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:
(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.
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/tmva/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.279 sec
: Elapsed time for training with 1000 events: 0.282 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0027 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000826 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00433 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000234 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000343 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012194 1.0267 [ -3.3737 5.7307 ]
: var2: 0.011292 1.0330 [ -4.3453 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012194 1.0267 [ -3.3737 5.7307 ]
: var2: 0.011292 1.0330 [ -4.3453 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** 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 = 31496.7
: --------------------------------------------------------------
: 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 | 33066.5 31139.2 0.00445593 0.000550313 204833 0
: 2 Minimum Test error found - save the configuration
: 2 | 32561.8 30552.2 0.00420967 0.000470473 213950 0
: 3 Minimum Test error found - save the configuration
: 3 | 31785.1 29820.8 0.00459245 0.000521903 196534 0
: 4 Minimum Test error found - save the configuration
: 4 | 30992 29126.4 0.0044614 0.000490864 201484 0
: 5 Minimum Test error found - save the configuration
: 5 | 30206.6 28352.3 0.00439722 0.000482003 204331 0
: 6 Minimum Test error found - save the configuration
: 6 | 29361.3 27415.5 0.00451696 0.000474174 197883 0
: 7 Minimum Test error found - save the configuration
: 7 | 28631 26829 0.00434504 0.000462013 206025 0
: 8 Minimum Test error found - save the configuration
: 8 | 28186.9 26458.7 0.00445848 0.000485484 201359 0
: 9 Minimum Test error found - save the configuration
: 9 | 27834.4 26139 0.00414276 0.000443253 216245 0
: 10 Minimum Test error found - save the configuration
: 10 | 27517.1 25841.9 0.00437292 0.000479883 205495 0
: 11 Minimum Test error found - save the configuration
: 11 | 27214.5 25564.3 0.0046225 0.000454723 191949 0
: 12 Minimum Test error found - save the configuration
: 12 | 26931.5 25294.1 0.00416544 0.000443463 214940 0
: 13 Minimum Test error found - save the configuration
: 13 | 26654.8 25034.5 0.00430005 0.000466293 208673 0
: 14 Minimum Test error found - save the configuration
: 14 | 26385.2 24785.5 0.00434693 0.000490484 207445 0
: 15 Minimum Test error found - save the configuration
: 15 | 26128.8 24537.6 0.00420041 0.000448813 213243 0
: 16 Minimum Test error found - save the configuration
: 16 | 25872.3 24298.5 0.00423645 0.000539693 216406 0
: 17 Minimum Test error found - save the configuration
: 17 | 25624.3 24062.9 0.00457973 0.000463334 194345 0
: 18 Minimum Test error found - save the configuration
: 18 | 25381.4 23830.5 0.00406221 0.000434573 220529 0
: 19 Minimum Test error found - save the configuration
: 19 | 25141.1 23603.3 0.00409355 0.000439703 218947 0
: 20 Minimum Test error found - save the configuration
: 20 | 24905.6 23380 0.0041427 0.000437863 215934 0
: 21 Minimum Test error found - save the configuration
: 21 | 24671.1 23164.2 0.004086 0.000454113 220271 0
: 22 Minimum Test error found - save the configuration
: 22 | 24446.8 22946.1 0.00414636 0.000454054 216667 0
: 23 Minimum Test error found - save the configuration
: 23 | 24219.6 22734.3 0.0041211 0.000456394 218299 0
: 24 Minimum Test error found - save the configuration
: 24 | 23998.6 22524.1 0.00413512 0.000488723 219395 0
: 25 Minimum Test error found - save the configuration
: 25 | 23781 22315 0.00415757 0.000451653 215871 0
: 26 Minimum Test error found - save the configuration
: 26 | 23565 22108.9 0.00414042 0.000443203 216379 0
: 27 Minimum Test error found - save the configuration
: 27 | 23350.8 21907 0.00425765 0.000502194 213023 0
: 28 Minimum Test error found - save the configuration
: 28 | 23138.2 21710.5 0.0040926 0.000445503 219353 0
: 29 Minimum Test error found - save the configuration
: 29 | 22931 21515.2 0.00414351 0.000454373 216853 0
: 30 Minimum Test error found - save the configuration
: 30 | 22731.6 21313.9 0.00409207 0.000450813 219704 0
: 31 Minimum Test error found - save the configuration
: 31 | 22520.7 21126.4 0.00416931 0.000458273 215573 0
: 32 Minimum Test error found - save the configuration
: 32 | 22321.5 20938.6 0.00411171 0.000449943 218474 0
: 33 Minimum Test error found - save the configuration
: 33 | 22127.1 20747.2 0.00456251 0.000485573 196226 0
: 34 Minimum Test error found - save the configuration
: 34 | 21926.1 20564.7 0.00411074 0.000455463 218862 0
: 35 Minimum Test error found - save the configuration
: 35 | 21733.7 20381.6 0.00407978 0.000448503 220308 0
: 36 Minimum Test error found - save the configuration
: 36 | 21541.9 20200.1 0.00418453 0.000470903 215423 0
: 37 Minimum Test error found - save the configuration
: 37 | 21350.8 20022.2 0.00416034 0.000448113 215504 0
: 38 Minimum Test error found - save the configuration
: 38 | 21164.9 19843.2 0.00414255 0.000439673 216048 0
: 39 Minimum Test error found - save the configuration
: 39 | 20977.5 19668.3 0.00417461 0.000450064 214791 0
: 40 Minimum Test error found - save the configuration
: 40 | 20794.2 19494.2 0.00413115 0.000454833 217609 0
: 41 Minimum Test error found - save the configuration
: 41 | 20612.3 19321.8 0.00413854 0.000453434 217090 0
: 42 Minimum Test error found - save the configuration
: 42 | 20431.3 19152.3 0.00413936 0.000466733 217828 0
: 43 Minimum Test error found - save the configuration
: 43 | 20253.2 18984.3 0.00428151 0.000476554 210252 0
: 44 Minimum Test error found - save the configuration
: 44 | 20076.9 18817.7 0.00408714 0.000439222 219303 0
: 45 Minimum Test error found - save the configuration
: 45 | 19901.5 18653.9 0.00410523 0.000459243 219419 0
: 46 Minimum Test error found - save the configuration
: 46 | 19729.3 18490.6 0.00413831 0.000455063 217200 0
: 47 Minimum Test error found - save the configuration
: 47 | 19557.7 18329.7 0.00415218 0.000477684 217717 0
: 48 Minimum Test error found - save the configuration
: 48 | 19386.8 18172.7 0.00415339 0.000452424 216160 0
: 49 Minimum Test error found - save the configuration
: 49 | 19221.3 18013.9 0.00434642 0.000447763 205199 0
: 50 Minimum Test error found - save the configuration
: 50 | 19055 17857.1 0.00444936 0.000470323 201054 0
: 51 Minimum Test error found - save the configuration
: 51 | 18890.7 17701.9 0.00415618 0.000454754 216133 0
: 52 Minimum Test error found - save the configuration
: 52 | 18726 17551.1 0.00418908 0.000444203 213625 0
: 53 Minimum Test error found - save the configuration
: 53 | 18567.1 17398.5 0.00416771 0.000444463 214866 0
: 54 Minimum Test error found - save the configuration
: 54 | 18405.3 17250.7 0.00442781 0.000487932 203052 0
: 55 Minimum Test error found - save the configuration
: 55 | 18249.4 17101 0.00415617 0.000478993 217558 0
: 56 Minimum Test error found - save the configuration
: 56 | 18091.9 16952.4 0.00418163 0.000454223 214627 0
: 57 Minimum Test error found - save the configuration
: 57 | 17932 16798.4 0.00427532 0.000456064 209465 0
: 58 Minimum Test error found - save the configuration
: 58 | 17764.7 16638.9 0.00424194 0.000467984 211979 0
: 59 Minimum Test error found - save the configuration
: 59 | 17629.7 16500.7 0.004193 0.000485363 215771 0
: 60 Minimum Test error found - save the configuration
: 60 | 17468.3 16369.4 0.00440297 0.000465063 203154 0
: 61 Minimum Test error found - save the configuration
: 61 | 17315.7 16219.5 0.00454714 0.000657304 205664 0
: 62 Minimum Test error found - save the configuration
: 62 | 17159 16058.4 0.00421596 0.000466773 213380 0
: 63 Minimum Test error found - save the configuration
: 63 | 17002.8 15917.5 0.00421219 0.000455703 212965 0
: 64 Minimum Test error found - save the configuration
: 64 | 16850.9 15775.2 0.00561003 0.000512193 156929 0
: 65 Minimum Test error found - save the configuration
: 65 | 16704.2 15619 0.00433901 0.000468304 206681 0
: 66 Minimum Test error found - save the configuration
: 66 | 16550.1 15485.4 0.00432424 0.000474613 207812 0
: 67 Minimum Test error found - save the configuration
: 67 | 16401.3 15338 0.00430363 0.000491283 209845 0
: 68 Minimum Test error found - save the configuration
: 68 | 16251.3 15201.3 0.00432108 0.000466384 207539 0
: 69 Minimum Test error found - save the configuration
: 69 | 16107.2 15058.6 0.00426881 0.000473064 210762 0
: 70 Minimum Test error found - save the configuration
: 70 | 15960.8 14926 0.00429369 0.000478023 209662 0
: 71 Minimum Test error found - save the configuration
: 71 | 15817.2 14786.6 0.00451127 0.000504235 199649 0
: 72 Minimum Test error found - save the configuration
: 72 | 15674.8 14652.2 0.00444895 0.000490853 202117 0
: 73 Minimum Test error found - save the configuration
: 73 | 15534.1 14515.8 0.00432329 0.000480003 208155 0
: 74 Minimum Test error found - save the configuration
: 74 | 15391.2 14384.4 0.00456828 0.000487114 196022 0
: 75 Minimum Test error found - save the configuration
: 75 | 15254.9 14248 0.00437044 0.000477213 205485 0
: 76 Minimum Test error found - save the configuration
: 76 | 15114.1 14120.6 0.00431114 0.000481464 208895 0
: 77 Minimum Test error found - save the configuration
: 77 | 14977 13988.6 0.00456654 0.000484403 195976 0
: 78 Minimum Test error found - save the configuration
: 78 | 14842.7 13858 0.00442625 0.000480733 202762 0
: 79 Minimum Test error found - save the configuration
: 79 | 14706.2 13729.9 0.00436097 0.000487783 206548 0
: 80 Minimum Test error found - save the configuration
: 80 | 14571.3 13605.8 0.00439412 0.000472822 204014 0
: 81 Minimum Test error found - save the configuration
: 81 | 14441.5 13481.4 0.00433939 0.000473053 206914 0
: 82 Minimum Test error found - save the configuration
: 82 | 14310.2 13357.7 0.0043977 0.000491333 204794 0
: 83 Minimum Test error found - save the configuration
: 83 | 14182.9 13232.4 0.0043765 0.000470183 204796 0
: 84 Minimum Test error found - save the configuration
: 84 | 14051.6 13113.3 0.00435452 0.000486724 206836 0
: 85 Minimum Test error found - save the configuration
: 85 | 13926.1 12993.3 0.00457115 0.000475382 195324 0
: 86 Minimum Test error found - save the configuration
: 86 | 13799.5 12876 0.0043551 0.000473635 206108 0
: 87 Minimum Test error found - save the configuration
: 87 | 13676.3 12758 0.0044562 0.000481142 201255 0
: 88 Minimum Test error found - save the configuration
: 88 | 13552.7 12640.2 0.00437645 0.000484173 205535 0
: 89 Minimum Test error found - save the configuration
: 89 | 13430.5 12525.5 0.0044727 0.000491342 200937 0
: 90 Minimum Test error found - save the configuration
: 90 | 13307 12413.7 0.00443605 0.000476293 202033 0
: 91 Minimum Test error found - save the configuration
: 91 | 13189.2 12300 0.00433344 0.000481563 207691 0
: 92 Minimum Test error found - save the configuration
: 92 | 13071 12186.1 0.00463083 0.000506924 193991 0
: 93 Minimum Test error found - save the configuration
: 93 | 12950.8 12076.5 0.00436808 0.000485813 206065 0
: 94 Minimum Test error found - save the configuration
: 94 | 12834.6 11967.3 0.00452683 0.000504353 198882 0
: 95 Minimum Test error found - save the configuration
: 95 | 12719.5 11857.9 0.00446276 0.000502564 202010 0
: 96 Minimum Test error found - save the configuration
: 96 | 12605.1 11748.7 0.00442439 0.000477263 202679 0
: 97 Minimum Test error found - save the configuration
: 97 | 12490.3 11642.4 0.00455738 0.000496872 197020 0
: 98 Minimum Test error found - save the configuration
: 98 | 12378.5 11535.1 0.00436071 0.000481714 206239 0
: 99 Minimum Test error found - save the configuration
: 99 | 12265 11431.9 0.0044836 0.000482274 199934 0
: 100 Minimum Test error found - save the configuration
: 100 | 12156.7 11325.5 0.00435503 0.000480093 206455 0
: 101 Minimum Test error found - save the configuration
: 101 | 12045.5 11222.3 0.00457771 0.000512662 196800 0
: 102 Minimum Test error found - save the configuration
: 102 | 11936.6 11120.4 0.00444896 0.000506114 202899 0
: 103 Minimum Test error found - save the configuration
: 103 | 11829.1 11018.5 0.00449066 0.000489772 199956 0
: 104 Minimum Test error found - save the configuration
: 104 | 11721.3 10919.1 0.00452175 0.000490753 198462 0
: 105 Minimum Test error found - save the configuration
: 105 | 11616.9 10818.2 0.00435556 0.000472913 206045 0
: 106 Minimum Test error found - save the configuration
: 106 | 11511.1 10719.8 0.00440223 0.000484684 204209 0
: 107 Minimum Test error found - save the configuration
: 107 | 11406 10623 0.00433852 0.000471003 206851 0
: 108 Minimum Test error found - save the configuration
: 108 | 11303.8 10525.9 0.00463013 0.000516244 194463 0
: 109 Minimum Test error found - save the configuration
: 109 | 11200.5 10431.3 0.004451 0.000480433 201483 0
: 110 Minimum Test error found - save the configuration
: 110 | 11101.5 10333.8 0.00442942 0.000497083 203441 0
: 111 Minimum Test error found - save the configuration
: 111 | 10999.8 10239.1 0.00450382 0.000481424 198886 0
: 112 Minimum Test error found - save the configuration
: 112 | 10898.6 10147.8 0.00436543 0.000494213 206653 0
: 113 Minimum Test error found - save the configuration
: 113 | 10801.5 10055 0.00452902 0.000508824 198995 0
: 114 Minimum Test error found - save the configuration
: 114 | 10703.5 9963.07 0.00441629 0.000489532 203730 0
: 115 Minimum Test error found - save the configuration
: 115 | 10606.4 9872.32 0.00439567 0.000483043 204466 0
: 116 Minimum Test error found - save the configuration
: 116 | 10511.7 9780.26 0.00435253 0.000473753 206251 0
: 117 Minimum Test error found - save the configuration
: 117 | 10414.2 9692.22 0.00499155 0.000504684 178298 0
: 118 Minimum Test error found - save the configuration
: 118 | 10319.7 9605.33 0.00441038 0.000490705 204099 0
: 119 Minimum Test error found - save the configuration
: 119 | 10227.7 9516.62 0.00448032 0.000481513 200060 0
: 120 Minimum Test error found - save the configuration
: 120 | 10133.8 9430.33 0.00446951 0.000497494 201409 0
: 121 Minimum Test error found - save the configuration
: 121 | 10043 9342.96 0.00447177 0.000481294 200477 0
: 122 Minimum Test error found - save the configuration
: 122 | 9951.76 9256.59 0.00444142 0.000486894 202300 0
: 123 Minimum Test error found - save the configuration
: 123 | 9860.52 9172.37 0.00437609 0.000487983 205756 0
: 124 Minimum Test error found - save the configuration
: 124 | 9770.51 9089.51 0.00450651 0.000488673 199112 0
: 125 Minimum Test error found - save the configuration
: 125 | 9682.44 9006.68 0.00436383 0.000484223 206206 0
: 126 Minimum Test error found - save the configuration
: 126 | 9595.51 8922.51 0.00469894 0.000489734 190059 0
: 127 Minimum Test error found - save the configuration
: 127 | 9507.48 8840.74 0.00437977 0.000480134 205147 0
: 128 Minimum Test error found - save the configuration
: 128 | 9421.87 8758.74 0.00436352 0.000484174 206220 0
: 129 Minimum Test error found - save the configuration
: 129 | 9334.51 8679.44 0.004406 0.000490643 204324 0
: 130 Minimum Test error found - save the configuration
: 130 | 9249.08 8601.83 0.0043426 0.000474053 206796 0
: 131 Minimum Test error found - save the configuration
: 131 | 9167.1 8521.66 0.00439182 0.000480153 204516 0
: 132 Minimum Test error found - save the configuration
: 132 | 9082.06 8444.67 0.00436363 0.000487515 206392 0
: 133 Minimum Test error found - save the configuration
: 133 | 8999.68 8367.73 0.0045304 0.000521713 199567 0
: 134 Minimum Test error found - save the configuration
: 134 | 8918.92 8289.82 0.00480923 0.000733125 196266 0
: 135 Minimum Test error found - save the configuration
: 135 | 8836.2 8214.69 0.00481217 0.000514843 186162 0
: 136 Minimum Test error found - save the configuration
: 136 | 8756.93 8138.35 0.00454561 0.000509252 198198 0
: 137 Minimum Test error found - save the configuration
: 137 | 8675.51 8065.17 0.00449568 0.000491383 199785 0
: 138 Minimum Test error found - save the configuration
: 138 | 8598.33 7989.44 0.00457442 0.000511743 196914 0
: 139 Minimum Test error found - save the configuration
: 139 | 8518.89 7916.19 0.00484156 0.000537114 185854 0
: 140 Minimum Test error found - save the configuration
: 140 | 8441.45 7842.89 0.00466895 0.000503744 192067 0
: 141 Minimum Test error found - save the configuration
: 141 | 8365.08 7769.85 0.00448472 0.000500343 200784 0
: 142 Minimum Test error found - save the configuration
: 142 | 8287.3 7699.37 0.00497055 0.000530923 180195 0
: 143 Minimum Test error found - save the configuration
: 143 | 8211.45 7629.65 0.00458514 0.000519654 196778 0
: 144 Minimum Test error found - save the configuration
: 144 | 8138.85 7557.17 0.00462642 0.000521022 194865 0
: 145 Minimum Test error found - save the configuration
: 145 | 8062.55 7487.8 0.00444741 0.000479653 201625 0
: 146 Minimum Test error found - save the configuration
: 146 | 7988.94 7419.35 0.00441977 0.000494213 203793 0
: 147 Minimum Test error found - save the configuration
: 147 | 7915.37 7352.17 0.00453817 0.000487154 197481 0
: 148 Minimum Test error found - save the configuration
: 148 | 7843.37 7285.19 0.00547626 0.000700976 167529 0
: 149 Minimum Test error found - save the configuration
: 149 | 7771.88 7218.07 0.00586109 0.000513044 149587 0
: 150 Minimum Test error found - save the configuration
: 150 | 7701.41 7150.72 0.00463043 0.000489303 193184 0
: 151 Minimum Test error found - save the configuration
: 151 | 7631.33 7083.56 0.00469568 0.000509143 191089 0
: 152 Minimum Test error found - save the configuration
: 152 | 7560.4 7018.41 0.00439582 0.000479883 204293 0
: 153 Minimum Test error found - save the configuration
: 153 | 7490.73 6954.87 0.00443579 0.000494935 203002 0
: 154 Minimum Test error found - save the configuration
: 154 | 7423.46 6889.67 0.00452407 0.000527704 200182 0
: 155 Minimum Test error found - save the configuration
: 155 | 7354.69 6826.46 0.00453959 0.000509734 198518 0
: 156 Minimum Test error found - save the configuration
: 156 | 7287.2 6763.73 0.00448955 0.000491793 200112 0
: 157 Minimum Test error found - save the configuration
: 157 | 7220.55 6701.52 0.0048497 0.000485552 183312 0
: 158 Minimum Test error found - save the configuration
: 158 | 7155.61 6638.2 0.00447127 0.000498195 201355 0
: 159 Minimum Test error found - save the configuration
: 159 | 7088.33 6577.89 0.00452679 0.000534832 200403 0
: 160 Minimum Test error found - save the configuration
: 160 | 7023.59 6517.38 0.00460866 0.000522284 195772 0
: 161 Minimum Test error found - save the configuration
: 161 | 6959.67 6457.58 0.00450698 0.000496033 199454 0
: 162 Minimum Test error found - save the configuration
: 162 | 6895.31 6397.91 0.00445524 0.000488742 201689 0
: 163 Minimum Test error found - save the configuration
: 163 | 6832.35 6339.48 0.00445511 0.000487093 201612 0
: 164 Minimum Test error found - save the configuration
: 164 | 6770.95 6278.93 0.00444959 0.000504924 202805 0
: 165 Minimum Test error found - save the configuration
: 165 | 6706.36 6222.59 0.00441763 0.000479213 203127 0
: 166 Minimum Test error found - save the configuration
: 166 | 6646.41 6163.74 0.00446011 0.000493713 201694 0
: 167 Minimum Test error found - save the configuration
: 167 | 6585.25 6106.05 0.00479169 0.000491912 186056 0
: 168 Minimum Test error found - save the configuration
: 168 | 6523.95 6050.23 0.00455259 0.000525455 198652 0
: 169 Minimum Test error found - save the configuration
: 169 | 6464.48 5993.05 0.00454644 0.000555013 200430 0
: 170 Minimum Test error found - save the configuration
: 170 | 6404.2 5939.5 0.00448538 0.000488614 200162 0
: 171 Minimum Test error found - save the configuration
: 171 | 6345.85 5884.2 0.00445286 0.000499092 202339 0
: 172 Minimum Test error found - save the configuration
: 172 | 6287.5 5830.67 0.00449432 0.000488294 199699 0
: 173 Minimum Test error found - save the configuration
: 173 | 6229.65 5775.55 0.00447179 0.000516473 202259 0
: 174 Minimum Test error found - save the configuration
: 174 | 6173.01 5721.19 0.00447389 0.000486824 200649 0
: 175 Minimum Test error found - save the configuration
: 175 | 6115.43 5667.81 0.00446352 0.000492793 201474 0
: 176 Minimum Test error found - save the configuration
: 176 | 6059.1 5615.63 0.00448008 0.000492574 200627 0
: 177 Minimum Test error found - save the configuration
: 177 | 6003.44 5563.07 0.00443436 0.000491394 202893 0
: 178 Minimum Test error found - save the configuration
: 178 | 5947.47 5512.61 0.00457085 0.000545175 198724 0
: 179 Minimum Test error found - save the configuration
: 179 | 5893.19 5461.2 0.00457041 0.000508352 196945 0
: 180 Minimum Test error found - save the configuration
: 180 | 5839.74 5409.06 0.00457068 0.000487203 195911 0
: 181 Minimum Test error found - save the configuration
: 181 | 5784.6 5359.21 0.00448089 0.000499934 200957 0
: 182 Minimum Test error found - save the configuration
: 182 | 5731.18 5310.31 0.00453367 0.000552875 200965 0
: 183 Minimum Test error found - save the configuration
: 183 | 5679.18 5260.42 0.00485536 0.000566884 186546 0
: 184 Minimum Test error found - save the configuration
: 184 | 5625.98 5212.15 0.00454881 0.000542785 199699 0
: 185 Minimum Test error found - save the configuration
: 185 | 5575.05 5162.54 0.00450882 0.000488515 198990 0
: 186 Minimum Test error found - save the configuration
: 186 | 5524.11 5113.17 0.0046026 0.000532593 196560 0
: 187 Minimum Test error found - save the configuration
: 187 | 5471.58 5067.54 0.0046068 0.000505693 195069 0
: 188 Minimum Test error found - save the configuration
: 188 | 5421.75 5019.17 0.00448778 0.000497934 200509 0
: 189 Minimum Test error found - save the configuration
: 189 | 5371.37 4973.38 0.00453188 0.000492262 198039 0
: 190 Minimum Test error found - save the configuration
: 190 | 5322.01 4927.61 0.00449059 0.000498434 200393 0
: 191 Minimum Test error found - save the configuration
: 191 | 5273.29 4880.05 0.0045088 0.000523763 200751 0
: 192 Minimum Test error found - save the configuration
: 192 | 5224.46 4835.34 0.00446912 0.000505884 201855 0
: 193 Minimum Test error found - save the configuration
: 193 | 5175.71 4791.29 0.00445079 0.000500603 202522 0
: 194 Minimum Test error found - save the configuration
: 194 | 5128.52 4745.07 0.00457768 0.000526142 197456 0
: 195 Minimum Test error found - save the configuration
: 195 | 5080.79 4701.57 0.00461141 0.000604364 199648 0
: 196 Minimum Test error found - save the configuration
: 196 | 5035.02 4655.77 0.00449332 0.000487715 199720 0
: 197 Minimum Test error found - save the configuration
: 197 | 4987.11 4613.95 0.00445658 0.000500684 202230 0
: 198 Minimum Test error found - save the configuration
: 198 | 4941.46 4570.66 0.00442743 0.000488803 203116 0
: 199 Minimum Test error found - save the configuration
: 199 | 4896.09 4527.92 0.0044788 0.000496823 200905 0
: 200 Minimum Test error found - save the configuration
: 200 | 4851.23 4485.24 0.00452289 0.000500832 198903 0
: 201 Minimum Test error found - save the configuration
: 201 | 4806.81 4442.82 0.00450659 0.000500264 199684 0
: 202 Minimum Test error found - save the configuration
: 202 | 4761.48 4402.04 0.00465578 0.000553263 195002 0
: 203 Minimum Test error found - save the configuration
: 203 | 4717.86 4361.56 0.00447456 0.000498633 201211 0
: 204 Minimum Test error found - save the configuration
: 204 | 4674.92 4321.4 0.00454383 0.000517193 198677 0
: 205 Minimum Test error found - save the configuration
: 205 | 4631.01 4280.5 0.00454487 0.000505673 198059 0
: 206 Minimum Test error found - save the configuration
: 206 | 4588.62 4241.5 0.00442239 0.000482105 203031 0
: 207 Minimum Test error found - save the configuration
: 207 | 4546.9 4201.73 0.00451254 0.000501942 199472 0
: 208 Minimum Test error found - save the configuration
: 208 | 4504.75 4162.32 0.00441953 0.000478493 202992 0
: 209 Minimum Test error found - save the configuration
: 209 | 4463.17 4123.07 0.00445067 0.000513265 203179 0
: 210 Minimum Test error found - save the configuration
: 210 | 4421.99 4085.57 0.00447355 0.000486243 200637 0
: 211 Minimum Test error found - save the configuration
: 211 | 4381.61 4047.25 0.00452696 0.000507384 199026 0
: 212 Minimum Test error found - save the configuration
: 212 | 4341.22 4009.42 0.00448785 0.000487263 199971 0
: 213 Minimum Test error found - save the configuration
: 213 | 4300.74 3973.1 0.00444991 0.000494584 202259 0
: 214 Minimum Test error found - save the configuration
: 214 | 4261.82 3935.75 0.00489174 0.000677244 189821 0
: 215 Minimum Test error found - save the configuration
: 215 | 4222.9 3898.71 0.00518845 0.000660915 176697 0
: 216 Minimum Test error found - save the configuration
: 216 | 4183.99 3862.84 0.00452109 0.000490554 198485 0
: 217 Minimum Test error found - save the configuration
: 217 | 4145.76 3825.76 0.00451365 0.000526824 200661 0
: 218 Minimum Test error found - save the configuration
: 218 | 4107.34 3790.39 0.00445719 0.000504573 202397 0
: 219 Minimum Test error found - save the configuration
: 219 | 4069.67 3757.07 0.00443649 0.000492443 202837 0
: 220 Minimum Test error found - save the configuration
: 220 | 4033.03 3719.33 0.00454783 0.000523693 198800 0
: 221 Minimum Test error found - save the configuration
: 221 | 3995.72 3685.03 0.00451397 0.000504193 199512 0
: 222 Minimum Test error found - save the configuration
: 222 | 3958.93 3651.22 0.00450218 0.000493254 199555 0
: 223 Minimum Test error found - save the configuration
: 223 | 3922.56 3617.39 0.00470135 0.000500693 190446 0
: 224 Minimum Test error found - save the configuration
: 224 | 3886.92 3584.02 0.00453631 0.000537553 200062 0
: 225 Minimum Test error found - save the configuration
: 225 | 3851.41 3550.1 0.00464161 0.000502283 193268 0
: 226 Minimum Test error found - save the configuration
: 226 | 3816.42 3517.06 0.0046854 0.000519633 192041 0
: 227 Minimum Test error found - save the configuration
: 227 | 3782.21 3483.68 0.00459967 0.000509794 195605 0
: 228 Minimum Test error found - save the configuration
: 228 | 3746.65 3450.94 0.00461487 0.000488812 193890 0
: 229 Minimum Test error found - save the configuration
: 229 | 3712.56 3419.28 0.0050748 0.000560943 177232 0
: 230 Minimum Test error found - save the configuration
: 230 | 3678.9 3387.54 0.00493102 0.000535883 182019 0
: 231 Minimum Test error found - save the configuration
: 231 | 3645.58 3355.68 0.00457286 0.000505222 196674 0
: 232 Minimum Test error found - save the configuration
: 232 | 3612.13 3325.18 0.00451751 0.000492984 198781 0
: 233 Minimum Test error found - save the configuration
: 233 | 3579.78 3293.77 0.00454326 0.000521022 198894 0
: 234 Minimum Test error found - save the configuration
: 234 | 3547.42 3262.44 0.004622 0.000496934 193936 0
: 235 Minimum Test error found - save the configuration
: 235 | 3514.46 3232.06 0.0049979 0.000497644 177768 0
: 236 Minimum Test error found - save the configuration
: 236 | 3481.72 3202.81 0.00448282 0.000502803 201004 0
: 237 Minimum Test error found - save the configuration
: 237 | 3451.2 3172.57 0.00447409 0.000499843 201296 0
: 238 Minimum Test error found - save the configuration
: 238 | 3419.16 3144.23 0.00446973 0.000491184 201078 0
: 239 Minimum Test error found - save the configuration
: 239 | 3389.07 3113.6 0.00447728 0.000496623 200972 0
: 240 Minimum Test error found - save the configuration
: 240 | 3357.34 3085.76 0.00444506 0.000499173 202743 0
: 241 Minimum Test error found - save the configuration
: 241 | 3327.54 3056.97 0.00458336 0.000500093 195922 0
: 242 Minimum Test error found - save the configuration
: 242 | 3296.79 3028.57 0.00446613 0.000491252 201264 0
: 243 Minimum Test error found - save the configuration
: 243 | 3267.45 2999.7 0.00451944 0.000518873 199972 0
: 244 Minimum Test error found - save the configuration
: 244 | 3236.87 2972.33 0.00448638 0.000491843 200273 0
: 245 Minimum Test error found - save the configuration
: 245 | 3208.41 2944.98 0.00450526 0.000497102 199593 0
: 246 Minimum Test error found - save the configuration
: 246 | 3178.54 2917.98 0.00447712 0.000518033 202067 0
: 247 Minimum Test error found - save the configuration
: 247 | 3150.14 2890.05 0.0045427 0.000496763 197729 0
: 248 Minimum Test error found - save the configuration
: 248 | 3121.59 2862.83 0.00455824 0.000524533 198329 0
: 249 Minimum Test error found - save the configuration
: 249 | 3092.55 2837.01 0.0048412 0.000536074 185825 0
: 250 Minimum Test error found - save the configuration
: 250 | 3065.37 2810.78 0.00459014 0.000495973 195400 0
: 251 Minimum Test error found - save the configuration
: 251 | 3037.94 2783.94 0.00463784 0.000519094 194234 0
: 252 Minimum Test error found - save the configuration
: 252 | 3008.93 2758.95 0.00465436 0.000509104 192992 0
: 253 Minimum Test error found - save the configuration
: 253 | 2982.23 2733.09 0.00450797 0.000506394 199921 0
: 254 Minimum Test error found - save the configuration
: 254 | 2955.6 2707.42 0.00457334 0.000500732 196434 0
: 255 Minimum Test error found - save the configuration
: 255 | 2928.41 2681.91 0.00450565 0.000502422 199839 0
: 256 Minimum Test error found - save the configuration
: 256 | 2901.24 2657.76 0.00454476 0.000526454 199089 0
: 257 Minimum Test error found - save the configuration
: 257 | 2875.93 2632.83 0.00467734 0.000577013 195106 0
: 258 Minimum Test error found - save the configuration
: 258 | 2849.46 2608.68 0.00473976 0.000523323 189734 0
: 259 Minimum Test error found - save the configuration
: 259 | 2823.14 2584.82 0.00456589 0.000533374 198387 0
: 260 Minimum Test error found - save the configuration
: 260 | 2798.44 2560.77 0.00457686 0.000508964 196662 0
: 261 Minimum Test error found - save the configuration
: 261 | 2772.47 2536.73 0.0045572 0.000489254 196659 0
: 262 Minimum Test error found - save the configuration
: 262 | 2748.14 2513.08 0.00463377 0.000512563 194118 0
: 263 Minimum Test error found - save the configuration
: 263 | 2722.46 2490.66 0.00480682 0.000567524 188710 0
: 264 Minimum Test error found - save the configuration
: 264 | 2698.52 2466.81 0.00476615 0.000525603 188655 0
: 265 Minimum Test error found - save the configuration
: 265 | 2673.65 2444.2 0.0045558 0.000501404 197317 0
: 266 Minimum Test error found - save the configuration
: 266 | 2649.43 2421.96 0.00455923 0.000492423 196714 0
: 267 Minimum Test error found - save the configuration
: 267 | 2625.56 2399.56 0.00463733 0.000491782 192978 0
: 268 Minimum Test error found - save the configuration
: 268 | 2601.39 2377.43 0.00516369 0.000670663 178054 0
: 269 Minimum Test error found - save the configuration
: 269 | 2578.16 2355.43 0.0061819 0.000678904 145375 0
: 270 Minimum Test error found - save the configuration
: 270 | 2555.2 2333.29 0.00491945 0.000546173 182929 0
: 271 Minimum Test error found - save the configuration
: 271 | 2531.78 2312.29 0.00456097 0.000512793 197620 0
: 272 Minimum Test error found - save the configuration
: 272 | 2508.91 2290.85 0.00471455 0.000527053 191045 0
: 273 Minimum Test error found - save the configuration
: 273 | 2485.99 2269.41 0.00463908 0.000499873 193274 0
: 274 Minimum Test error found - save the configuration
: 274 | 2463.41 2248.45 0.00484958 0.000496984 183798 0
: 275 Minimum Test error found - save the configuration
: 275 | 2440.8 2228.39 0.00458654 0.000506203 196062 0
: 276 Minimum Test error found - save the configuration
: 276 | 2419.35 2208.45 0.00450042 0.000493793 199669 0
: 277 Minimum Test error found - save the configuration
: 277 | 2396.45 2188.06 0.0045673 0.000503064 196839 0
: 278 Minimum Test error found - save the configuration
: 278 | 2375.01 2168.35 0.00450209 0.000522444 201023 0
: 279 Minimum Test error found - save the configuration
: 279 | 2353.63 2148.47 0.00611154 0.000735834 148818 0
: 280 Minimum Test error found - save the configuration
: 280 | 2332.4 2128.05 0.00645596 0.000761996 140500 0
: 281 Minimum Test error found - save the configuration
: 281 | 2310.47 2108.72 0.00657241 0.000760045 137637 0
: 282 Minimum Test error found - save the configuration
: 282 | 2289.5 2089.06 0.00647991 0.000717765 138837 0
: 283 Minimum Test error found - save the configuration
: 283 | 2268.8 2069.44 0.00649023 0.000729676 138875 0
: 284 Minimum Test error found - save the configuration
: 284 | 2247.45 2050.92 0.00636919 0.000721045 141639 0
: 285 Minimum Test error found - save the configuration
: 285 | 2227.65 2031.5 0.00640024 0.000723676 140930 0
: 286 Minimum Test error found - save the configuration
: 286 | 2206.2 2013.79 0.00647288 0.000733116 139379 0
: 287 Minimum Test error found - save the configuration
: 287 | 2186.69 1994.89 0.00504481 0.000500575 176047 0
: 288 Minimum Test error found - save the configuration
: 288 | 2166.72 1976.78 0.00443244 0.000496745 203268 0
: 289 Minimum Test error found - save the configuration
: 289 | 2146.76 1958.48 0.00460594 0.000512994 195458 0
: 290 Minimum Test error found - save the configuration
: 290 | 2127.16 1940.11 0.00465355 0.000533353 194165 0
: 291 Minimum Test error found - save the configuration
: 291 | 2107.05 1923.28 0.00448289 0.000482212 199966 0
: 292 Minimum Test error found - save the configuration
: 292 | 2088.23 1904.48 0.00453204 0.000494574 198144 0
: 293 Minimum Test error found - save the configuration
: 293 | 2067.8 1888.11 0.00443597 0.000484444 202453 0
: 294 Minimum Test error found - save the configuration
: 294 | 2049.16 1870.81 0.00444366 0.000492923 202494 0
: 295 Minimum Test error found - save the configuration
: 295 | 2031.11 1852.5 0.00445188 0.000481434 201489 0
: 296 Minimum Test error found - save the configuration
: 296 | 2011.16 1835.95 0.00442731 0.000488772 203121 0
: 297 Minimum Test error found - save the configuration
: 297 | 1992.68 1819.05 0.00450536 0.000505973 200031 0
: 298 Minimum Test error found - save the configuration
: 298 | 1974.11 1802.85 0.00472133 0.000524003 190597 0
: 299 Minimum Test error found - save the configuration
: 299 | 1956.44 1785.89 0.00449324 0.000505753 200628 0
: 300 Minimum Test error found - save the configuration
: 300 | 1937.95 1770.29 0.00450159 0.000495835 199713 0
: 301 Minimum Test error found - save the configuration
: 301 | 1919.51 1753.87 0.00468613 0.000498474 191038 0
: 302 Minimum Test error found - save the configuration
: 302 | 1901.9 1737.82 0.00447383 0.000505243 201583 0
: 303 Minimum Test error found - save the configuration
: 303 | 1884.09 1722.39 0.00436375 0.000474053 205672 0
: 304 Minimum Test error found - save the configuration
: 304 | 1866.66 1706.64 0.00447541 0.000518763 202191 0
: 305 Minimum Test error found - save the configuration
: 305 | 1849.19 1690.2 0.00440325 0.000488083 204334 0
: 306 Minimum Test error found - save the configuration
: 306 | 1831.93 1674.29 0.00451895 0.000517612 199933 0
: 307 Minimum Test error found - save the configuration
: 307 | 1813.99 1659.7 0.00449844 0.000480972 199130 0
: 308 Minimum Test error found - save the configuration
: 308 | 1797.35 1644.67 0.00454481 0.000551094 200315 0
: 309 Minimum Test error found - save the configuration
: 309 | 1780.34 1630.11 0.00455825 0.000490782 196683 0
: 310 Minimum Test error found - save the configuration
: 310 | 1763.68 1615.35 0.00475105 0.000489523 187726 0
: 311 Minimum Test error found - save the configuration
: 311 | 1747.73 1599.54 0.00440223 0.000489924 204483 0
: 312 Minimum Test error found - save the configuration
: 312 | 1730.44 1584.99 0.00435895 0.000482252 206361 0
: 313 Minimum Test error found - save the configuration
: 313 | 1713.99 1570.39 0.00443591 0.000488135 202646 0
: 314 Minimum Test error found - save the configuration
: 314 | 1697.62 1556.44 0.00439087 0.000491313 205152 0
: 315 Minimum Test error found - save the configuration
: 315 | 1682.13 1542.08 0.00434448 0.000485043 207284 0
: 316 Minimum Test error found - save the configuration
: 316 | 1666.07 1527.65 0.00443137 0.000494793 203222 0
: 317 Minimum Test error found - save the configuration
: 317 | 1650.56 1513.11 0.00444532 0.000489382 202228 0
: 318 Minimum Test error found - save the configuration
: 318 | 1634.25 1499.41 0.00439259 0.000481883 204567 0
: 319 Minimum Test error found - save the configuration
: 319 | 1618.53 1486.46 0.00438644 0.000491553 205398 0
: 320 Minimum Test error found - save the configuration
: 320 | 1604.07 1473 0.00443997 0.000480374 202041 0
: 321 Minimum Test error found - save the configuration
: 321 | 1588.15 1458.9 0.00440159 0.000491073 204577 0
: 322 Minimum Test error found - save the configuration
: 322 | 1572.8 1445.66 0.00439122 0.000474484 204252 0
: 323 Minimum Test error found - save the configuration
: 323 | 1557.74 1432.5 0.00441836 0.000515084 204956 0
: 324 Minimum Test error found - save the configuration
: 324 | 1543.15 1419.28 0.00468118 0.000567124 194455 0
: 325 Minimum Test error found - save the configuration
: 325 | 1528.22 1406.05 0.0045259 0.000510163 199216 0
: 326 Minimum Test error found - save the configuration
: 326 | 1513.61 1393.5 0.00440244 0.000478803 203892 0
: 327 Minimum Test error found - save the configuration
: 327 | 1499.17 1380.45 0.0046081 0.000528173 196082 0
: 328 Minimum Test error found - save the configuration
: 328 | 1485.04 1367.59 0.00454079 0.000545214 200221 0
: 329 Minimum Test error found - save the configuration
: 329 | 1470.07 1355.1 0.00458099 0.000494903 195786 0
: 330 Minimum Test error found - save the configuration
: 330 | 1456.68 1342.38 0.00463158 0.000521515 194644 0
: 331 Minimum Test error found - save the configuration
: 331 | 1442.53 1330.29 0.00451206 0.000504865 199641 0
: 332 Minimum Test error found - save the configuration
: 332 | 1429.29 1317.79 0.00445814 0.000494643 201842 0
: 333 Minimum Test error found - save the configuration
: 333 | 1415.25 1305.6 0.00448176 0.000500143 200923 0
: 334 Minimum Test error found - save the configuration
: 334 | 1401.18 1292.99 0.00446575 0.000490432 201242 0
: 335 Minimum Test error found - save the configuration
: 335 | 1387.46 1281.37 0.00453609 0.000483983 197428 0
: 336 Minimum Test error found - save the configuration
: 336 | 1374.39 1269.55 0.00460098 0.000500433 195096 0
: 337 Minimum Test error found - save the configuration
: 337 | 1360.92 1258.01 0.00445428 0.000480705 201330 0
: 338 Minimum Test error found - save the configuration
: 338 | 1347.88 1245.97 0.00447687 0.000508334 201586 0
: 339 Minimum Test error found - save the configuration
: 339 | 1334.96 1234.16 0.00459325 0.000600655 200371 0
: 340 Minimum Test error found - save the configuration
: 340 | 1322.14 1222.57 0.00441585 0.000502764 204442 0
: 341 Minimum Test error found - save the configuration
: 341 | 1309.26 1211.14 0.0044012 0.000474783 203748 0
: 342 Minimum Test error found - save the configuration
: 342 | 1296.46 1200.22 0.0045763 0.000513423 196905 0
: 343 Minimum Test error found - save the configuration
: 343 | 1284.42 1188.46 0.00451315 0.000482144 198462 0
: 344 Minimum Test error found - save the configuration
: 344 | 1271.3 1177.95 0.0044274 0.000495964 203488 0
: 345 Minimum Test error found - save the configuration
: 345 | 1259.42 1167.04 0.00446584 0.000484053 200915 0
: 346 Minimum Test error found - save the configuration
: 346 | 1247.47 1156.25 0.00438663 0.000483173 204947 0
: 347 Minimum Test error found - save the configuration
: 347 | 1235.16 1145.68 0.00456042 0.000519473 197973 0
: 348 Minimum Test error found - save the configuration
: 348 | 1223.39 1134.4 0.00446917 0.000488985 200996 0
: 349 Minimum Test error found - save the configuration
: 349 | 1211.75 1123.54 0.00459233 0.000504862 195720 0
: 350 Minimum Test error found - save the configuration
: 350 | 1199.52 1113.13 0.00540216 0.000677634 169329 0
: 351 Minimum Test error found - save the configuration
: 351 | 1187.85 1103.18 0.00457122 0.000505023 196744 0
: 352 Minimum Test error found - save the configuration
: 352 | 1176.8 1092.61 0.00463218 0.000505564 193863 0
: 353 Minimum Test error found - save the configuration
: 353 | 1165.33 1082.17 0.00454183 0.000491304 197505 0
: 354 Minimum Test error found - save the configuration
: 354 | 1154 1071.63 0.0045394 0.000513033 198690 0
: 355 Minimum Test error found - save the configuration
: 355 | 1142.45 1062 0.00446773 0.000507183 201992 0
: 356 Minimum Test error found - save the configuration
: 356 | 1131.8 1051.65 0.00450781 0.000496025 199412 0
: 357 Minimum Test error found - save the configuration
: 357 | 1120.36 1041.99 0.00445608 0.000485013 201457 0
: 358 Minimum Test error found - save the configuration
: 358 | 1109.85 1031.66 0.00450602 0.000498935 199646 0
: 359 Minimum Test error found - save the configuration
: 359 | 1099.11 1021.9 0.00465661 0.000489204 191966 0
: 360 Minimum Test error found - save the configuration
: 360 | 1088.1 1012.43 0.00479998 0.000494173 185796 0
: 361 Minimum Test error found - save the configuration
: 361 | 1077.76 1002.72 0.00445493 0.000500975 202329 0
: 362 Minimum Test error found - save the configuration
: 362 | 1066.95 993.627 0.00441614 0.000506924 204645 0
: 363 Minimum Test error found - save the configuration
: 363 | 1056.97 983.761 0.0046126 0.000510623 195028 0
: 364 Minimum Test error found - save the configuration
: 364 | 1046.33 974.598 0.00452669 0.000485694 197971 0
: 365 Minimum Test error found - save the configuration
: 365 | 1036.16 964.899 0.00459046 0.000509463 196031 0
: 366 Minimum Test error found - save the configuration
: 366 | 1025.86 956.127 0.0044198 0.000484784 203303 0
: 367 Minimum Test error found - save the configuration
: 367 | 1015.96 946.583 0.00455256 0.000496234 197223 0
: 368 Minimum Test error found - save the configuration
: 368 | 1005.89 937.453 0.00470231 0.000526235 191567 0
: 369 Minimum Test error found - save the configuration
: 369 | 995.969 928.681 0.00439415 0.000477204 204241 0
: 370 Minimum Test error found - save the configuration
: 370 | 986.285 920.526 0.00436 0.000478062 206083 0
: 371 Minimum Test error found - save the configuration
: 371 | 976.764 911.071 0.00439711 0.000502343 205404 0
: 372 Minimum Test error found - save the configuration
: 372 | 967.316 901.71 0.00440622 0.000478154 203663 0
: 373 Minimum Test error found - save the configuration
: 373 | 957.424 892.851 0.00462715 0.000533305 195415 0
: 374 Minimum Test error found - save the configuration
: 374 | 947.726 884.825 0.00443662 0.000481363 202262 0
: 375 Minimum Test error found - save the configuration
: 375 | 938.995 875.824 0.00453211 0.000519344 199364 0
: 376 Minimum Test error found - save the configuration
: 376 | 929.28 867.683 0.00477566 0.000517654 187881 0
: 377 Minimum Test error found - save the configuration
: 377 | 920.389 858.757 0.00461891 0.000497193 194094 0
: 378 Minimum Test error found - save the configuration
: 378 | 910.886 850.539 0.00478407 0.000538343 188425 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.199 842.885 0.00484218 0.000631955 190013 0
: 380 Minimum Test error found - save the configuration
: 380 | 893.463 834.235 0.00488783 0.000520594 183182 0
: 381 Minimum Test error found - save the configuration
: 381 | 884.408 825.675 0.00448136 0.000486395 200252 0
: 382 Minimum Test error found - save the configuration
: 382 | 875.589 817.687 0.00525875 0.000705394 175695 0
: 383 Minimum Test error found - save the configuration
: 383 | 866.949 809.915 0.00448029 0.000479143 199943 0
: 384 Minimum Test error found - save the configuration
: 384 | 858.377 801.828 0.00452584 0.000515294 199474 0
: 385 Minimum Test error found - save the configuration
: 385 | 849.758 794.201 0.00448906 0.000486244 199859 0
: 386 Minimum Test error found - save the configuration
: 386 | 841.492 786.064 0.00473855 0.000513585 189351 0
: 387 Minimum Test error found - save the configuration
: 387 | 832.883 778.187 0.00483252 0.000551684 186879 0
: 388 Minimum Test error found - save the configuration
: 388 | 824.609 770.44 0.00479452 0.000594824 190490 0
: 389 Minimum Test error found - save the configuration
: 389 | 816.31 763.183 0.00501091 0.000529944 178533 0
: 390 Minimum Test error found - save the configuration
: 390 | 808.217 755.606 0.00474962 0.000514154 188881 0
: 391 Minimum Test error found - save the configuration
: 391 | 800.121 748.436 0.00493409 0.000608355 184940 0
: 392 Minimum Test error found - save the configuration
: 392 | 792.429 740.98 0.00483595 0.000489684 184066 0
: 393 Minimum Test error found - save the configuration
: 393 | 784.184 733.144 0.00521048 0.000689624 176958 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.302 726.154 0.0048732 0.000488103 182436 0
: 395 Minimum Test error found - save the configuration
: 395 | 768.682 718.648 0.0044689 0.000507144 201931 0
: 396 Minimum Test error found - save the configuration
: 396 | 761.166 711.192 0.00439866 0.000474363 203858 0
: 397 Minimum Test error found - save the configuration
: 397 | 752.905 704.367 0.004529 0.000511595 199133 0
: 398 Minimum Test error found - save the configuration
: 398 | 745.917 697.288 0.00459336 0.000483572 194657 0
: 399 Minimum Test error found - save the configuration
: 399 | 737.794 691.01 0.00460686 0.000522044 195847 0
: 400 Minimum Test error found - save the configuration
: 400 | 730.753 684.01 0.00478621 0.000524854 187734 0
: 401 Minimum Test error found - save the configuration
: 401 | 723.502 676.244 0.00463036 0.000519475 194605 0
: 402 Minimum Test error found - save the configuration
: 402 | 716.027 669.493 0.00461553 0.000502424 194500 0
: 403 Minimum Test error found - save the configuration
: 403 | 708.781 662.41 0.00441866 0.000481564 203195 0
: 404 Minimum Test error found - save the configuration
: 404 | 701.759 655.966 0.00448869 0.000512923 201219 0
: 405 Minimum Test error found - save the configuration
: 405 | 694.276 649.349 0.00442949 0.000487123 202924 0
: 406 Minimum Test error found - save the configuration
: 406 | 687.656 643.239 0.00455652 0.000549383 199644 0
: 407 Minimum Test error found - save the configuration
: 407 | 680.745 635.852 0.00440618 0.000477693 203641 0
: 408 Minimum Test error found - save the configuration
: 408 | 673.794 630.183 0.00448536 0.000503423 200907 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.142 623.359 0.00454523 0.000492352 197391 0
: 410 Minimum Test error found - save the configuration
: 410 | 660.393 616.325 0.00449885 0.000502653 200190 0
: 411 Minimum Test error found - save the configuration
: 411 | 653.287 610.932 0.00453593 0.000484404 197456 0
: 412 Minimum Test error found - save the configuration
: 412 | 646.568 604.149 0.00445417 0.000499703 202303 0
: 413 Minimum Test error found - save the configuration
: 413 | 640.07 598.163 0.00442394 0.000481554 202923 0
: 414 Minimum Test error found - save the configuration
: 414 | 633.615 591.846 0.00464283 0.000523684 194215 0
: 415 Minimum Test error found - save the configuration
: 415 | 626.799 585.326 0.00450816 0.000510224 200103 0
: 416 Minimum Test error found - save the configuration
: 416 | 620.603 579.614 0.00441651 0.000493544 203927 0
: 417 Minimum Test error found - save the configuration
: 417 | 614.168 573.862 0.00450758 0.000488973 199074 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.036 567.385 0.004466 0.000496024 201513 0
: 419 Minimum Test error found - save the configuration
: 419 | 601.787 561.393 0.00444296 0.000506723 203240 0
: 420 Minimum Test error found - save the configuration
: 420 | 595.517 555.352 0.00444638 0.000496264 202526 0
: 421 Minimum Test error found - save the configuration
: 421 | 589.302 550.098 0.00444797 0.000478652 201546 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.414 544.421 0.00443915 0.000504243 203308 0
: 423 Minimum Test error found - save the configuration
: 423 | 577.324 538.274 0.00443756 0.000482743 202285 0
: 424 Minimum Test error found - save the configuration
: 424 | 571.491 532.771 0.00442125 0.000490724 203535 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.376 527.341 0.0044231 0.000490564 203431 0
: 426 Minimum Test error found - save the configuration
: 426 | 559.716 521.486 0.00445934 0.000485714 201327 0
: 427 Minimum Test error found - save the configuration
: 427 | 553.795 515.877 0.00447772 0.000497564 200997 0
: 428 Minimum Test error found - save the configuration
: 428 | 548.127 510.573 0.00441354 0.000476545 203201 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.212 505.094 0.00719928 0.000615945 121519 0
: 430 Minimum Test error found - save the configuration
: 430 | 536.671 500.067 0.00598474 0.000647356 149886 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.397 494.693 0.00539514 0.000542983 164875 0
: 432 Minimum Test error found - save the configuration
: 432 | 525.585 489.233 0.00504285 0.000519164 176847 0
: 433 Minimum Test error found - save the configuration
: 433 | 520.124 483.926 0.00473321 0.000554844 191462 0
: 434 Minimum Test error found - save the configuration
: 434 | 514.703 478.655 0.00469377 0.000502142 190857 0
: 435 Minimum Test error found - save the configuration
: 435 | 509.305 474.143 0.00480461 0.000522954 186843 0
: 436 Minimum Test error found - save the configuration
: 436 | 504.328 469.643 0.00524404 0.000590564 171915 0
: 437 Minimum Test error found - save the configuration
: 437 | 498.917 463.277 0.00507163 0.000531154 176193 0
: 438 Minimum Test error found - save the configuration
: 438 | 493.711 459.066 0.00488828 0.000555234 184627 0
: 439 Minimum Test error found - save the configuration
: 439 | 488.909 453.401 0.00503911 0.000609105 180587 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.167 448.798 0.00493347 0.000542783 182204 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.36 443.749 0.00473263 0.000511044 189502 0
: 442 Minimum Test error found - save the configuration
: 442 | 473.1 439.584 0.00471511 0.000506844 190102 0
: 443 Minimum Test error found - save the configuration
: 443 | 468.385 434.118 0.00477882 0.000509933 187402 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.531 429.869 0.00465805 0.000495603 192195 0
: 445 Minimum Test error found - save the configuration
: 445 | 458.518 425.433 0.00479614 0.000546354 188245 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.273 420.026 0.00502149 0.000520102 177723 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.866 415.737 0.00477065 0.000543134 189236 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.295 411.35 0.00483662 0.000612245 189377 0
: 449 Minimum Test error found - save the configuration
: 449 | 439.754 407.193 0.00476131 0.000514424 188373 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.529 402.392 0.0048424 0.000551664 186448 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.12 398.271 0.00519316 0.000622354 175024 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.068 393.563 0.00486798 0.000508684 183516 0
: 453 Minimum Test error found - save the configuration
: 453 | 421.588 389.725 0.00506834 0.000574634 178027 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.11 384.808 0.0049555 0.000554664 181783 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.747 380.682 0.00496577 0.000674165 186410 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.417 376.625 0.004733 0.000527473 190226 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.072 371.913 0.00489065 0.000510174 182628 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.753 368.116 0.00487859 0.000563754 185407 0
: 459 Minimum Test error found - save the configuration
: 459 | 395.547 364.32 0.00492994 0.000570883 183526 0
: 460 Minimum Test error found - save the configuration
: 460 | 391.258 359.74 0.00504066 0.000510464 176593 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.01 355.871 0.0049623 0.000548284 181241 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.212 351.616 0.00495376 0.000557383 181968 0
: 463 Minimum Test error found - save the configuration
: 463 | 378.923 348.223 0.0049007 0.000546184 183717 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.05 344.429 0.00480835 0.000593784 189818 0
: 465 Minimum Test error found - save the configuration
: 465 | 370.798 340.271 0.00476283 0.000510223 188120 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.917 336.289 0.00469197 0.000498953 190793 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.172 332.959 0.00501143 0.000542533 179015 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.422 329.354 0.00505005 0.000541914 177457 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.5 325.775 0.00480562 0.000507283 186118 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.399 321.632 0.00484701 0.000530253 185324 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.019 317.62 0.00482988 0.000515793 185439 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.001 314.06 0.00471188 0.000511064 190439 0
: 473 Minimum Test error found - save the configuration
: 473 | 340.859 310.808 0.00482919 0.000531853 186162 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.928 307.371 0.00480408 0.000528763 187121 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.188 303.71 0.00481438 0.000509043 185816 0
: 476 Minimum Test error found - save the configuration
: 476 | 329.672 300.743 0.00473769 0.000498963 188736 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.978 296.722 0.00475118 0.000505444 188424 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.317 293.651 0.00456215 0.000508154 197336 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.369 291.317 0.00471118 0.000512944 190556 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.84 286.653 0.00479466 0.000531884 187671 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.099 283.767 0.00485979 0.000518574 184280 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.96 280.319 0.00461731 0.000492323 193940 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.55 277.257 0.00516681 0.000540023 172906 0
: 484 Minimum Test error found - save the configuration
: 484 | 302.295 274.643 0.00475303 0.000518174 188908 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.085 270.914 0.00493431 0.000537453 181948 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.538 268.256 0.00465355 0.000523603 193707 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.576 264.966 0.00483925 0.000527793 185552 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.327 262.028 0.00477309 0.000508804 187605 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.482 259.042 0.00502359 0.000503773 176998 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.027 255.893 0.00484992 0.000490403 183506 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.203 252.507 0.00501497 0.000515283 177790 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.777 249.704 0.00480809 0.000500803 185732 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.596 247.761 0.00485796 0.000582084 187096 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.881 244.172 0.00496949 0.000537374 180501 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.769 241.193 0.00467128 0.000493124 191472 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.82 237.966 0.00461578 0.000514483 195060 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.946 235.274 0.00532845 0.000533484 166842 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.318 233.029 0.0046488 0.000491483 192432 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.514 229.561 0.00470141 0.000531933 191870 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.543 227.718 0.00467319 0.000520713 192656 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.099 224.875 0.00495861 0.000640565 185269 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.114 222.004 0.00500618 0.000508613 177874 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.524 220.155 0.00472367 0.000553444 191836 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.744 217.406 0.00513973 0.000571804 175134 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.922 215.159 0.00502655 0.000522613 177622 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.372 212.468 0.00477433 0.000513183 187743 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.485 209.819 0.00475362 0.000522273 189065 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.818 207.495 0.00487314 0.000584014 186518 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.497 205.746 0.00473698 0.000522234 189810 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.884 202.58 0.00464632 0.000503144 193088 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.336 201.224 0.00471417 0.000513734 190456 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.013 199.318 0.00471435 0.000508994 190234 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.399 196.575 0.00463261 0.000517993 194429 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.171 194.077 0.00472764 0.000499294 189199 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.63 192.164 0.00466561 0.000510013 192511 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.18 189.14 0.00487492 0.000566124 185667 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.877 187.425 0.00457504 0.000511074 196852 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.623 185.408 0.00482709 0.000581074 188412 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.332 183.69 0.00476307 0.000517953 188452 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.959 181.537 0.00476962 0.000525964 188517 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.01 180.154 0.0048465 0.000533634 185491 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.455 178.415 0.00477537 0.000525973 188262 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.228 175.105 0.00471557 0.000523164 190821 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.183 173.26 0.00469322 0.000534324 192359 0
: 525 | 191.852 173.34 0.00455785 0.000453553 194918 1
: 526 Minimum Test error found - save the configuration
: 526 | 189.825 169.679 0.00475194 0.000599444 192655 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.462 167.69 0.00457028 0.000498583 196478 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.501 166.228 0.00467449 0.000488343 191106 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.511 164.595 0.00488126 0.000511273 183067 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.468 162.642 0.00475672 0.000529814 189264 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.164 159.864 0.00488227 0.000552614 184772 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.13 158.829 0.00478339 0.000521804 187723 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.295 156.866 0.00479768 0.000527893 187363 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.127 155.346 0.00489462 0.000558114 184480 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.39 153.622 0.00464025 0.000524643 194382 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.412 152.529 0.00480242 0.000545503 187929 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.387 149.865 0.00477442 0.000580884 190770 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.415 148.398 0.0047663 0.000507123 187830 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.442 145.679 0.00475209 0.000523764 189200 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.525 144.765 0.00499027 0.000509124 178526 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.594 144.23 0.0047756 0.000567673 190117 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.719 143.198 0.00471456 0.000520424 190742 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.931 140.076 0.00481623 0.000523073 186343 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.054 138.197 0.0050528 0.000596304 179513 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.528 137.751 0.0048923 0.000522033 183055 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.733 136.129 0.00476572 0.000543574 189477 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.008 134.624 0.00493032 0.000527283 181693 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.337 132.67 0.00479438 0.000528394 187530 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.464 131.956 0.004944 0.000571614 182966 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.884 129.92 0.0048714 0.000591854 186936 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.893 127.514 0.00541672 0.000572474 165144 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.522 126.723 0.00527903 0.000579924 170245 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.583 124.397 0.00498235 0.000558824 180851 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.041 123.642 0.00497148 0.000541864 180602 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.318 122.04 0.00512498 0.000576394 175879 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.801 120.192 0.00487198 0.000508974 183360 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.365 120.188 0.0052306 0.000568544 171598 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.789 117.992 0.00494492 0.000577184 183161 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.247 115.715 0.00512078 0.000667894 179659 0
: 560 | 127.721 116.425 0.00510842 0.000517953 174274 1
: 561 Minimum Test error found - save the configuration
: 561 | 126.121 115.22 0.00491522 0.000584754 184737 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.507 112.914 0.00510258 0.000593875 177434 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.036 111.285 0.00530966 0.000613574 170355 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.662 110.389 0.00516411 0.000539014 172970 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.114 108.441 0.00509452 0.000669305 180782 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.916 108.075 0.00494887 0.000532303 181136 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.774 106.859 0.00471235 0.000490194 189477 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.226 105.843 0.00475684 0.000551934 190254 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.62 104.199 0.00476273 0.000516024 188381 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.273 104.166 0.00459992 0.000497994 195030 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.891 101.27 0.00458166 0.000533954 197643 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.342 100.641 0.00479683 0.000550864 188414 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.358 99.9874 0.00503518 0.000503413 176531 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.788 98.8261 0.00490348 0.000558014 184100 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.694 97.0573 0.00499611 0.000601685 182049 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.351 95.6709 0.00477601 0.000545294 189093 0
: 577 | 104.195 95.7672 0.004674 0.000500843 191701 1
: 578 Minimum Test error found - save the configuration
: 578 | 103.074 95.6011 0.00491965 0.000503144 181139 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.824 93.7223 0.00530545 0.000617154 170638 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.341 92.2509 0.00502557 0.000535494 178171 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.1513 91.5345 0.00504783 0.000557633 178166 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.8789 89.6209 0.00502808 0.000528874 177809 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.8004 88.736 0.00472129 0.000493243 189213 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.6602 87.0158 0.00473072 0.000520503 190014 0
: 585 | 94.5997 87.8524 0.00466146 0.000481143 191373 1
: 586 Minimum Test error found - save the configuration
: 586 | 93.5865 84.9698 0.00473473 0.000524543 190015 0
: 587 | 92.3554 85.1789 0.00493287 0.000462063 178938 1
: 588 Minimum Test error found - save the configuration
: 588 | 91.1313 82.876 0.00491429 0.000499633 181214 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.0533 82.4587 0.00481719 0.000550353 187492 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.2019 80.9635 0.00463841 0.000559004 196107 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.1546 80.6686 0.00476052 0.000536403 189389 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.8887 79.3638 0.00493056 0.000554004 182792 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.7267 78.5591 0.00463827 0.000492294 192958 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.818 77.0838 0.00483424 0.000564914 187383 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.7657 76.6913 0.00497499 0.000511693 179240 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.8851 74.8302 0.0049243 0.000546894 182756 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.0608 73.7752 0.00468776 0.000500803 191069 0
: 598 | 80.9932 73.9854 0.00487327 0.000618384 188019 1
: 599 Minimum Test error found - save the configuration
: 599 | 79.8952 72.6125 0.00495457 0.000523553 180545 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.885 71.6898 0.00505464 0.000602435 179686 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.0224 71.1103 0.00489781 0.000519874 182734 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.1985 69.2341 0.00477555 0.000514354 187741 0
: 603 | 76.2973 69.8612 0.00491408 0.000484783 180615 1
: 604 | 75.2642 69.6366 0.00491379 0.000468384 179961 2
: 605 Minimum Test error found - save the configuration
: 605 | 74.443 68.8368 0.005014 0.000529314 178385 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.3891 67.6213 0.00478756 0.000553764 188956 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.6032 66.4513 0.00471418 0.000517994 190649 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.8187 65.6265 0.00512678 0.000543244 174538 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.7925 65.342 0.00497313 0.000549283 180838 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.9863 63.2293 0.00469986 0.000509274 190904 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.048 62.3595 0.00479782 0.000495673 185954 0
: 612 | 68.3396 62.6524 0.00478717 0.000506054 186867 1
: 613 Minimum Test error found - save the configuration
: 613 | 67.5437 61.2983 0.00531975 0.000610144 169866 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.6924 60.9618 0.00610668 0.000635725 146227 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.9383 59.8553 0.00598213 0.000656235 150209 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.0727 58.9064 0.00510922 0.000520403 174337 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.3523 57.4439 0.00483494 0.000533283 185975 0
: 618 | 63.5581 57.6012 0.0046092 0.000469223 193238 1
: 619 | 63.3846 58.9496 0.00493102 0.000544024 182357 2
: 620 | 62.4943 57.9225 0.00510451 0.000547264 175544 3
: 621 Minimum Test error found - save the configuration
: 621 | 61.5991 55.6077 0.00492519 0.000497223 180670 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.5217 55.5405 0.00527881 0.000490493 167073 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.8399 54.9054 0.00503756 0.000654964 182540 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0718 52.8659 0.00492458 0.000584574 184331 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.4808 51.9636 0.00494754 0.000562004 182418 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.9449 51.7881 0.00486207 0.000511134 183868 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.0514 51.6264 0.00470521 0.000585064 194168 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.4731 51.3883 0.004819 0.000589944 189167 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1137 49.6108 0.00509483 0.000553444 176157 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.1831 49.0894 0.00510748 0.000517783 174303 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.4777 48.0635 0.00482982 0.000575864 188060 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.6636 47.9905 0.00493941 0.000545404 182066 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.9642 47.2703 0.00485175 0.000584674 187482 0
: 634 | 52.4892 47.9606 0.00476357 0.000485683 187008 1
: 635 Minimum Test error found - save the configuration
: 635 | 51.8386 46.4902 0.00467654 0.000498783 191490 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.0647 45.6953 0.00477808 0.000530224 188330 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.39 44.3734 0.00503718 0.000512463 176806 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.9602 44.1528 0.00482163 0.000513103 185678 0
: 639 | 49.3687 45.4724 0.00485122 0.000566604 186714 1
: 640 Minimum Test error found - save the configuration
: 640 | 48.8717 43.4439 0.0047437 0.000503454 188668 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.14 42.4139 0.00491302 0.000588834 185006 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.4813 41.9285 0.0048034 0.000523944 186940 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.875 41.4104 0.00477798 0.000536114 188596 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.5045 41.2652 0.00491404 0.000503723 181393 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.8157 40.3752 0.00495369 0.000546244 181511 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.2025 39.9094 0.00471357 0.000514554 190521 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.7903 39.2152 0.00518987 0.000577264 173438 0
: 648 | 44.4287 39.6341 0.00465145 0.000494383 192443 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.7647 38.6464 0.00543386 0.000565464 164325 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.1947 38.2731 0.00497972 0.000564194 181179 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.6839 37.4625 0.00511633 0.000576614 176222 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.1012 37.332 0.00497169 0.000541824 180592 0
: 653 | 41.6124 37.5204 0.00485572 0.000519864 184508 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.4113 36.5938 0.00517281 0.000551734 173120 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.6792 35.1299 0.00482769 0.000575044 188118 0
: 656 | 40.0457 35.2377 0.00474694 0.000514783 189029 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.5142 34.8233 0.00481897 0.000488423 184734 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.0604 34.201 0.00508504 0.000584364 177751 0
: 659 | 38.7133 34.7836 0.00501884 0.000554553 179200 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.2428 33.5194 0.00571627 0.000651774 157962 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.7109 33.2183 0.00606559 0.000616424 146811 0
: 662 | 37.2309 33.6759 0.00505619 0.000476523 174685 1
: 663 | 36.8634 33.391 0.0048937 0.000482594 181360 2
: 664 Minimum Test error found - save the configuration
: 664 | 36.4536 31.798 0.00499839 0.000585354 181281 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.0961 31.3074 0.0049437 0.000525024 181050 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.5172 31.1417 0.0052527 0.000553013 170224 0
: 667 | 35.1706 31.5822 0.00500298 0.000494893 177459 1
: 668 | 34.9354 32.1436 0.00487322 0.000485444 182325 2
: 669 Minimum Test error found - save the configuration
: 669 | 34.4562 29.7511 0.0053775 0.000608014 167733 0
: 670 | 34.0339 30.9716 0.0050294 0.000601074 180655 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.3753 29.6294 0.00507128 0.000576164 177971 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.024 28.377 0.00482903 0.000552643 187074 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.7708 28.2617 0.00490153 0.000533174 183135 0
: 674 | 32.3314 29.9526 0.00475006 0.000477323 187234 1
: 675 Minimum Test error found - save the configuration
: 675 | 31.8813 27.7837 0.00483498 0.000526223 185668 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5587 27.7637 0.00480803 0.000515034 186350 0
: 677 | 30.9286 27.8547 0.00472958 0.000543374 191104 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.5301 27.0456 0.00492104 0.000536394 182455 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.2367 26.781 0.00484546 0.000536534 185661 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.8982 26.1718 0.00502553 0.000527864 177870 0
: 681 | 29.6603 26.2177 0.00482901 0.000493893 184539 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.0697 25.5005 0.00476995 0.000508894 187747 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8442 24.5521 0.00480683 0.000499563 185733 0
: 684 | 28.4224 24.9555 0.00473321 0.000492404 188643 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.1223 24.501 0.00478501 0.000529793 188004 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.7083 24.2689 0.00474551 0.000504124 188617 0
: 687 | 27.2411 24.7494 0.00484646 0.000493014 183762 1
: 688 | 26.8527 24.2692 0.00462166 0.000458543 192164 2
: 689 Minimum Test error found - save the configuration
: 689 | 26.5182 23.2176 0.00473726 0.000543244 190748 0
: 690 | 26.2845 23.7616 0.00466377 0.000478733 191157 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.9666 22.9947 0.00465372 0.000502803 192728 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.4657 22.9093 0.00466985 0.000498393 191779 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.1793 22.1168 0.00479798 0.000544974 188102 0
: 694 | 24.9749 22.8139 0.00466357 0.000497723 192038 1
: 695 | 24.8492 22.6071 0.0048052 0.000474993 184749 2
: 696 | 24.5058 22.5219 0.00490162 0.000507654 182068 3
: 697 | 24.1201 22.144 0.00483027 0.000490574 184345 4
: 698 Minimum Test error found - save the configuration
: 698 | 23.5513 21.0603 0.0047104 0.000522744 191038 0
: 699 | 23.3381 21.748 0.00488754 0.000495983 182168 1
: 700 | 23.0408 21.9745 0.00472185 0.000461833 187793 2
: 701 Minimum Test error found - save the configuration
: 701 | 22.7138 20.8241 0.00465616 0.000528953 193836 0
: 702 | 22.5459 21.3917 0.00465389 0.000468463 191139 1
: 703 | 22.1929 21.239 0.00465623 0.000462203 190747 2
: 704 Minimum Test error found - save the configuration
: 704 | 22.0184 19.8482 0.0051564 0.000561924 174122 0
: 705 | 21.696 20.2565 0.00481845 0.000499284 185221 1
: 706 | 21.282 20.1916 0.00499104 0.000498553 178075 2
: 707 | 20.9717 20.0068 0.00497026 0.000454843 177171 3
: 708 Minimum Test error found - save the configuration
: 708 | 20.8595 19.3315 0.00515808 0.000559584 173970 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5448 19.0373 0.00499426 0.000650484 184171 0
: 710 | 20.3454 19.5388 0.00513947 0.000509833 172800 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.1473 18.2624 0.00492506 0.000499003 180748 0
: 712 | 19.623 19.1579 0.00494946 0.000468703 178541 1
: 713 | 19.5176 20.0673 0.00527106 0.000621244 172050 2
: 714 | 19.6072 19.3847 0.00503063 0.000548624 178491 3
: 715 | 18.8483 18.6308 0.0047486 0.000530924 189678 4
: 716 | 18.484 18.3308 0.00477861 0.000463363 185389 5
: 717 Minimum Test error found - save the configuration
: 717 | 18.2147 18.0625 0.00481553 0.000516223 186076 0
: 718 | 18.1084 18.086 0.00479181 0.000471893 185189 1
: 719 | 17.9602 18.9048 0.00487349 0.000468173 181599 2
: 720 | 18.2057 19.0994 0.00477348 0.000477394 186216 3
: 721 Minimum Test error found - save the configuration
: 721 | 17.6709 17.3444 0.00485197 0.000535484 185336 0
: 722 | 17.1744 18.0523 0.00496529 0.000515424 179781 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.9967 17.2576 0.00492578 0.000526703 181856 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.869 16.5843 0.00476059 0.000508864 188159 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.3377 16.2504 0.0046783 0.000501164 191519 0
: 726 | 16.2419 16.4055 0.00467874 0.000483233 190680 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.0182 15.8306 0.00487022 0.000561604 185674 0
: 728 | 15.7456 16.4001 0.00481679 0.000500614 185349 1
: 729 | 15.4074 16.6419 0.00471536 0.000464183 188183 2
: 730 | 15.3186 16.7938 0.00466147 0.000501644 192316 3
: 731 Minimum Test error found - save the configuration
: 731 | 15.1134 15.1263 0.00475174 0.000524494 189248 0
: 732 | 15.017 15.8133 0.00469379 0.000485363 190095 1
: 733 | 14.7322 15.8771 0.00490216 0.000480684 180935 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.4414 14.8004 0.00468259 0.000522134 192287 0
: 735 | 14.3221 15.5048 0.00485723 0.000481074 182809 1
: 736 | 14.0478 15.4094 0.00470144 0.000534324 191979 2
: 737 Minimum Test error found - save the configuration
: 737 | 13.8787 14.6763 0.00494678 0.000526494 180984 0
: 738 | 13.6366 14.7217 0.00476893 0.000474563 186290 1
: 739 | 13.6656 14.9946 0.00475907 0.000548594 190002 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.3602 14.4471 0.0047834 0.000547933 188881 0
: 741 | 13.1642 15.5255 0.00488836 0.000468184 180988 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.0863 13.2478 0.00508691 0.000609134 178660 0
: 743 | 13.0997 15.5926 0.00489593 0.000493384 181713 1
: 744 | 12.8586 13.4215 0.00493413 0.000507394 180720 2
: 745 | 12.6706 14.0339 0.00476165 0.000565014 190629 3
: 746 | 12.4125 13.7627 0.00487263 0.000535483 184453 4
: 747 | 12.183 14.0394 0.00485106 0.000467234 182489 5
: 748 | 12.3098 14.5126 0.0048932 0.000548954 184152 6
: 749 | 12.2504 15.1081 0.00496634 0.000479023 178280 7
: 750 | 11.6868 13.559 0.00484616 0.000536814 185643 8
: 751 | 11.5878 13.4049 0.00505324 0.000473663 174688 9
: 752 Minimum Test error found - save the configuration
: 752 | 11.6156 13.0626 0.00494008 0.000652974 186606 0
: 753 | 11.2204 13.3279 0.00553986 0.000485793 158288 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.1125 12.898 0.00495083 0.000500084 179745 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.8222 12.4122 0.0049084 0.000573234 184537 0
: 756 | 10.6439 13.1786 0.00487795 0.000456473 180935 1
: 757 | 10.5191 13.4022 0.00484441 0.000465034 182674 2
: 758 | 10.371 12.6183 0.00475108 0.000552294 190531 3
: 759 | 10.248 12.4687 0.00510696 0.000471293 172575 4
: 760 | 10.0691 12.4684 0.00489782 0.000476023 180922 5
: 761 | 10.0589 13.0208 0.00482065 0.000505733 185403 6
: 762 | 9.96557 12.4951 0.0047592 0.000523844 188886 7
: 763 Minimum Test error found - save the configuration
: 763 | 9.76211 12.0047 0.00498958 0.000650645 184377 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.72406 11.9988 0.00497106 0.000537804 180454 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.54727 11.5293 0.00510359 0.000517443 174438 0
: 766 | 9.56461 12.6036 0.00472318 0.000467153 187969 1
: 767 | 9.2491 11.9031 0.00517293 0.000481083 170508 2
: 768 | 9.15086 12.2527 0.0051972 0.000555644 172356 3
: 769 | 9.05469 11.743 0.0048479 0.000502093 184085 4
: 770 | 8.83929 11.5932 0.00484649 0.000508004 184396 5
: 771 Minimum Test error found - save the configuration
: 771 | 8.8914 10.9523 0.00507551 0.000614385 179327 0
: 772 | 8.71594 11.6072 0.00479169 0.000491523 186039 1
: 773 | 8.73031 10.9947 0.00492708 0.000507204 181000 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.4644 10.5381 0.0049317 0.000631575 186041 0
: 775 | 8.45244 11.4832 0.00497378 0.000493663 178567 1
: 776 | 8.34055 11.3961 0.00496937 0.000521074 179844 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.1237 10.1595 0.00488154 0.000526484 183694 0
: 778 | 8.33049 10.9428 0.00478131 0.000490972 186465 1
: 779 | 8.14822 10.9551 0.00488941 0.000474493 181204 2
: 780 | 7.95449 10.3395 0.00507223 0.000509423 175331 3
: 781 | 7.75492 10.2766 0.00481705 0.000499803 185303 4
: 782 | 7.6511 11.0374 0.00485632 0.000489083 183182 5
: 783 | 7.71323 10.2179 0.00512039 0.000498552 173091 6
: 784 | 7.45806 10.9251 0.00483583 0.000502893 184632 7
: 785 Minimum Test error found - save the configuration
: 785 | 7.52227 9.87696 0.00482342 0.000535714 186580 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.5093 9.31229 0.00495529 0.000588964 183220 0
: 787 | 7.30599 11.3262 0.00488602 0.000616964 187395 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.29313 8.85754 0.00500664 0.000533054 178827 0
: 789 | 7.11749 12.3157 0.00475273 0.000484134 187415 1
: 790 | 7.01208 10.0083 0.00463723 0.000492183 193001 2
: 791 | 6.79545 10.4081 0.00465869 0.000507173 192701 3
: 792 | 6.7159 10.5134 0.00495564 0.000489744 179135 4
: 793 | 6.7203 10.2872 0.0049371 0.000495853 180129 5
: 794 | 6.7721 9.80421 0.00493214 0.000511664 180976 6
: 795 | 6.51787 9.51756 0.00518324 0.000572364 173503 7
: 796 | 6.4523 9.85772 0.0049391 0.000556404 182536 8
: 797 | 6.4232 10.3854 0.00486625 0.000616304 188238 9
: 798 | 6.28332 10.8778 0.00542115 0.000497303 162475 10
: 799 | 6.26045 8.91659 0.00496215 0.000568964 182100 11
: 800 | 6.36095 9.28789 0.00473288 0.000481093 188156 12
: 801 | 6.1852 9.64692 0.00495586 0.000500712 179567 13
: 802 | 6.13186 8.97726 0.0047762 0.000472043 185867 14
: 803 | 5.94999 9.973 0.00476497 0.000465672 186077 15
: 804 | 5.85907 9.45275 0.00478685 0.000464613 185089 16
: 805 | 5.70864 9.4642 0.00513539 0.000473493 171604 17
: 806 | 5.55628 9.67347 0.00484631 0.000471833 182879 18
: 807 Minimum Test error found - save the configuration
: 807 | 5.53118 8.56309 0.00468358 0.000543472 193232 0
: 808 | 5.66377 10.2558 0.00484435 0.000472613 182993 1
: 809 | 5.44336 9.0449 0.00458425 0.000474524 194660 2
: 810 | 5.39584 8.74738 0.00484332 0.000505854 184439 3
: 811 Minimum Test error found - save the configuration
: 811 | 5.21773 8.53997 0.00480397 0.000517323 186626 0
: 812 | 5.21925 9.20577 0.004714 0.000499424 189817 1
: 813 | 5.16591 8.82799 0.00461382 0.000460303 192608 2
: 814 | 5.22115 8.95273 0.00481925 0.000488373 184720 3
: 815 Minimum Test error found - save the configuration
: 815 | 5.18233 8.39443 0.00508617 0.000520573 175223 0
: 816 | 4.97029 8.88427 0.00475265 0.000468794 186748 1
: 817 | 4.97324 8.45324 0.00502869 0.000487063 176148 2
: 818 Minimum Test error found - save the configuration
: 818 | 4.88056 8.35233 0.00477416 0.000557684 189732 0
: 819 | 4.8772 9.02763 0.00515086 0.000489543 171625 1
: 820 | 4.81539 8.95982 0.00494585 0.000512213 180439 2
: 821 | 4.7296 9.27601 0.00481031 0.000554644 187985 3
: 822 Minimum Test error found - save the configuration
: 822 | 4.74305 8.02711 0.00521112 0.000524073 170683 0
: 823 | 4.69896 9.79041 0.00479062 0.000546284 188486 1
: 824 | 4.74646 8.6943 0.00510843 0.000491814 173287 2
: 825 | 4.61983 9.05682 0.00485794 0.000536164 185109 3
: 826 | 4.52788 8.15679 0.00477999 0.000463995 185357 4
: 827 | 4.43816 8.69398 0.00486315 0.000552934 185605 5
: 828 Minimum Test error found - save the configuration
: 828 | 4.27325 7.54435 0.00473268 0.000511003 189498 0
: 829 | 4.2455 8.50288 0.00464524 0.000473163 191751 1
: 830 | 4.35034 8.15959 0.00474287 0.000480504 187689 2
: 831 | 4.27159 8.4498 0.00491935 0.000510764 181464 3
: 832 | 4.22102 9.24941 0.00456521 0.000489683 196294 4
: 833 | 4.20434 8.94256 0.00492975 0.000512675 181115 5
: 834 | 4.15592 8.78786 0.0049797 0.000486014 178028 6
: 835 | 4.21371 8.32428 0.00523996 0.000517243 169394 7
: 836 | 4.16231 9.07137 0.00511702 0.000488243 172832 8
: 837 | 3.95203 8.72103 0.0046358 0.000486393 192798 9
: 838 | 3.79725 7.6796 0.00482108 0.000520644 186028 10
: 839 | 3.86148 7.91517 0.00506206 0.000503334 175488 11
: 840 | 3.80973 7.57377 0.00498682 0.000521154 179145 12
: 841 | 3.84589 9.6363 0.0048657 0.000598663 187484 13
: 842 | 3.72857 8.4561 0.00467038 0.000512154 192390 14
: 843 | 3.69134 8.11284 0.00498612 0.000504054 178489 15
: 844 | 3.68174 8.11499 0.00496609 0.000484293 178500 16
: 845 | 3.55055 8.41902 0.00468934 0.000458194 189074 17
: 846 | 3.68479 8.35382 0.00477552 0.000475702 186054 18
: 847 | 3.74522 8.31113 0.00470293 0.000487822 189793 19
: 848 | 3.62166 9.04314 0.00485209 0.000512623 184354 20
: 849 | 3.59165 7.78821 0.00503689 0.000500184 176339 21
:
: Elapsed time for training with 1000 events: 4.02 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00672 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.873 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.197 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.27622e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05494e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0389 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0378 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00168 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0516 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.933 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: 0.0231 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00281 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.039 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00455 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0019 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00035 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0506 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00616 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024491 1.1433 [ -3.3781 5.7307 ]
: var2: 0.070022 1.0760 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024491 1.1433 [ -3.3781 5.7307 ]
: var2: 0.070022 1.0760 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.93 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.780 0.0327 5.61 1.57 | 3.223 3.235
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0807 0.0855 2.21 1.11 | 3.349 3.342
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
