 4.14468 4.6806 0.0201482 0.0017637 43514.8 5
: 1027 | 4.09304 4.09999 0.0201314 0.00175668 43538 6
: 1028 | 3.27795 3.81214 0.020151 0.00176359 43508.1 7
: 1029 | 3.08918 4.04284 0.020302 0.00192256 43526.9 8
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.23528 3.42113 0.0202197 0.00183792 43521.4 0
: 1031 | 3.0154 3.6864 0.0201574 0.00175956 43483.5 1
: 1032 Minimum Test error found - save the configuration
: 1032 | 3.02652 3.42037 0.0202331 0.00184026 43495.2 0
: 1033 | 3.13884 3.68431 0.0201715 0.00177048 43475.8 1
: 1034 | 3.07505 3.4284 0.0201645 0.00176847 43487.6 2
: 1035 | 3.01909 3.66974 0.0201504 0.00176765 43519.1 3
: 1036 | 2.9005 3.52314 0.020155 0.00176071 43491.8 4
: 1037 | 2.95341 3.88686 0.0201507 0.00176762 43518.4 5
: 1038 | 3.08866 3.84903 0.0201559 0.00177449 43522.2 6
: 1039 | 3.02379 3.84265 0.0201709 0.00177227 43481.5 7
: 1040 | 3.08315 3.52099 0.0201516 0.00177145 43525.2 8
: 1041 | 3.18512 3.99341 0.0201325 0.00177754 43585 9
: 1042 | 2.9701 4.78973 0.0201451 0.0017683 43533.1 10
: 1043 Minimum Test error found - save the configuration
: 1043 | 3.11253 3.29812 0.0202284 0.00184554 43518.9 0
: 1044 | 2.89953 3.46581 0.0201388 0.00177363 43560.8 1
: 1045 | 2.95172 3.32725 0.0201366 0.001769 43555 2
: 1046 | 2.8773 3.45691 0.0201251 0.00176818 43580.3 3
: 1047 | 2.92931 3.34083 0.0201226 0.0017612 43569.6 4
: 1048 | 2.88287 3.37261 0.0201453 0.00175576 43503 5
: 1049 | 2.9283 3.39811 0.0201311 0.0017559 43537.1 6
: 1050 | 3.03582 3.76253 0.0201374 0.00176281 43538.3 7
: 1051 | 3.01351 3.6615 0.0201358 0.001763 43542.6 8
: 1052 | 2.93327 3.47866 0.0201583 0.00176219 43487.5 9
: 1053 | 3.04746 3.73225 0.020134 0.00176263 43546 10
: 1054 | 2.96231 3.45978 0.0201398 0.00175652 43517.8 11
: 1055 | 2.8891 3.71605 0.0201432 0.00175818 43513.7 12
: 1056 Minimum Test error found - save the configuration
: 1056 | 2.98794 3.23754 0.0202042 0.00182676 43531.6 0
: 1057 Minimum Test error found - save the configuration
: 1057 | 2.93188 3.12135 0.0201879 0.00181941 43552.8 0
: 1058 | 2.84262 3.43772 0.0201243 0.00176432 43573.1 1
: 1059 Minimum Test error found - save the configuration
: 1059 | 3.0523 3.04556 0.0201843 0.0018179 43557.7 0
: 1060 | 2.98849 3.2767 0.0201218 0.00175373 43553.9 1
: 1061 | 2.83714 3.37471 0.0201509 0.00176424 43509.8 2
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.7254 2.85927 0.0202022 0.00183457 43554.9 0
: 1063 | 2.77565 3.11699 0.0201316 0.00177234 43574.9 1
: 1064 | 2.75405 2.89933 0.0201331 0.00176922 43563.7 2
: 1065 | 2.91517 3.25072 0.0201276 0.00177332 43586.5 3
: 1066 | 2.96014 3.08801 0.0201885 0.00177168 43438.6 4
: 1067 | 2.94347 4.00848 0.0201874 0.00178081 43462.7 5
: 1068 | 2.82848 3.18483 0.0201825 0.00177719 43465.6 6
: 1069 | 2.85808 2.99081 0.0201778 0.0017801 43483.7 7
: 1070 | 3.01236 3.77317 0.0202174 0.00177128 43369.5 8
: 1071 | 3.19613 3.03866 0.0201824 0.0017638 43434.3 9
: 1072 | 2.95739 3.41499 0.0201634 0.00176659 43485.7 10
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.78569 2.76685 0.0203127 0.00185649 43345.9 0
: 1074 | 2.84684 3.44132 0.0201959 0.00177099 43419.6 1
: 1075 | 3.02742 3.11348 0.0201433 0.00175674 43510.1 2
: 1076 Minimum Test error found - save the configuration
: 1076 | 2.7585 2.64465 0.0202302 0.00183107 43480.4 0
: 1077 | 2.57613 2.65198 0.0201687 0.00176875 43478.3 1
: 1078 | 2.68449 3.2488 0.0201652 0.00176603 43480.2 2
: 1079 | 2.9817 3.22654 0.0201538 0.00176526 43505.4 3
: 1080 | 3.05547 2.85319 0.0201476 0.00175632 43498.9 4
: 1081 | 2.75813 3.09278 0.0201519 0.00177596 43535.2 5
: 1082 | 3.35538 3.21556 0.0201614 0.00177346 43506.8 6
: 1083 | 3.09342 3.04851 0.0201358 0.00178179 43587.2 7
: 1084 | 2.71282 2.69562 0.0201178 0.00177015 43602.3 8
: 1085 | 2.71975 2.87308 0.0201366 0.00177314 43564.8 9
: 1086 | 2.78061 2.82465 0.020142 0.00176629 43535.7 10
: 1087 | 2.75726 2.87913 0.0201365 0.00176375 43542.8 11
: 1088 | 2.97982 2.85171 0.0201361 0.0017708 43560.5 12
: 1089 | 3.09328 3.43697 0.0201449 0.00177174 43541.7 13
: 1090 | 3.01655 2.71713 0.0201522 0.00177091 43522.6 14
: 1091 | 2.79112 2.78624 0.0201488 0.00177231 43533.8 15
: 1092 | 2.90909 2.72916 0.0201596 0.00176069 43480.7 16
: 1093 | 2.76518 2.73875 0.0201573 0.00176458 43495.4 17
: 1094 | 2.70507 2.91299 0.0201607 0.00176533 43489.2 18
: 1095 | 2.99214 3.46025 0.0201568 0.0017652 43498.1 19
: 1096 | 2.98647 3.43088 0.0201519 0.00176444 43507.9 20
: 1097 | 2.94683 3.00059 0.0201347 0.00176245 43544 21
:
: Elapsed time for training with 1000 events: 22.2 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: 0.0259 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.54 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.313 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.71368e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.29713e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
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: 0.07 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: 0.0919 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: 0.00505 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: 0.231 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: 1.93 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0445 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00674 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: 0.0941 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0129 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00655 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0023 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: 0.231 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0279 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.9 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.214 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 : 0.147 0.155 1.75 1.30 | 3.283 3.283
: 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 : 0.159 0.152 1.63 1.21 | 3.289 3.286
: 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 : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("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 {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
gROOT
#define gROOT
Definition TROOT.h:404
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:559
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition TFile.h:54
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition TFile.h:326
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4025
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:899
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:136
TString::IsNull
Bool_t IsNull() const
Definition TString.h:407
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.