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: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.606 sec
: Elapsed time for training with 1000 events: 0.613 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0065 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00139 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00923 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000387 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0019 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33599
: --------------------------------------------------------------
: 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 | 34858.4 33214.9 0.0193332 0.00178813 45596.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 34385.9 32680.9 0.0195287 0.0018005 45125.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 33782.2 32002.3 0.0198038 0.00182567 44498.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 33109 31287.1 0.0198947 0.00181164 44240.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 32334.8 30458.5 0.0200619 0.00185161 43931.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 31452.9 29689.8 0.0198616 0.00180559 44306.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30829.2 29220.5 0.0198033 0.00180099 44438.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 30402.8 28856.5 0.0197431 0.00178327 44543.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 30047.5 28531.3 0.0197593 0.00178824 44516.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 29726.1 28222.6 0.0197885 0.00179251 44454.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 29417.5 27932 0.0197511 0.00179004 44540.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 29122.3 27654.5 0.0197919 0.00178871 44436.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 28841.1 27382.8 0.019753 0.00178546 44524.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 28567 27117.7 0.0197955 0.00179915 44453.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 28300.4 26858 0.0197944 0.0017962 44448.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 28037.6 26606.1 0.0198038 0.00180061 44436.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 27783.1 26356.9 0.0197756 0.00180334 44513 0
: 18 Minimum Test error found - save the configuration
: 18 | 27529.9 26115.1 0.0198243 0.00180503 44397 0
: 19 Minimum Test error found - save the configuration
: 19 | 27284.9 25874.6 0.0197969 0.00180785 44471.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 27041.8 25638.9 0.0199378 0.00182747 44173.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 26801.4 25408.7 0.0198069 0.001802 44432.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 26566.9 25180.5 0.0197669 0.00179261 44508.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 26336.8 24952.8 0.0197864 0.00179815 44473.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 26105.6 24731.6 0.0197967 0.00180001 44452.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 25878 24515.7 0.0198101 0.00181145 44447.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 25657 24299.2 0.0198591 0.00181061 44324.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 25435.5 24087 0.019803 0.00181405 44471.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 25220.1 23873.8 0.0198019 0.00179871 44436.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 25006.2 23661.8 0.0197981 0.001793 44431.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 24791 23456.4 0.0198145 0.00179682 44400.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 24581.9 23252 0.0198209 0.00180305 44400.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 24372.9 23051.8 0.0198279 0.00180481 44387.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 24169.3 22851.2 0.0198469 0.00181003 44353.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 23966.7 22652.2 0.0198584 0.00181131 44328.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 23763.8 22458.3 0.019989 0.00182278 44037.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 23566.1 22265.1 0.0198638 0.00180422 44297.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 23368.6 22075.1 0.0198482 0.00179878 44322.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 23174.7 21885.9 0.0198307 0.00180017 44369.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 22981.8 21699.2 0.0198347 0.00179455 44345.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 22791.8 21513.5 0.0198423 0.00179866 44336.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 22601 21332.7 0.0198316 0.00179572 44356.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 22415.2 21152.1 0.0198553 0.00180362 44317.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 22230.7 20972.5 0.0198365 0.00180977 44378.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 22048 20793.9 0.0198364 0.0018057 44368.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 21867.8 20615.4 0.019853 0.00181528 44351.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 21686.5 20441.3 0.0198522 0.00181037 44341.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 21509.1 20267.8 0.019866 0.00181256 44312.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 21331.2 20097.2 0.0198642 0.0018177 44330 0
: 49 Minimum Test error found - save the configuration
: 49 | 21155.8 19920.3 0.0198715 0.00181192 44297.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 20974 19737.2 0.0200371 0.00183645 43954.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20806.3 19579 0.0199323 0.00181619 44159.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 20630.8 19407.9 0.0199094 0.00181649 44216.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 20462.8 19235.5 0.019924 0.00181983 44188.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 20290 19074.5 0.0199555 0.00182673 44128.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 20124.4 18909.4 0.0199557 0.00182005 44112.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 19958.8 18745.9 0.0199774 0.00185215 44137.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 19791.3 18587.6 0.0199689 0.00182589 44094.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 19631.4 18425 0.0199429 0.0018126 44125.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 19465.5 18269.5 0.0199952 0.00182776 44034.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 19306.3 18110.1 0.0199692 0.00181382 44064.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 19142.3 17955.2 0.0200177 0.00183397 43995.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 18986.5 17796.7 0.0199934 0.00181985 44020 0
: 63 Minimum Test error found - save the configuration
: 63 | 18826.8 17645 0.0200133 0.00181278 43954.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 18667.6 17494.7 0.0200142 0.00182524 43982.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 18514.6 17341.7 0.0202089 0.0018518 43579.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 18361.1 17189.9 0.0200291 0.00182979 43957.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 18205.4 17042.1 0.0200842 0.00183951 43848.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 18055 16893.5 0.020047 0.00183299 43922.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 17903.2 16747.2 0.0200702 0.00183719 43876.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 17751.8 16605.9 0.0200941 0.00183925 43823.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 17607.6 16459 0.0200815 0.00183997 43855.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 17459.4 16315.4 0.020104 0.00185131 43829.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 17313.8 16173.1 0.0200906 0.00183879 43831.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 17168.6 16032.5 0.0200917 0.00183583 43821.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 17025.1 15893.9 0.0200877 0.00182299 43800.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 16883.6 15755.2 0.020103 0.00182183 43760.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 16743.4 15617.5 0.0200827 0.00183162 43833.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 16604.8 15479.6 0.0200841 0.00182886 43823.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 16466.2 15343.7 0.0201209 0.00183912 43759.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 16326.6 15212.5 0.0202864 0.00184983 43392.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 16191.4 15082.6 0.0201265 0.00183021 43724.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 16058.8 14950 0.0201235 0.00183532 43744.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 15923.7 14821.6 0.0201194 0.00183726 43758.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 15792.3 14692.6 0.0201274 0.00183161 43725.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 15662.8 14562.4 0.020105 0.00183406 43785.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 15531.6 14435.5 0.0201594 0.00186713 43734.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 15401.9 14311.1 0.0201905 0.0018458 43609.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 15275.6 14185.5 0.0201597 0.00184749 43686.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 15147.7 14062.9 0.0201531 0.00184892 43705.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 15023.4 13939.7 0.0201478 0.00185043 43722.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 14898.3 13818.6 0.0201403 0.00184095 43717.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14776.9 13695.5 0.0201503 0.00183812 43686.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 14653.2 13575.9 0.0201579 0.0018412 43675.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 14530.6 13459.3 0.0202203 0.00187883 43616.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 14410.3 13344.1 0.0203353 0.00187854 43344.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 14291.6 13229 0.0201876 0.00185231 43631.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 14176 13111 0.0202032 0.00185346 43597.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 14059.3 12993.6 0.0201526 0.00183559 43675.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 13941.1 12880.3 0.0201959 0.00184777 43601.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 13824.3 12770.6 0.0201892 0.00184634 43613.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 13711 12660.3 0.0201783 0.00184027 43625.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 13600.3 12547.4 0.0201762 0.00183913 43627.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 13486.4 12437.8 0.0202268 0.0018509 43535.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 13376 12327.6 0.0201947 0.00184704 43602.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 13264.5 12220.2 0.0201935 0.00184583 43602.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 13155.4 12113.3 0.0202061 0.00184183 43562.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 13046.1 12008.6 0.0206039 0.00189169 42752.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 12941.5 11899.9 0.020287 0.00189513 43497.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 12832.2 11796.4 0.0203007 0.00187241 43411.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 12726.7 11693.1 0.0204114 0.00191443 43250.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 12622.4 11590 0.020208 0.00185721 43595 0
: 112 Minimum Test error found - save the configuration
: 112 | 12516.8 11490.5 0.0202424 0.0018639 43529.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 12416.5 11387.2 0.0202086 0.00184396 43561.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 12312.8 11287.1 0.0202542 0.00185434 43478.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 12212 11187.1 0.020208 0.00184862 43574.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 12111.9 11087.5 0.0202386 0.00185212 43510.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 12012.6 10988.4 0.0202294 0.00184869 43524 0
: 118 Minimum Test error found - save the configuration
: 118 | 11911.2 10894.1 0.0202344 0.00184389 43500.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 11815.4 10797.5 0.0201872 0.00183876 43600.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 11716.3 10704.9 0.0201873 0.00183209 43584.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 11623.4 10607.8 0.0202202 0.00184475 43536.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 11526.5 10513.8 0.0202318 0.00185783 43539.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 11431.9 10420.6 0.0203524 0.00187801 43303.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 11336.9 10329.9 0.0202238 0.0018533 43548.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 11245.8 10237 0.0203608 0.0018785 43284.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 11151.7 10147.8 0.0202344 0.00185695 43531.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 11061.1 10057.9 0.0202227 0.00184481 43530.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 10969.9 9969.07 0.0202122 0.00186105 43594 0
: 129 Minimum Test error found - save the configuration
: 129 | 10881.2 9878.96 0.0202212 0.00185311 43553.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 10791.1 9790.91 0.0202297 0.00184786 43521.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10703.3 9702.53 0.0202156 0.00184086 43538.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 10614.3 9617.04 0.0202274 0.00184123 43511 0
: 133 Minimum Test error found - save the configuration
: 133 | 10527.8 9531.12 0.0202184 0.00185116 43555.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 10441.6 9445.91 0.020252 0.00185111 43476.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 10355.5 9362.19 0.0202428 0.00184534 43484.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 10271.1 9278.41 0.0202504 0.00184783 43472.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 10187.7 9194.17 0.0202525 0.00186236 43501.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 10102.8 9112.9 0.0202517 0.00186 43497.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 10021 9030.67 0.0203968 0.00187736 43198 0
: 140 Minimum Test error found - save the configuration
: 140 | 9938.57 8949.85 0.0202809 0.00186744 43446.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 9857.29 8869.54 0.0202675 0.0018654 43473.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 9776.48 8790.08 0.0202318 0.00185099 43523.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 9697.03 8710.52 0.0202491 0.00184825 43476.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 9616.67 8633.11 0.0202598 0.00185404 43464.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9540 8553.38 0.0202555 0.00185369 43474 0
: 146 Minimum Test error found - save the configuration
: 146 | 9459.48 8477.94 0.020234 0.00183873 43489.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 9383.72 8400.67 0.0205057 0.00187633 42942.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 9307.25 8323.63 0.0202573 0.0018546 43471.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 9229.91 8249.2 0.0202752 0.00185392 43428 0
: 150 Minimum Test error found - save the configuration
: 150 | 9154.97 8174.46 0.0202841 0.00186097 43423.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 9079.47 8101.5 0.0204571 0.00193886 43200.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 9005.36 8028.9 0.020382 0.00188646 43253.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 8933.57 7953.82 0.0203384 0.00188186 43345.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 8858.52 7882.58 0.020548 0.00190415 42909.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 8788.5 7808.39 0.020317 0.00185789 43339.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 8713.28 7740.13 0.0202471 0.00184891 43482.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 8644.29 7668.7 0.0202584 0.0018472 43451.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 8572.86 7599.3 0.0202497 0.00185231 43484.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 8503.8 7528.8 0.0202531 0.00184919 43469 0
: 160 Minimum Test error found - save the configuration
: 160 | 8433.78 7460.03 0.0202315 0.00184177 43502.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 8364.3 7392.53 0.0202561 0.0018455 43453.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 8296.38 7325 0.0202499 0.00185073 43480.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 8229.77 7256.28 0.020248 0.00185656 43498.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 8161.03 7190.55 0.0202782 0.00186706 43452 0
: 165 Minimum Test error found - save the configuration
: 165 | 8095.9 7123.16 0.020255 0.00185926 43488.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 8028.25 7058.61 0.0202548 0.00186206 43495.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 7962.26 6995.58 0.0202657 0.00186285 43471.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 7899.02 6930.17 0.020264 0.00185986 43468.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 7835.04 6864.73 0.020399 0.00188167 43202.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 7770.08 6801.58 0.0202657 0.00185567 43454.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 7705.69 6740.57 0.0202751 0.00185864 43439.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 7645.55 6675.9 0.0202993 0.00185474 43373.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 7582.04 6613.72 0.0202724 0.00185583 43439.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 7520.03 6552.01 0.0202916 0.00185046 43381.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 7457.97 6492.27 0.0202876 0.00185361 43398 0
: 176 Minimum Test error found - save the configuration
: 176 | 7398.02 6431.8 0.0204586 0.00190572 43120 0
: 177 Minimum Test error found - save the configuration
: 177 | 7338.01 6371.26 0.0202698 0.00185592 43445.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 7277.67 6312.23 0.0202606 0.00186104 43479.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7218 6254.4 0.0202553 0.00185984 43489 0
: 180 Minimum Test error found - save the configuration
: 180 | 7159.94 6195.58 0.0202976 0.00186794 43408.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 7101.82 6137.35 0.020283 0.00185645 43415.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 7044.12 6079.03 0.0202626 0.00185089 43450.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 6985.57 6023.39 0.0202735 0.001854 43432.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 6929.79 5966.38 0.0203871 0.00186391 43189.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 6873 5910.53 0.0202632 0.00185181 43451.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 6818.63 5853.03 0.0203087 0.00185758 43357.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 6760.73 5799.52 0.020272 0.0018513 43429.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 6706.55 5745.62 0.0203045 0.00186346 43381.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 6652.46 5690.81 0.0202558 0.00185777 43483 0
: 190 Minimum Test error found - save the configuration
: 190 | 6598.15 5637.34 0.0202802 0.0018589 43427.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 6544.92 5583.4 0.0202679 0.00186049 43460.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6491.26 5530.41 0.020272 0.00186285 43456.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 6438.16 5478.39 0.0202676 0.00186177 43464.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 6386.35 5426.19 0.0202883 0.0018645 43422.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 6333.1 5376.23 0.0202892 0.00185294 43392.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 6282.8 5324.83 0.020316 0.00185518 43335.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 6231.73 5273.75 0.0203129 0.00185646 43345.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6180.79 5223.46 0.020441 0.0019879 43353 0
: 199 Minimum Test error found - save the configuration
: 199 | 6130.35 5174.22 0.0203314 0.0018496 43285.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 6080.55 5126.47 0.0203094 0.00185838 43358.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 6033.06 5075.2 0.0202947 0.00186228 43401.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 5981.61 5027.27 0.0203524 0.00188041 43308.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 5933.5 4979.51 0.0202889 0.00186104 43412.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 5884.96 4932.74 0.0202721 0.0018591 43447.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 5838 4884.46 0.0202853 0.00186577 43432.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 5790.26 4837.41 0.0202598 0.00185483 43466.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 5743.5 4790.25 0.0202549 0.00184194 43447.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 5696.36 4744.35 0.0202507 0.00184754 43470.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 5650.05 4698.7 0.0202789 0.0018446 43397.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 5603.24 4655.06 0.0203155 0.00185539 43336.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 5558.51 4610.48 0.0202885 0.00185487 43399 0
: 212 Minimum Test error found - save the configuration
: 212 | 5514.1 4564.88 0.0202946 0.00185479 43384.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 5467.91 4522.08 0.020388 0.00185698 43170.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 5425.08 4476.84 0.0202626 0.00185433 43458.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 5380.18 4433.12 0.0202977 0.00186451 43399.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5335.67 4390.79 0.0202928 0.00186477 43412.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 5292.66 4348.37 0.0203027 0.00186406 43387.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 5249.51 4306.55 0.0202994 0.0018628 43392 0
: 219 Minimum Test error found - save the configuration
: 219 | 5206.73 4264.63 0.0202836 0.00185942 43421.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 5164.4 4223.09 0.0202722 0.0018477 43420.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5121.99 4182.61 0.0202716 0.00184953 43426.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 5080.75 4141.79 0.0203058 0.00185017 43347.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 5038.67 4102.21 0.0202954 0.00185177 43375.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4999.07 4060.61 0.0202845 0.00185588 43410.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 4956.65 4022.23 0.0202836 0.00184613 43390 0
: 226 Minimum Test error found - save the configuration
: 226 | 4918.19 3981.22 0.0203032 0.00185743 43370.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 4876.76 3942.13 0.0203023 0.0018602 43378.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 4835.74 3905.55 0.020431 0.00187974 43123.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 4797.61 3867.06 0.0202995 0.00185878 43382.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 4759 3828.48 0.0202906 0.00187667 43445.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 4719.65 3791.15 0.0202677 0.00185738 43453.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 4681.8 3752.5 0.0202849 0.0018425 43378.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 4641.84 3717.08 0.0202678 0.00185049 43437.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 4605.4 3679.49 0.0203045 0.00185598 43364 0
: 235 Minimum Test error found - save the configuration
: 235 | 4566.43 3644.45 0.0202886 0.00184593 43377.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 4530.38 3607.46 0.0202909 0.00185261 43388.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 4492.28 3572.57 0.0202942 0.00185717 43390.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 4456.34 3536.86 0.0202722 0.00184783 43420.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 4419.55 3501.85 0.020298 0.00185667 43380.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 4382.79 3467.94 0.0202855 0.00186256 43424.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 4347.48 3433.52 0.0203096 0.00185946 43360.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 4311.96 3398.84 0.0203233 0.00186634 43344.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 4277.18 3363.89 0.0204462 0.00189222 43117.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4241.11 3330.55 0.0203466 0.00187448 43308.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 4206.28 3297.41 0.0203117 0.00185939 43355.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 4170.82 3266.26 0.0205284 0.0018932 42929.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 4138.58 3232.42 0.0204678 0.00190624 43099.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 4104.13 3199.52 0.0210781 0.00187847 41667.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 4070.41 3167.04 0.0203622 0.00186576 43251.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 4036.47 3135.59 0.0203039 0.00187619 43412.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 4003.43 3104.84 0.0202901 0.00187396 43440.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3970.92 3072.63 0.0204141 0.00188169 43167.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3937.74 3041.84 0.0202756 0.00184245 43400 0
: 254 Minimum Test error found - save the configuration
: 254 | 3905.76 3010.76 0.0202711 0.00183821 43400.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 3873.15 2980.9 0.0202567 0.00183011 43415.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 3841.38 2951 0.0202492 0.00185219 43485.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 3810.95 2919.87 0.0204141 0.00199192 43426 0
: 258 Minimum Test error found - save the configuration
: 258 | 3777.87 2891.4 0.0202953 0.00185181 43375.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 3746.9 2863.26 0.0202857 0.0018518 43398.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 3716.53 2834.85 0.0202822 0.00186039 43426.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 3686.49 2805.85 0.0202491 0.00184933 43478.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 3655.9 2776.61 0.0204252 0.00189613 43175.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 3625.39 2748.29 0.0202811 0.00185682 43421 0
: 264 Minimum Test error found - save the configuration
: 264 | 3595.48 2720.6 0.020422 0.00187901 43142.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 3565.48 2693.19 0.0203 0.00185736 43377.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3536.07 2666.18 0.0202759 0.00184535 43406.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 3506.9 2639.18 0.0202498 0.00183699 43448 0
: 268 Minimum Test error found - save the configuration
: 268 | 3478.51 2611.3 0.0202405 0.00183049 43454.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 3449.49 2584.39 0.0202838 0.0018498 43398 0
: 270 Minimum Test error found - save the configuration
: 270 | 3421.06 2557.14 0.0202762 0.001853 43423.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 3391.93 2531.4 0.0203164 0.00184497 43310.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 3364.85 2504.35 0.0204568 0.00191121 43137 0
: 273 Minimum Test error found - save the configuration
: 273 | 3335.53 2479.38 0.0202673 0.00185233 43442.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 3308.14 2454.3 0.0202564 0.00184495 43451.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 3281.64 2428.55 0.0202785 0.00186075 43436.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 3253.12 2404.36 0.0202576 0.00184876 43457.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 3226.41 2379.72 0.0202764 0.00186201 43444.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 3199.54 2355.26 0.020302 0.00186393 43388.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 3173.15 2330.43 0.0203036 0.00186014 43375.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 3146.68 2305.96 0.0202882 0.00185597 43402.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 3119.26 2284.02 0.0202824 0.00185176 43406.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 3094.69 2258.73 0.0202436 0.00184375 43478.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 3068.23 2234.94 0.020278 0.00185477 43423.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 3042.27 2211.8 0.0202661 0.00185293 43447.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 3017.05 2188.17 0.0203182 0.00185938 43339.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2991.39 2165.67 0.020305 0.00186191 43376.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2966.06 2143.37 0.0203898 0.00187016 43197.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2941.26 2120.59 0.0202834 0.00186386 43432.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2916.54 2098.02 0.0202971 0.00187376 43423.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2891.98 2075.75 0.0202909 0.00186844 43425.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2867.21 2054.19 0.0203105 0.00185696 43352 0
: 292 Minimum Test error found - save the configuration
: 292 | 2843.57 2032.26 0.0202669 0.00185069 43440 0
: 293 Minimum Test error found - save the configuration
: 293 | 2819.14 2011.05 0.0202759 0.00185036 43418.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2795.2 1989.83 0.0202991 0.00185677 43378.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2771.76 1968.55 0.0203125 0.00185662 43346.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2748.05 1947.48 0.0202639 0.00185449 43456 0
: 297 Minimum Test error found - save the configuration
: 297 | 2724.73 1926.99 0.0202836 0.00185024 43399.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2701.83 1906.3 0.0202808 0.00185548 43418.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 2678.87 1885.81 0.0202953 0.00188346 43450.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 2656.18 1865.31 0.0202877 0.00185889 43410.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 2633.31 1845.5 0.0202792 0.00185988 43432.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 2611.22 1825.29 0.0204274 0.00189168 43159.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 2588.23 1806.27 0.0202981 0.00185755 43382.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 2567 1786.3 0.0203308 0.00185768 43306.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2544.28 1767.63 0.0202855 0.00185416 43404.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 2523.33 1748.21 0.020281 0.00184686 43397.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 2500.88 1729.71 0.0203033 0.00184993 43352.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 2480.33 1710.71 0.0202651 0.00184584 43432.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 2458.42 1692.4 0.0202708 0.00184987 43428.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 2437.4 1674.07 0.0203019 0.00186144 43382.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 2417 1655.45 0.0203351 0.00189363 43380.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 2395.64 1637.54 0.0202953 0.00186756 43412.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 2376.14 1619.07 0.0203144 0.00186812 43369.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 2354.08 1602.11 0.0202829 0.00186371 43432.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 2334.44 1585.31 0.0203149 0.00186249 43354.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 2314.76 1567.53 0.0202679 0.00184669 43428.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 2294.5 1549.78 0.0204316 0.00187173 43103.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 2274.23 1533.1 0.0202716 0.00184811 43422.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 2254.89 1516.45 0.020266 0.0018418 43421.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 2235.76 1498.64 0.0202568 0.00184189 43443 0
: 321 Minimum Test error found - save the configuration
: 321 | 2215.53 1482.69 0.0202328 0.00183196 43476.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 2196.27 1466.88 0.0202332 0.00183375 43479.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 2177.93 1449.69 0.0202586 0.00184489 43446 0
: 324 Minimum Test error found - save the configuration
: 324 | 2158.53 1433.61 0.0202555 0.00184229 43447.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 2139.78 1417.41 0.0202774 0.00187487 43472.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 2120.37 1403.04 0.0202777 0.00185477 43424.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 2103.26 1386.52 0.0204528 0.0018806 43075.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 2084.05 1371.02 0.0202815 0.00186735 43444.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 2065.49 1356.05 0.0203083 0.00188306 43418.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 2048.05 1340.64 0.0202662 0.00185238 43445.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 2029.52 1325.84 0.0204007 0.00187752 43189.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 2012.32 1310.91 0.020255 0.00183961 43441.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1994.07 1296.68 0.0202826 0.00185114 43403.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1976.79 1281.62 0.0202677 0.00185246 43442.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1958.83 1267.62 0.0202367 0.0018289 43459.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1941.95 1253.35 0.0202246 0.00182275 43474 0
: 337 Minimum Test error found - save the configuration
: 337 | 1925.26 1238.97 0.0202472 0.0018488 43482.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1907.5 1225.92 0.0202799 0.00185971 43430.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1891.09 1211.43 0.0202822 0.00186333 43433.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1874.16 1197.54 0.020294 0.00185642 43389.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1857.4 1185.54 0.0203386 0.00187237 43322.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1841.12 1171.33 0.020282 0.00186454 43437.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1825.11 1157.66 0.0203096 0.00186257 43367.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1808.47 1144.22 0.0202815 0.00184804 43399.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1791.79 1131.94 0.0202873 0.00185339 43398.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1776.74 1118.77 0.0204308 0.00187007 43101.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1760.52 1106.14 0.0202972 0.00185643 43382.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1744.4 1093.86 0.0203381 0.00185443 43281.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1729.11 1081.66 0.0203033 0.00185629 43367.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1713.56 1069.71 0.0202937 0.0018595 43397.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1698.4 1057.24 0.0202936 0.00186053 43400.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1683.22 1044.92 0.0202857 0.00186173 43421.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1667.61 1033.16 0.0203286 0.00187233 43345.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1652.56 1021.84 0.020287 0.00186389 43423.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1637.81 1009.85 0.0202775 0.00184771 43408 0
: 356 Minimum Test error found - save the configuration
: 356 | 1622.93 998.794 0.0202493 0.00184258 43462.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1608.1 986.955 0.0202842 0.00184999 43397.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1593.64 976.361 0.0202938 0.0018471 43368.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1578.9 965.069 0.0202811 0.00184929 43403.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1565.02 954.016 0.0202711 0.0018518 43432.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1550.49 942.835 0.0204118 0.00186241 43128.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1536.31 932.353 0.0203014 0.00185474 43368.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1522.54 921.572 0.0202896 0.00186823 43427.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1508.59 910.717 0.0202834 0.00186013 43423.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1494.42 900.635 0.0202856 0.00185904 43415.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1480.75 890.692 0.0202901 0.00186249 43413.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1467.31 880.58 0.0202543 0.00184683 43460.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1454.32 870.135 0.0202572 0.00185103 43463.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1440.17 860.75 0.0203992 0.0018525 43134.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1427.24 850.93 0.0202574 0.00184264 43443.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 1413.7 841.212 0.0202613 0.00182555 43394 0
: 372 Minimum Test error found - save the configuration
: 372 | 1401.15 831.77 0.020271 0.00184143 43408.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 1387.81 821.753 0.0202689 0.00184302 43417.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 1375.14 812.052 0.0202896 0.00185088 43386.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 1361.86 803.385 0.020318 0.00185188 43322.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 1349.4 794.197 0.0204284 0.00188316 43137.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 1337.32 784.939 0.0202917 0.00185275 43386.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 1324.25 775.927 0.0203056 0.00186089 43373 0
: 379 Minimum Test error found - save the configuration
: 379 | 1311.92 767.556 0.0203058 0.00187687 43410.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 1300.34 758.398 0.0202748 0.0018549 43431.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 1287.57 749.839 0.0203098 0.0018545 43347.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 1276.13 740.7 0.0204552 0.00187547 43057.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 1263.17 732.609 0.0203302 0.0018547 43300.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 1251.68 724.469 0.0202792 0.00184207 43390.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 1239.74 716.122 0.0202934 0.0018519 43380.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 1228.5 708.044 0.0202793 0.00184872 43406 0
: 387 Minimum Test error found - save the configuration
: 387 | 1216.68 699.785 0.0203084 0.00185786 43359.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 1204.93 692.589 0.0203021 0.00186588 43392.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 1193.9 684.565 0.0202739 0.00186335 43453.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 1182.67 676.32 0.0204126 0.00197906 43399.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 1171 669.308 0.0203058 0.00187852 43414 0
: 392 Minimum Test error found - save the configuration
: 392 | 1160.18 661.218 0.0202884 0.00188151 43461.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 1149.31 653.541 0.0202895 0.00185387 43394.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 1138.33 646.343 0.0202755 0.00185345 43426.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 1127.33 638.856 0.0202947 0.00185709 43389.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1116.73 631.542 0.0202928 0.00185526 43389.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 1105.95 624.412 0.0203164 0.00185849 43341.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 1095.04 617.536 0.020277 0.0018544 43425 0
: 399 Minimum Test error found - save the configuration
: 399 | 1084.94 610.405 0.0203133 0.00185919 43350.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 1074.27 603.749 0.0203057 0.00185747 43364.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1064.17 597.7 0.0202637 0.00185934 43467.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1054.23 591.108 0.0203184 0.00186254 43346.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 1043.98 584.251 0.0203022 0.00186457 43389.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 1033.8 578.248 0.0202855 0.00186728 43435.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 1024.32 571.27 0.0204053 0.00187427 43170.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 1013.97 564.617 0.0202868 0.00185752 43409.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 1003.68 558.593 0.0202681 0.00185493 43447.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 994.13 552.3 0.0202972 0.00184917 43365.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 984.529 546.942 0.0203201 0.00186068 43338.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 975.374 540.185 0.020289 0.00185509 43398.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 965.263 534.453 0.0202639 0.00184597 43435.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 956.535 528.317 0.0202683 0.00185367 43443.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 947.481 522.761 0.0202822 0.00185957 43424.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 937.841 516.258 0.0202723 0.0018623 43454.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 928.332 511.193 0.0202824 0.00186498 43437.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 919.55 505.91 0.0202934 0.00187931 43445 0
: 417 Minimum Test error found - save the configuration
: 417 | 910.471 499.848 0.020268 0.00185864 43456.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 901.707 494.215 0.0202579 0.00184965 43458.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 892.795 489.356 0.0202927 0.00185473 43388.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 884.064 483.715 0.0203831 0.00185487 43177.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 875.357 478.372 0.0202801 0.00184129 43386.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 866.728 473.386 0.0202833 0.00185411 43409.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 858.119 468.724 0.0202484 0.00183978 43457.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 850.472 463.291 0.0202257 0.00182891 43485.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 841.634 458.309 0.0202558 0.00183813 43436.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 832.982 453.324 0.0202746 0.00184782 43415 0
: 427 Minimum Test error found - save the configuration
: 427 | 824.92 448.596 0.0202944 0.00185804 43392.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 816.759 443.404 0.0202564 0.00185662 43478.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 808.654 438.498 0.0202999 0.00185952 43383 0
: 430 Minimum Test error found - save the configuration
: 430 | 800.084 434.248 0.0202397 0.00185086 43504.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 792.855 429.864 0.0202431 0.00184325 43478.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 784.708 424.826 0.0202615 0.00185154 43454.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 776.948 420.347 0.020267 0.00184242 43420.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 769.362 416.66 0.0202601 0.00184336 43438.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 761.677 411.22 0.0204009 0.00186638 43162.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 753.811 406.987 0.0203036 0.00185026 43352.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 746.29 402.728 0.0202801 0.00184247 43389.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 739.258 398.677 0.0202568 0.00185357 43470.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 731.515 394.79 0.0202856 0.00184893 43391.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 724.516 390.206 0.0202715 0.0018557 43441 0
: 441 Minimum Test error found - save the configuration
: 441 | 717.349 386.245 0.0202967 0.00186423 43401.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 709.896 381.947 0.0203073 0.0018679 43385.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 702.768 378.355 0.0202698 0.00185694 43447.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 696.253 374.374 0.0204309 0.00191023 43195 0
: 445 Minimum Test error found - save the configuration
: 445 | 688.8 370.258 0.0202861 0.00186612 43431.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 682.114 366.673 0.0202808 0.0018473 43399.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 675.334 362.653 0.0202641 0.00185273 43451.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 668.266 358.699 0.0202597 0.00184403 43441.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 661.757 354.821 0.0202902 0.0018604 43408 0
: 450 Minimum Test error found - save the configuration
: 450 | 654.618 351.256 0.020448 0.0018785 43081.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 648.185 347.653 0.0203466 0.00186089 43276.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 641.484 344.233 0.0202987 0.00186599 43401.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 635.221 340.655 0.0203472 0.00189167 43347.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 628.666 336.848 0.020328 0.00186945 43340.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 622.361 333.841 0.0203186 0.00187863 43384 0
: 456 Minimum Test error found - save the configuration
: 456 | 616.188 330.067 0.0204922 0.00190206 43033.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 609.683 326.996 0.0202531 0.00184596 43461.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 603.525 323.236 0.0202861 0.0018561 43407.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 597.274 320.328 0.0202711 0.00183937 43403.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 591.529 316.976 0.0202473 0.00183843 43457.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 585.247 313.969 0.0202832 0.00185167 43403.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 579.595 310.513 0.020292 0.00185353 43387.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 573.515 307.783 0.0202816 0.00184343 43388.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 567.748 304.075 0.020427 0.00187124 43113.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 561.423 301.128 0.0202982 0.00185951 43387.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 555.849 298.356 0.0202584 0.00184186 43439.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 550.059 295.211 0.0202659 0.00185748 43458.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 544.6 291.956 0.0202667 0.00185912 43460.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 539.015 289.121 0.0202397 0.00185033 43503.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 533.372 286.091 0.0202708 0.00185144 43432.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 527.864 284.672 0.0202747 0.00185437 43430.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 522.607 281.267 0.0202662 0.00184373 43425.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 517.227 277.716 0.0202806 0.001859 43427.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 511.57 275.136 0.0202749 0.00184929 43417.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 506.384 272.766 0.0202574 0.00185312 43468.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 501.289 269.457 0.0202727 0.00185345 43432.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 495.744 266.923 0.0202787 0.00185678 43426.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 490.727 264.812 0.0202725 0.00185877 43445.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 485.646 261.64 0.020389 0.00186641 43190.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 480.514 258.953 0.020237 0.00184129 43488.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 475.784 256.519 0.020257 0.00185703 43478.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 470.67 254.008 0.0202768 0.00185232 43420.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 465.781 251.186 0.0202377 0.00184861 43504 0
: 484 Minimum Test error found - save the configuration
: 484 | 460.976 248.935 0.020276 0.00186873 43461.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 455.837 246.215 0.0202273 0.00183094 43487 0
: 486 Minimum Test error found - save the configuration
: 486 | 451.237 244.133 0.0202368 0.00184566 43499.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 446.583 241.467 0.020254 0.00183839 43441.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 441.693 239.188 0.0202413 0.00183864 43472 0
: 489 Minimum Test error found - save the configuration
: 489 | 437.211 236.913 0.0202486 0.00183728 43451.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 432.577 234.752 0.0202339 0.00183297 43476.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 428.223 232.617 0.0202624 0.00183526 43414.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 423.799 230.123 0.0202377 0.00182744 43454 0
: 493 Minimum Test error found - save the configuration
: 493 | 419.422 227.606 0.0202216 0.00183288 43504.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 414.906 225.674 0.0203775 0.00188487 43260.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 410.461 223.901 0.0203283 0.00188674 43380.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 406.601 221.1 0.0203475 0.00189581 43356.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 401.864 220.105 0.0203058 0.00186985 43393.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 397.94 217.42 0.0203178 0.00185783 43337 0
: 499 Minimum Test error found - save the configuration
: 499 | 393.592 215.068 0.0202899 0.00185248 43389.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 389.515 213.385 0.020338 0.00186539 43307.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 385.506 210.926 0.0203236 0.00185461 43315.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 381.479 208.671 0.0202744 0.00184989 43420.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 377.311 206.816 0.0202439 0.0018379 43464.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 373.509 204.69 0.0202746 0.00184555 43409.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 369.466 203.127 0.0202875 0.00184796 43385.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 365.542 201.474 0.0202779 0.00184895 43409.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 361.879 199.507 0.0202448 0.00183928 43465.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 358.099 197.269 0.0202505 0.00185034 43478 0
: 509 Minimum Test error found - save the configuration
: 509 | 353.903 196.262 0.0204021 0.00186757 43162.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 350.521 193.664 0.0202386 0.00185131 43508.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 346.832 192.372 0.0202732 0.00185523 43435.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 342.932 189.935 0.0202524 0.00183237 43431.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 339.38 188.354 0.0202469 0.0018367 43454.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 335.665 185.906 0.020215 0.00182357 43498.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 331.95 184.576 0.0202085 0.00182999 43529.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 328.787 182.506 0.0202295 0.00182885 43476.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 325.3 181.967 0.0202294 0.00183307 43486.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 322.024 179.567 0.0202004 0.00182625 43539.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 318.445 177.949 0.0202197 0.00182671 43494.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 315.084 175.994 0.0202058 0.00182596 43525.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 311.698 175.167 0.0202212 0.00183388 43508.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 308.324 172.927 0.0202059 0.00183466 43546.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 305.296 171.092 0.020304 0.0019281 43535.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 301.868 169.035 0.0202561 0.00185451 43474.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 298.215 167.649 0.020246 0.00185948 43510.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 295.402 166.296 0.0202738 0.00185169 43426 0
: 527 Minimum Test error found - save the configuration
: 527 | 292.112 164.428 0.0202473 0.00184514 43473.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 288.824 163.437 0.020243 0.00183926 43469.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 285.954 161.636 0.0202352 0.00183632 43480.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 283.009 159.986 0.0202322 0.00183732 43490.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 280.152 158.882 0.0202432 0.00183678 43463.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 276.638 157.583 0.0203701 0.0018491 43194.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 273.847 157.06 0.0202086 0.00183432 43539 0
: 534 Minimum Test error found - save the configuration
: 534 | 271.156 155.082 0.0202226 0.00183713 43512.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 268.053 153.197 0.020211 0.00182912 43521.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 264.914 150.875 0.0202218 0.00184616 43535.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 261.865 149.893 0.0202343 0.00185361 43524.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 259.439 148.065 0.0203728 0.00186382 43222.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 256.143 146.75 0.0202276 0.0018419 43512 0
: 540 Minimum Test error found - save the configuration
: 540 | 253.464 145.288 0.0202205 0.00184467 43535.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 250.806 144.236 0.0202082 0.00183761 43547.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 247.88 143.176 0.0202294 0.00184078 43505.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 245.483 141.171 0.0202734 0.0018487 43419.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 242.706 140.39 0.0204376 0.00186599 43076.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 239.978 138.404 0.0202459 0.00182264 43423.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 237.357 137.343 0.0202141 0.00183104 43518.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 234.83 135.857 0.0202 0.00182859 43545.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 232.347 135.439 0.0202343 0.00184862 43512.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 229.936 134.058 0.0202054 0.00182192 43517.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 227.196 132.12 0.0202307 0.00182667 43468.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 224.32 131.573 0.0202082 0.00182498 43518 0
: 552 Minimum Test error found - save the configuration
: 552 | 222.182 129.582 0.0202208 0.00183364 43508.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 219.464 128.943 0.0203218 0.00184614 43300.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 217.082 128.631 0.0202027 0.00183225 43548.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 215.099 126.379 0.0201846 0.00183132 43588.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 212.856 125.213 0.0201849 0.00183543 43598 0
: 557 Minimum Test error found - save the configuration
: 557 | 210.223 123.566 0.0201954 0.00183332 43568 0
: 558 Minimum Test error found - save the configuration
: 558 | 207.486 122.369 0.0201865 0.00182863 43578.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 205.241 121.122 0.0201917 0.00183457 43579.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 202.788 121.105 0.0202042 0.00182356 43524.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 200.733 118.949 0.0202207 0.00183917 43521.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 198.367 117.762 0.0203582 0.0018392 43198.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 195.943 116.631 0.0202234 0.00183156 43497.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 193.665 115.677 0.020223 0.0018266 43486.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 191.466 114.601 0.0201969 0.00182765 43550.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 189.135 113.178 0.0202445 0.00183236 43449.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 187.247 112.797 0.0202187 0.0018259 43495.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 185.143 111.111 0.0203648 0.00185226 43214.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 182.689 110.482 0.0201995 0.00183645 43565.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 180.672 109.003 0.0202009 0.00183844 43567.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 178.388 108.197 0.0202106 0.00183214 43529.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 176.508 107.521 0.0202013 0.00183445 43556.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 174.255 105.764 0.0202045 0.00183406 43548.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 172.079 105.414 0.0201999 0.00184415 43583.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 170.356 105.1 0.0201956 0.00182758 43554 0
: 576 Minimum Test error found - save the configuration
: 576 | 168.549 103.231 0.0202223 0.00183154 43500.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 166.375 102.008 0.0201883 0.00182555 43566.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 164.471 100.583 0.0201934 0.00182534 43554 0
: 579 Minimum Test error found - save the configuration
: 579 | 162.232 99.9709 0.0201892 0.00182879 43572 0
: 580 Minimum Test error found - save the configuration
: 580 | 160.468 98.9273 0.020188 0.0018164 43545.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 158.421 98.219 0.020187 0.00182122 43559.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 156.655 97.0353 0.0202246 0.00182537 43480 0
: 583 Minimum Test error found - save the configuration
: 583 | 154.598 95.9381 0.0202916 0.00183971 43355.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 152.857 95.1856 0.0202005 0.0018279 43543.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 150.978 93.9975 0.0202177 0.00183431 43517.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 149.388 93.0157 0.0202247 0.00184169 43518.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 147.574 92.677 0.020246 0.00185197 43492.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 146.068 91.0942 0.0202288 0.00184348 43513 0
: 589 | 144.188 91.1261 0.0201521 0.00177703 43537.2 1
: 590 Minimum Test error found - save the configuration
: 590 | 142.145 89.3223 0.0202091 0.00184388 43560.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 140.443 88.6522 0.0202004 0.00183705 43565 0
: 592 Minimum Test error found - save the configuration
: 592 | 138.858 87.4609 0.0202062 0.0018442 43568.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 137.032 86.6983 0.0201899 0.00182594 43563.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 135.225 86.0459 0.0202113 0.00184654 43561.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 133.858 85.3524 0.0202521 0.00185714 43490.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 132.391 84.1787 0.0202216 0.00184017 43522.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 130.634 83.2424 0.020208 0.00182941 43529 0
: 598 Minimum Test error found - save the configuration
: 598 | 129.516 83.1224 0.0203335 0.00184788 43276.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 127.627 81.6772 0.0202566 0.00184372 43447.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 126.067 80.9601 0.0202225 0.00183067 43497.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 124.078 80.406 0.0202195 0.00183103 43505.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 122.652 79.0943 0.0202235 0.00182699 43486.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 121.045 78.5501 0.0202016 0.00183234 43551 0
: 604 Minimum Test error found - save the configuration
: 604 | 119.634 77.7738 0.0202155 0.00184293 43543.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 118.346 76.7574 0.0202119 0.00183323 43528.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 116.722 75.8731 0.0202188 0.00184035 43529.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 114.983 75.8693 0.0202057 0.00183502 43547.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 113.632 74.417 0.0202063 0.00183578 43548 0
: 609 Minimum Test error found - save the configuration
: 609 | 112.464 73.8916 0.0201885 0.00183424 43586.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 111.018 72.7084 0.020192 0.00183052 43569.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 109.723 72.5632 0.0201996 0.00183403 43559.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 108.335 71.4001 0.0203034 0.00194936 43587.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 106.867 71.2374 0.0202243 0.00183841 43511.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 105.474 70.0142 0.0202131 0.00183016 43518.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 104.137 69.8111 0.0201907 0.00182699 43564.2 0
: 616 Minimum Test error found - save the configuration
: 616 | 102.695 68.7104 0.0202977 0.00184424 43352.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 101.533 68.3873 0.0202017 0.00182881 43542.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 100.608 67.4093 0.0203108 0.00183655 43303.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 98.9494 66.4824 0.0204575 0.00184373 42979 0
: 620 Minimum Test error found - save the configuration
: 620 | 97.7302 66.0308 0.0202035 0.00184312 43572.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 96.5671 65.7052 0.0201965 0.00183587 43571.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 95.1654 64.3336 0.0202414 0.00185046 43499.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 93.9299 64.3013 0.0202346 0.00184454 43501.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 92.9395 63.5916 0.0202268 0.00184538 43522.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 91.7746 62.3724 0.0202013 0.00184324 43577.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 90.4278 61.7202 0.0202164 0.00184207 43538.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 89.3312 61.0097 0.0203325 0.00184588 43274.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 88.1241 60.7551 0.0202072 0.00182811 43527.6 0
: 629 | 87.8543 62.124 0.020165 0.00176997 43489.9 1
: 630 Minimum Test error found - save the configuration
: 630 | 86.1607 59.6644 0.020225 0.00182914 43488.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 85.3069 59.1688 0.0202414 0.00184497 43486.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 84.0392 59.0367 0.0202028 0.0018349 43554.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 82.7246 57.6748 0.0202171 0.00183295 43515.8 0
: 634 | 81.4964 57.862 0.0201395 0.00176387 43535.9 1
: 635 Minimum Test error found - save the configuration
: 635 | 80.5519 56.7133 0.0202031 0.00183527 43554.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 79.4012 55.9253 0.0202184 0.00183881 43526.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 78.6209 55.2594 0.0202126 0.0018379 43538.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 77.702 54.8306 0.0201901 0.00183343 43580.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 76.4771 54.5917 0.0201813 0.0018243 43580.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 75.5906 53.7485 0.0201836 0.00183523 43600.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 74.9367 53.3969 0.0201854 0.00183043 43584.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 73.3824 52.5793 0.0203184 0.00185391 43326.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 72.4513 52.202 0.0202131 0.00183212 43523.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 71.3295 51.4604 0.0202047 0.00183493 43549.7 0
: 645 | 70.4916 51.6462 0.0201367 0.00176799 43552.3 1
: 646 Minimum Test error found - save the configuration
: 646 | 69.5782 50.6012 0.0201856 0.00183298 43590.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 68.7914 50.0751 0.0201806 0.00182391 43580.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 67.7633 49.9712 0.0202103 0.00182657 43516.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 66.9835 49.0778 0.0201962 0.00182978 43557.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.9666 48.5889 0.0202149 0.00182969 43513.1 0
: 651 | 65.24 48.7482 0.0201467 0.00177022 43534 1
: 652 Minimum Test error found - save the configuration
: 652 | 64.4273 48.5171 0.0202068 0.00183272 43539.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 63.3966 47.6228 0.0202026 0.00181754 43513.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 62.9516 47.4367 0.0201917 0.00182411 43554.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 62.0704 46.7639 0.0202168 0.00183797 43528.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 60.8468 45.7074 0.0202323 0.00184981 43519.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 60.3762 45.628 0.0203433 0.00185083 43260.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 59.4222 44.8286 0.020219 0.00185162 43555.6 0
: 659 | 58.705 44.9516 0.0201705 0.00178053 43502 1
: 660 | 58.1181 44.8475 0.0201439 0.00178061 43565.1 2
: 661 Minimum Test error found - save the configuration
: 661 | 57.1505 44.1169 0.0202058 0.00185494 43594.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 56.6135 43.8323 0.0202315 0.00183884 43495.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 55.5905 42.6556 0.0201981 0.00182612 43544.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 54.7261 42.47 0.020192 0.00182741 43562.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 54.3598 42.2843 0.0202037 0.00183336 43548.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 53.6921 42.0892 0.0201875 0.00182576 43568.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 52.6955 41.0119 0.0205702 0.00186108 42760 0
: 668 Minimum Test error found - save the configuration
: 668 | 51.8002 40.6732 0.0202072 0.00182872 43529.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 51.708 40.661 0.0202093 0.00182125 43506.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 50.9173 40.5719 0.020196 0.00182393 43544.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 50.3634 39.7063 0.0201908 0.00183195 43575.8 0
: 672 | 49.4448 40.1865 0.0202814 0.00178272 43246.3 1
: 673 Minimum Test error found - save the configuration
: 673 | 48.6943 39.0691 0.0201817 0.00184374 43625.4 0
: 674 | 48.501 40.0677 0.0201272 0.00176842 43576 1
: 675 Minimum Test error found - save the configuration
: 675 | 47.3546 38.2461 0.0202062 0.00184964 43581.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 46.7191 37.9915 0.0201956 0.00183421 43569.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 46.3468 37.2308 0.020166 0.00183063 43631.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 45.5841 36.8462 0.0201717 0.00183336 43624.5 0
: 679 | 44.861 37.2986 0.0201524 0.00177489 43531.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 44.2052 36.6105 0.0202686 0.00185482 43445.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 43.6188 35.9968 0.020242 0.00184519 43485.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 43.0096 35.7364 0.020216 0.00183908 43532.9 0
: 683 | 42.4903 35.7756 0.0201191 0.00176363 43583.7 1
: 684 Minimum Test error found - save the configuration
: 684 | 41.9726 35.4611 0.0202113 0.00184011 43546.5 0
: 685 | 41.443 35.5508 0.0201458 0.00177092 43537.6 1
: 686 Minimum Test error found - save the configuration
: 686 | 40.9311 34.4901 0.0201893 0.00184102 43600.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 40.2752 34.1811 0.0203636 0.00185833 43230.9 0
: 688 | 39.9262 34.3834 0.020143 0.00176495 43530.1 1
: 689 Minimum Test error found - save the configuration
: 689 | 39.1401 33.9257 0.0202225 0.00184677 43535.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.8102 33.2926 0.0202019 0.00184304 43575.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 38.4982 33.0091 0.0202014 0.00184757 43587.6 0
: 692 | 37.7632 33.141 0.0201268 0.00177927 43602.6 1
: 693 Minimum Test error found - save the configuration
: 693 | 37.3014 32.8313 0.0201917 0.00183384 43578 0
: 694 Minimum Test error found - save the configuration
: 694 | 36.687 32.198 0.0202388 0.00184589 43495.1 0
: 695 | 36.1149 32.4222 0.0201342 0.00177637 43578.2 1
: 696 Minimum Test error found - save the configuration
: 696 | 35.9056 32.0036 0.0201845 0.00183336 43594.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 35.7179 31.4676 0.0201888 0.00183694 43592.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 34.9149 31.284 0.0202232 0.00185303 43549 0
: 699 Minimum Test error found - save the configuration
: 699 | 34.2992 30.9239 0.0202618 0.00184934 43448.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 33.9168 30.7047 0.0202053 0.0018339 43546 0
: 701 Minimum Test error found - save the configuration
: 701 | 33.4799 30.4939 0.0203279 0.00195946 43552.9 0
: 702 | 33.4249 30.6026 0.0201497 0.00176198 43507.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 32.6311 30.4797 0.0202404 0.00187122 43551.1 0
: 704 Minimum Test error found - save the configuration
: 704 | 32.1458 30.1406 0.020269 0.00185413 43443.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 32.0763 29.7062 0.0202468 0.00185262 43491.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 31.5963 29.0205 0.0202471 0.00185111 43487.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.9331 28.8686 0.0202528 0.00186184 43499.6 0
: 708 Minimum Test error found - save the configuration
: 708 | 30.4397 28.7161 0.0202449 0.00186019 43514.5 0
: 709 | 30.2053 29.3089 0.0201867 0.00179278 43492.6 1
: 710 Minimum Test error found - save the configuration
: 710 | 30.079 28.542 0.0202745 0.00185834 43440.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 29.5677 28.5077 0.0202542 0.00188514 43551.5 0
: 712 Minimum Test error found - save the configuration
: 712 | 29.055 28.0025 0.0202151 0.00183919 43535.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 28.5835 27.76 0.0201834 0.00184033 43613.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 28.3083 27.4235 0.0201959 0.00183672 43575 0
: 715 Minimum Test error found - save the configuration
: 715 | 28.0176 27.2559 0.020206 0.00182785 43529.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 27.6398 26.9343 0.0203024 0.00184371 43340.1 0
: 717 | 27.3533 26.9933 0.0201211 0.00177178 43598.5 1
: 718 Minimum Test error found - save the configuration
: 718 | 26.9352 26.4759 0.0202127 0.00183869 43539.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.7081 26.3437 0.020247 0.00185239 43491.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 26.2578 26.2186 0.0202458 0.00185222 43493.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 25.9144 26.1188 0.0202286 0.00184811 43524.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 25.5897 26.0529 0.0202586 0.00184504 43446.3 0
: 723 | 25.3579 26.2241 0.0201593 0.00176848 43499.9 1
: 724 Minimum Test error found - save the configuration
: 724 | 25.0915 25.825 0.0202185 0.00184729 43546.5 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.7736 25.372 0.0202252 0.00187197 43589.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 24.387 25.1788 0.0201893 0.00184002 43598.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 24.1857 24.8855 0.0201995 0.00182724 43543.9 0
: 728 | 23.6933 26.3346 0.0201264 0.00177845 43601.6 1
: 729 Minimum Test error found - save the configuration
: 729 | 23.6618 24.5295 0.0201932 0.00183672 43581.4 0
: 730 | 23.1921 24.7508 0.0201386 0.00177662 43568.3 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.9636 24.0549 0.020316 0.00185618 43337.4 0
: 732 Minimum Test error found - save the configuration
: 732 | 22.613 23.891 0.0202117 0.00184029 43545.9 0
: 733 Minimum Test error found - save the configuration
: 733 | 22.36 23.7215 0.0201916 0.00182588 43559.5 0
: 734 | 22.1354 23.9205 0.0201436 0.0017706 43542 1
: 735 | 21.7841 23.7729 0.0201455 0.00177087 43538.2 2
: 736 Minimum Test error found - save the configuration
: 736 | 21.7371 23.1921 0.0202044 0.00184196 43567.3 0
: 737 Minimum Test error found - save the configuration
: 737 | 21.3651 22.8806 0.0202201 0.00183131 43504.7 0
: 738 | 20.9933 22.9008 0.0201322 0.00177037 43568.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.896 22.6961 0.0202063 0.00183684 43550.5 0
: 740 Minimum Test error found - save the configuration
: 740 | 20.4477 22.6432 0.0201955 0.00183134 43563.2 0
: 741 | 20.5512 22.8192 0.0201391 0.00176997 43551.3 1
: 742 | 20.1602 22.7464 0.0201345 0.00176031 43539.3 2
: 743 Minimum Test error found - save the configuration
: 743 | 20.0041 22.008 0.0202312 0.00184174 43503.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.8405 21.9708 0.0202123 0.0018408 43545.8 0
: 745 Minimum Test error found - save the configuration
: 745 | 19.5739 21.949 0.0201889 0.00183465 43586.7 0
: 746 Minimum Test error found - save the configuration
: 746 | 19.2498 21.5694 0.020279 0.00184256 43392.3 0
: 747 | 19.0096 23.1544 0.0201222 0.00177526 43604 1
: 748 Minimum Test error found - save the configuration
: 748 | 18.9127 21.0782 0.0202077 0.00186235 43607.7 0
: 749 | 18.5134 21.2515 0.0201595 0.00178233 43532.2 1
: 750 Minimum Test error found - save the configuration
: 750 | 18.3072 20.9468 0.0202438 0.0018643 43526.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 18.2684 20.7044 0.0202728 0.00187184 43476 0
: 752 Minimum Test error found - save the configuration
: 752 | 18.084 20.67 0.0202435 0.00185338 43501.6 0
: 753 Minimum Test error found - save the configuration
: 753 | 17.7378 20.5756 0.020237 0.00185005 43509 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.6104 20.5714 0.0202588 0.00186114 43483.8 0
: 755 Minimum Test error found - save the configuration
: 755 | 17.502 20.1363 0.0202819 0.00185492 43414.6 0
: 756 Minimum Test error found - save the configuration
: 756 | 17.2856 20.0517 0.0202253 0.00184995 43536.6 0
: 757 | 16.9323 20.4588 0.0201544 0.00177311 43522.6 1
: 758 | 16.9351 20.0717 0.0201717 0.00177168 43478.1 2
: 759 Minimum Test error found - save the configuration
: 759 | 16.6843 19.5489 0.0202461 0.00184066 43465.4 0
: 760 Minimum Test error found - save the configuration
: 760 | 16.3434 19.5396 0.020219 0.00183802 43523.4 0
: 761 Minimum Test error found - save the configuration
: 761 | 16.2026 19.2341 0.0203595 0.00186063 43245.9 0
: 762 | 16.341 19.8542 0.0201599 0.00177987 43525.4 1
: 763 | 16.0603 20.1 0.0201653 0.00177352 43497.7 2
: 764 Minimum Test error found - save the configuration
: 764 | 15.8343 18.9778 0.0202385 0.00185123 43508.4 0
: 765 Minimum Test error found - save the configuration
: 765 | 15.531 18.8108 0.0202417 0.00184602 43488.4 0
: 766 Minimum Test error found - save the configuration
: 766 | 15.4211 18.7328 0.020379 0.0018552 43187.7 0
: 767 | 15.5703 19.7731 0.0201927 0.00177124 43427.5 1
: 768 Minimum Test error found - save the configuration
: 768 | 15.4934 18.5389 0.020215 0.00183409 43523.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 15.2053 18.2679 0.0202279 0.00183623 43498 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.8391 18.0941 0.0202016 0.001827 43538.4 0
: 771 Minimum Test error found - save the configuration
: 771 | 14.6388 17.956 0.0201987 0.00182677 43544.7 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.3941 17.6808 0.0202303 0.00184604 43515.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 14.2071 17.6749 0.0202286 0.00184655 43520.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 14.1 17.5549 0.0202183 0.00183942 43528.1 0
: 775 Minimum Test error found - save the configuration
: 775 | 14.2266 17.241 0.0202012 0.001834 43555.9 0
: 776 | 13.832 17.2629 0.020287 0.00178024 43227.4 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.6309 17.1913 0.0202399 0.0018607 43527.6 0
: 778 | 13.5434 17.3212 0.020139 0.00177654 43567.1 1
: 779 Minimum Test error found - save the configuration
: 779 | 13.4412 17.0609 0.0202297 0.00186458 43560.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 13.3141 16.7759 0.0201819 0.00183446 43602.9 0
: 781 | 13.1504 17.0077 0.0201341 0.00178352 43595.4 1
: 782 Minimum Test error found - save the configuration
: 782 | 13.1474 16.4712 0.0201924 0.00183795 43586.2 0
: 783 | 13.1811 16.9471 0.0201298 0.00177721 43590.6 1
: 784 | 12.8711 16.6415 0.0201338 0.00177755 43582 2
: 785 | 13.1466 17.3893 0.020116 0.00176772 43600.9 3
: 786 Minimum Test error found - save the configuration
: 786 | 12.5281 16.4161 0.0201972 0.0018449 43591.3 0
: 787 Minimum Test error found - save the configuration
: 787 | 12.445 16.068 0.0201954 0.00182302 43543.6 0
: 788 | 12.4747 16.5397 0.0201166 0.00176684 43597.3 1
: 789 Minimum Test error found - save the configuration
: 789 | 12.0783 15.9789 0.0201664 0.00182367 43614 0
: 790 | 11.9625 16.0789 0.0202078 0.00185879 43599 1
: 791 | 11.9669 16.6836 0.0201622 0.00177109 43499.3 2
: 792 | 12.2025 16.0889 0.0201462 0.00176892 43532 3
: 793 | 11.8626 16.333 0.0201546 0.00177159 43518.3 4
: 794 Minimum Test error found - save the configuration
: 794 | 11.4983 15.2925 0.0202536 0.00184454 43456.9 0
: 795 | 11.9254 16.1781 0.0201488 0.00176548 43517.7 1
: 796 | 11.4943 15.57 0.0201381 0.00176138 43533.2 2
: 797 Minimum Test error found - save the configuration
: 797 | 11.1146 15.1512 0.0202248 0.00183698 43507 0
: 798 Minimum Test error found - save the configuration
: 798 | 11.0368 14.8339 0.0202303 0.00185906 43546.4 0
: 799 | 10.8008 14.9419 0.0201609 0.00178228 43528.9 1
: 800 | 10.6984 15.5579 0.0201438 0.00177062 43541.6 2
: 801 Minimum Test error found - save the configuration
: 801 | 10.6484 14.2404 0.0202093 0.00184514 43563.2 0
: 802 | 10.5193 14.8288 0.0201627 0.00177646 43510.9 1
: 803 Minimum Test error found - save the configuration
: 803 | 10.6285 14.0656 0.0202093 0.00184836 43570.7 0
: 804 | 10.3481 14.4943 0.0201452 0.00177743 43554.5 1
: 805 | 10.3002 14.2793 0.0202728 0.00178663 43275.6 2
: 806 | 10.2584 14.4921 0.0201403 0.0017672 43542 3
: 807 Minimum Test error found - save the configuration
: 807 | 10.524 13.9303 0.0202087 0.00184494 43564 0
: 808 | 10.2078 14.7287 0.0201338 0.00177011 43564.3 1
: 809 | 10.5199 14.4968 0.0201362 0.00177039 43559.1 2
: 810 Minimum Test error found - save the configuration
: 810 | 9.70541 13.7073 0.0202421 0.00184052 43474.6 0
: 811 Minimum Test error found - save the configuration
: 811 | 9.65549 13.4623 0.0202044 0.00183148 43542.4 0
: 812 | 9.50238 13.4727 0.0201463 0.00177173 43538.4 1
: 813 | 9.42126 13.6763 0.020164 0.00177339 43500.4 2
: 814 | 10.1855 13.8168 0.0201383 0.00176802 43548.7 3
: 815 | 9.42663 13.6615 0.0201166 0.00176622 43595.8 4
: 816 Minimum Test error found - save the configuration
: 816 | 9.25322 13.0482 0.0201734 0.00182196 43593.3 0
: 817 | 9.2648 13.6106 0.0201158 0.00176722 43600.1 1
: 818 | 9.42168 13.15 0.0201384 0.00176777 43547.7 2
: 819 | 9.0401 13.1247 0.0201338 0.00177403 43573.6 3
: 820 Minimum Test error found - save the configuration
: 820 | 8.67953 12.6998 0.0202958 0.0018506 43371.7 0
: 821 | 8.78272 12.8967 0.0202545 0.00177335 43287.4 1
: 822 | 8.74052 12.7661 0.0201351 0.0017759 43574.9 2
: 823 | 8.65953 12.9025 0.0201242 0.0017741 43596.4 3
: 824 Minimum Test error found - save the configuration
: 824 | 8.51124 12.2795 0.0202113 0.0018439 43555.3 0
: 825 | 8.37446 12.3815 0.0201403 0.00177449 43559.2 1
: 826 | 8.34669 12.4269 0.0201235 0.00177207 43593.2 2
: 827 | 8.31718 12.7996 0.0201241 0.00176965 43586.2 3
: 828 | 8.30186 12.2966 0.020144 0.00176885 43537.1 4
: 829 | 8.1812 12.552 0.0201283 0.00176618 43568 5
: 830 Minimum Test error found - save the configuration
: 830 | 8.06123 11.8707 0.0201908 0.00182781 43565.8 0
: 831 Minimum Test error found - save the configuration
: 831 | 8.0137 11.8274 0.0201908 0.00182534 43559.9 0
: 832 | 8.00901 12.1574 0.020133 0.00175999 43542 1
: 833 Minimum Test error found - save the configuration
: 833 | 7.95204 11.8228 0.0201867 0.00181757 43551.4 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.74283 11.7139 0.0201893 0.00182292 43557.8 0
: 835 | 7.5922 11.8233 0.0202368 0.00177077 43322.8 1
: 836 | 7.68426 12.5462 0.0201208 0.001767 43587.8 2
: 837 | 7.69205 11.9905 0.0201155 0.00176596 43597.7 3
: 838 Minimum Test error found - save the configuration
: 838 | 7.49059 11.136 0.0201792 0.00182441 43585.4 0
: 839 Minimum Test error found - save the configuration
: 839 | 7.30908 11.0895 0.0201865 0.00182097 43559.8 0
: 840 | 7.64258 11.9833 0.0201209 0.00176733 43588.1 1
: 841 | 7.53516 11.3434 0.0201327 0.00177277 43573.2 2
: 842 | 7.35668 11.1485 0.0201207 0.00177853 43615.4 3
: 843 Minimum Test error found - save the configuration
: 843 | 7.31198 10.945 0.0202117 0.00184215 43550.4 0
: 844 | 7.28932 11.1724 0.0201343 0.00177197 43567.5 1
: 845 | 7.28857 10.9908 0.0201375 0.00177693 43571.6 2
: 846 | 7.11246 10.9651 0.0201333 0.00177773 43583.4 3
: 847 | 7.19729 11.3012 0.020114 0.00177751 43628.9 4
: 848 Minimum Test error found - save the configuration
: 848 | 7.05892 10.3844 0.0201963 0.00184521 43594.2 0
: 849 | 6.82131 10.9053 0.0201382 0.00177735 43571.1 1
: 850 | 7.03296 11.5195 0.0202617 0.00178269 43292.4 2
: 851 | 7.20234 12.6075 0.0201423 0.00176701 43536.7 3
: 852 | 7.69952 10.9993 0.0201272 0.00176761 43573.8 4
: 853 Minimum Test error found - save the configuration
: 853 | 7.15605 10.2785 0.0201948 0.00183715 43578.5 0
: 854 | 6.92326 10.3254 0.0201519 0.00176846 43517.4 1
: 855 Minimum Test error found - save the configuration
: 855 | 6.52132 10.046 0.0201889 0.00181748 43546 0
: 856 | 6.54724 10.3835 0.0201509 0.00177442 43533.8 1
: 857 Minimum Test error found - save the configuration
: 857 | 6.61234 9.98055 0.0202547 0.00184063 43444.9 0
: 858 | 6.46574 10.233 0.02015 0.00177036 43526.3 1
: 859 Minimum Test error found - save the configuration
: 859 | 6.41724 9.74825 0.0201923 0.0018256 43557.2 0
: 860 | 6.44865 10.4432 0.0201445 0.00176213 43520 1
: 861 | 6.37829 9.82519 0.0201302 0.00176247 43554.7 2
: 862 Minimum Test error found - save the configuration
: 862 | 6.23362 9.58064 0.0202027 0.00182941 43541.5 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.13476 9.57672 0.0203248 0.00187299 43356.1 0
: 864 | 6.10987 10.1093 0.0201448 0.00177735 43555.2 1
: 865 Minimum Test error found - save the configuration
: 865 | 6.066 9.45843 0.0203029 0.00184837 43349.8 0
: 866 | 6.31058 9.67689 0.0201483 0.00178126 43556.3 1
: 867 Minimum Test error found - save the configuration
: 867 | 6.23992 9.21794 0.0202301 0.00184824 43521.2 0
: 868 Minimum Test error found - save the configuration
: 868 | 6.15149 9.20359 0.0202246 0.00183533 43503.6 0
: 869 | 6.04326 9.26728 0.0201576 0.00177381 43516.5 1
: 870 | 6.03681 9.20615 0.0201831 0.00178193 43475.5 2
: 871 | 6.13951 9.92608 0.0201493 0.00176827 43523 3
: 872 | 6.1401 9.7322 0.0201535 0.0017683 43513.2 4
: 873 Minimum Test error found - save the configuration
: 873 | 5.93661 8.90197 0.0202111 0.00183618 43537.7 0
: 874 | 5.91201 9.41144 0.0201293 0.00176855 43571.2 1
: 875 | 5.88597 8.97061 0.0201204 0.00176019 43572.5 2
: 876 | 5.94109 10.1255 0.0203048 0.00176998 43162.1 3
: 877 | 6.07392 9.55574 0.020465 0.00187054 43023.6 4
: 878 Minimum Test error found - save the configuration
: 878 | 5.93975 8.71573 0.0208277 0.00192524 42322.5 0
: 879 Minimum Test error found - save the configuration
: 879 | 5.59152 8.70737 0.0207797 0.00186765 42301.1 0
: 880 Minimum Test error found - save the configuration
: 880 | 5.41448 8.49743 0.0203197 0.00186227 43343 0
: 881 | 5.43695 8.73568 0.0203359 0.00180738 43176.6 1
: 882 Minimum Test error found - save the configuration
: 882 | 5.45637 8.4554 0.0204165 0.00194571 43311.5 0
: 883 | 5.4306 8.58389 0.0204297 0.00179404 42928.4 1
: 884 Minimum Test error found - save the configuration
: 884 | 5.58639 8.39877 0.0202912 0.00187046 43429.4 0
: 885 Minimum Test error found - save the configuration
: 885 | 5.64096 8.06451 0.0204627 0.00188806 43069.5 0
: 886 | 5.53405 8.60675 0.0205326 0.00180716 42722.7 1
: 887 Minimum Test error found - save the configuration
: 887 | 5.42138 8.02224 0.0204753 0.00192318 43121.7 0
: 888 | 5.6366 8.71757 0.0202997 0.00177846 43193.7 1
: 889 | 5.85873 8.34162 0.0203042 0.00178716 43203.5 2
: 890 Minimum Test error found - save the configuration
: 890 | 5.54234 7.88363 0.0202991 0.00186333 43393.8 0
: 891 Minimum Test error found - save the configuration
: 891 | 5.34314 7.81413 0.0205386 0.00188652 42890.6 0
: 892 Minimum Test error found - save the configuration
: 892 | 5.51501 7.75025 0.020349 0.00189392 43348.5 0
: 893 | 5.64294 8.53051 0.0204473 0.00178545 42868.1 1
: 894 | 5.75103 7.80014 0.0202408 0.00177125 43314.5 2
: 895 Minimum Test error found - save the configuration
: 895 | 5.35337 7.43738 0.0202017 0.00183753 43563 0
: 896 | 5.09439 8.37925 0.0201312 0.00176274 43552.9 1
: 897 | 5.19049 7.52154 0.0201656 0.0017705 43489.9 2
: 898 | 5.03545 7.52897 0.0201121 0.00176621 43606.4 3
: 899 | 5.18721 8.16393 0.0201245 0.00177574 43599.6 4
: 900 | 5.27831 7.75105 0.0201225 0.0017755 43603.8 5
: 901 | 5.15105 7.66134 0.0201497 0.00177564 43539.7 6
: 902 | 5.02497 9.31871 0.0201452 0.00177614 43551.5 7
: 903 | 5.32448 7.75019 0.020145 0.00177921 43559.2 8
: 904 Minimum Test error found - save the configuration
: 904 | 5.15209 7.03308 0.0201922 0.00184081 43593.5 0
: 905 | 5.01177 7.54361 0.020123 0.00177669 43605.5 1
: 906 | 5.08933 7.41738 0.0201243 0.00177562 43599.8 2
: 907 | 4.81607 7.09761 0.0201274 0.00177753 43596.9 3
: 908 Minimum Test error found - save the configuration
: 908 | 4.71726 7.0201 0.0201829 0.00182964 43589.1 0
: 909 | 4.73384 7.12663 0.0202465 0.00177391 43307.5 1
: 910 | 4.67442 7.22813 0.0201259 0.00176758 43577 2
: 911 | 4.66617 7.09453 0.020122 0.00176987 43591.7 3
: 912 | 4.73474 7.46022 0.0202652 0.00177579 43268.1 4
: 913 Minimum Test error found - save the configuration
: 913 | 4.63345 6.69529 0.0202027 0.00183154 43546.5 0
: 914 Minimum Test error found - save the configuration
: 914 | 4.61918 6.68986 0.0201958 0.0018252 43547.9 0
: 915 | 4.63785 7.08272 0.0201256 0.00176988 43583.1 1
: 916 | 4.64006 6.96042 0.0201453 0.00176829 43532.8 2
: 917 Minimum Test error found - save the configuration
: 917 | 4.66656 6.52266 0.0202037 0.00183986 43563.9 0
: 918 Minimum Test error found - save the configuration
: 918 | 4.50497 6.49164 0.0202504 0.00184316 43461.1 0
: 919 | 4.47572 6.76589 0.0201952 0.00177407 43428.3 1
: 920 | 4.68772 8.36607 0.0201791 0.00178391 43489.7 2
: 921 | 4.8815 6.82813 0.0201753 0.00178242 43495.2 3
: 922 | 4.81937 6.64136 0.0201861 0.0017833 43471.7 4
: 923 | 4.52278 6.63771 0.0201594 0.00177456 43514.1 5
: 924 | 4.7329 7.46248 0.0202975 0.00178428 43212.3 6
: 925 Minimum Test error found - save the configuration
: 925 | 4.3736 6.24607 0.0202563 0.00187224 43515.9 0
: 926 | 4.47431 6.5446 0.0201738 0.00177966 43492 1
: 927 | 4.5635 6.63675 0.0201539 0.00177161 43520.2 2
: 928 | 4.5134 6.85517 0.0201547 0.00177193 43519.1 3
: 929 | 4.80584 6.67924 0.0201974 0.0017741 43423.3 4
: 930 | 4.72668 7.86482 0.0201449 0.00176377 43522.9 5
: 931 | 4.79961 6.67614 0.0201328 0.00176993 43566.1 6
: 932 | 4.41484 6.29712 0.0201485 0.00176439 43515.9 7
: 933 Minimum Test error found - save the configuration
: 933 | 4.23679 5.92941 0.0202018 0.0018429 43575.7 0
: 934 Minimum Test error found - save the configuration
: 934 | 4.298 5.84917 0.0202317 0.0018424 43503.5 0
: 935 | 4.07415 6.13242 0.0201511 0.0017732 43530.6 1
: 936 | 4.15788 6.45065 0.0201692 0.00177374 43489.1 2
: 937 | 4.40375 6.56677 0.0201713 0.00176513 43463.6 3
: 938 Minimum Test error found - save the configuration
: 938 | 4.40048 5.83254 0.020225 0.00184599 43527.8 0
: 939 | 4.00117 5.88999 0.0202808 0.00178581 43255 1
: 940 | 4.27619 6.44725 0.0201282 0.00177733 43594.7 2
: 941 | 4.55069 6.28975 0.0201679 0.00177879 43504 3
: 942 | 4.74187 6.45934 0.0201434 0.00177513 43553.4 4
: 943 | 3.95681 5.9493 0.020138 0.00177625 43568.9 5
: 944 | 4.40341 5.92632 0.0201412 0.00177886 43567.4 6
: 945 Minimum Test error found - save the configuration
: 945 | 4.03781 5.81136 0.0201812 0.00184116 43620.4 0
: 946 Minimum Test error found - save the configuration
: 946 | 3.96506 5.39683 0.0202058 0.00183815 43554.9 0
: 947 | 4.03422 5.96155 0.0201318 0.00177212 43573.8 1
: 948 | 4.289 7.00441 0.0201623 0.00177615 43510.9 2
: 949 | 4.01726 5.63728 0.0201725 0.00177593 43486.3 3
: 950 | 3.88616 5.55458 0.0201694 0.00177384 43488.8 4
: 951 | 3.84262 5.52905 0.0201501 0.00177222 43530.6 5
: 952 | 4.02942 5.47311 0.0201493 0.00177009 43527.4 6
: 953 | 3.9404 7.10198 0.0201387 0.00176344 43536.9 7
: 954 Minimum Test error found - save the configuration
: 954 | 4.56147 5.35727 0.0203421 0.00185502 43273.4 0
: 955 | 4.17518 6.04147 0.0201516 0.00177077 43523.7 1
: 956 | 3.8257 5.49842 0.0201265 0.00176897 43578.8 2
: 957 Minimum Test error found - save the configuration
: 957 | 3.88112 5.22521 0.0202156 0.00184946 43558.5 0
: 958 | 3.68862 5.40631 0.0201586 0.00176912 43503.1 1
: 959 | 3.59404 5.29518 0.0201704 0.0017759 43491.2 2
: 960 Minimum Test error found - save the configuration
: 960 | 3.59378 5.00258 0.0202601 0.00185982 43477.5 0
: 961 | 3.7236 5.16993 0.0201761 0.00178434 43497.8 1
: 962 | 3.7064 5.23612 0.0201662 0.00177925 43509.1 2
: 963 Minimum Test error found - save the configuration
: 963 | 3.76834 4.96725 0.0203077 0.0018795 43411.7 0
: 964 | 3.66413 4.98928 0.0201887 0.00178101 43460.1 1
: 965 | 3.73384 5.07259 0.0201378 0.0017821 43583.3 2
: 966 | 3.5669 5.28114 0.0201272 0.00177876 43600.4 3
: 967 | 3.63784 5.0903 0.0201361 0.00177383 43567.5 4
: 968 | 3.62747 5.14828 0.0201463 0.00177274 43540.8 5
: 969 Minimum Test error found - save the configuration
: 969 | 3.45254 4.84265 0.0203412 0.00185422 43273.7 0
: 970 | 3.91906 4.93727 0.020152 0.0017725 43526.7 1
: 971 | 5.07277 5.4859 0.0201366 0.00177272 43563.8 2
: 972 Minimum Test error found - save the configuration
: 972 | 3.91311 4.8295 0.0202378 0.00184414 43493.3 0
: 973 Minimum Test error found - save the configuration
: 973 | 3.68718 4.66338 0.0202235 0.00183551 43506.8 0
: 974 | 3.62696 4.67201 0.020181 0.00177903 43473.5 1
: 975 | 3.65632 4.8704 0.0201283 0.00177058 43578.5 2
: 976 | 3.71672 5.85061 0.0201322 0.00176827 43563.6 3
: 977 | 3.65194 4.78816 0.0201582 0.00176489 43494.1 4
: 978 | 3.41933 4.7189 0.020153 0.0017717 43522.5 5
: 979 | 3.42625 4.7125 0.0201849 0.00177447 43453.6 6
: 980 Minimum Test error found - save the configuration
: 980 | 3.34817 4.61292 0.0202169 0.00184737 43550.4 0
: 981 | 3.40429 5.21226 0.0201456 0.0017809 43561.9 1
: 982 Minimum Test error found - save the configuration
: 982 | 3.35861 4.50912 0.0202301 0.00184879 43522.5 0
: 983 | 3.72377 5.4539 0.0202826 0.00188599 43486.2 1
: 984 Minimum Test error found - save the configuration
: 984 | 3.63793 4.32847 0.0202549 0.00186859 43510.6 0
: 985 | 3.38395 4.51252 0.0201506 0.00177958 43546.8 1
: 986 Minimum Test error found - save the configuration
: 986 | 3.3248 4.32443 0.020223 0.00183699 43511.3 0
: 987 | 3.28216 4.68297 0.0201503 0.00178255 43554.7 1
: 988 | 3.44147 4.66156 0.02014 0.00177262 43555.5 2
: 989 | 3.49108 6.20977 0.0201325 0.00176909 43564.8 3
: 990 | 3.52524 4.37966 0.0201403 0.00177039 43549.6 4
: 991 | 3.319 4.57393 0.0201442 0.00177036 43540.2 5
: 992 | 3.37592 4.48909 0.0201499 0.00176564 43515.6 6
: 993 | 3.29579 4.81547 0.0201403 0.00176734 43542.3 7
: 994 | 3.40796 4.37487 0.0201288 0.00177228 43581.3 8
: 995 | 3.32872 4.62595 0.0201773 0.00177381 43470.1 9
: 996 Minimum Test error found - save the configuration
: 996 | 3.50509 4.17217 0.0202377 0.00185187 43511.9 0
: 997 | 3.38898 5.03036 0.0201649 0.00176816 43486 1
: 998 | 3.4273 4.30935 0.0203098 0.00178067 43175.4 2
: 999 | 3.36638 4.64912 0.0201701 0.00177765 43496.2 3
: 1000 | 3.3453 4.59974 0.0201527 0.00177924 43541.2 4
: 1001 | 3.22398 4.19338 0.0201467 0.00177715 43550.3 5
: 1002 | 3.35733 4.19455 0.0201378 0.00177122 43557.3 6
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.31552 4.06761 0.0202694 0.00187197 43484.3 0
: 1004 Minimum Test error found - save the configuration
: 1004 | 3.45089 4.01219 0.0202635 0.00187369 43502.3 0
: 1005 | 3.33663 4.35642 0.0201969 0.00178705 43455 1
: 1006 | 3.33037 4.34021 0.0202034 0.00178467 43434.1 2
: 1007 Minimum Test error found - save the configuration
: 1007 | 3.25344 4.00754 0.0202722 0.00185757 43443.8 0
: 1008 | 3.17413 4.12025 0.0201842 0.00177556 43457.8 1
: 1009 | 3.25668 4.06056 0.0202508 0.00177894 43309.2 2
: 1010 | 3.42734 4.17701 0.0201806 0.00176821 43448.9 3
: 1011 | 3.40619 4.46891 0.0201867 0.00177452 43449.4 4
: 1012 | 3.34995 4.02682 0.0201917 0.00177525 43439.4 5
: 1013 Minimum Test error found - save the configuration
: 1013 | 3.18407 3.99161 0.0203605 0.00185611 43233 0
: 1014 Minimum Test error found - save the configuration
: 1014 | 3.0996 3.69277 0.0202414 0.00182701 43444.2 0
: 1015 | 3.40377 3.8566 0.0201799 0.00177468 43465.9 1
: 1016 | 3.46882 4.39285 0.0201748 0.00178104 43493 2
: 1017 | 3.39966 3.96279 0.0201455 0.00177924 43558.1 3
: 1018 | 3.66248 4.76263 0.0201555 0.00177966 43535.5 4
: 1019 | 3.31952 3.99332 0.020154 0.00177215 43521.2 5
: 1020 | 3.31298 3.96832 0.0201822 0.0017833 43480.9 6
: 1021 | 3.41401 3.97168 0.0201492 0.00178437 43561.6 7
: 1022 | 3.02615 3.98061 0.0201624 0.00178261 43526.1 8
: 1023 | 3.32264 3.81342 0.0201352 0.00178091 43586.5 9
: 1024 Minimum Test error found - save the configuration
: 1024 | 3.21684 3.64907 0.020215 0.00185205 43566 0
: 1025 | 3.12668 3.71791 0.0202328 0.00179919 43399.1 1
: 1026 | 3.15398 4.5691 0.020282 0.0017746 43225.9 2
: 1027 | 3.32398 3.81068 0.0201619 0.00177421 43507.4 3
: 1028 | 3.37687 4.29591 0.0202763 0.0017682 43224.2 4
: 1029 | 3.38117 4.2093 0.0201308 0.00176299 43554.4 5
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.15914 3.5284 0.0202313 0.00185991 43546 0
: 1031 Minimum Test error found - save the configuration
: 1031 | 2.95348 3.43229 0.0202588 0.00185464 43468.5 0
: 1032 | 2.88822 3.77308 0.0201887 0.00177607 43448.4 1
: 1033 | 3.10288 3.6562 0.0201834 0.00176799 43441.8 2
: 1034 | 3.09248 3.88009 0.0201753 0.00177658 43481.2 3
: 1035 | 2.99115 3.7191 0.0201861 0.00177939 43462.4 4
: 1036 | 3.03143 3.5815 0.0201529 0.00177751 43536.4 5
: 1037 | 3.23098 3.47327 0.0201403 0.00178018 43572.7 6
: 1038 | 3.07107 3.57718 0.0201428 0.00177602 43556.9 7
: 1039 Minimum Test error found - save the configuration
: 1039 | 3.01055 3.38934 0.0204092 0.00186193 43132.9 0
: 1040 | 3.06933 3.52796 0.0201583 0.00178247 43535.4 1
: 1041 | 3.1589 3.59914 0.0201636 0.00178223 43522.4 2
: 1042 | 3.15207 3.4805 0.0201497 0.00177472 43537.5 3
: 1043 | 3.04266 4.02684 0.0202688 0.00177375 43254.9 4
: 1044 | 2.9106 3.81095 0.02018 0.00177119 43457.5 5
: 1045 | 3.1439 3.68783 0.020141 0.00177193 43551.4 6
: 1046 | 2.98074 3.64007 0.0201559 0.00177265 43517.8 7
: 1047 | 3.29493 3.86719 0.0201649 0.00176674 43482.6 8
: 1048 Minimum Test error found - save the configuration
: 1048 | 2.90235 3.38073 0.0202553 0.00185435 43476 0
: 1049 | 2.88688 3.66373 0.0201551 0.00177135 43516.7 1
: 1050 Minimum Test error found - save the configuration
: 1050 | 2.86596 3.26585 0.0202728 0.0018534 43432.4 0
: 1051 Minimum Test error found - save the configuration
: 1051 | 2.97444 3.23614 0.0202306 0.00182765 43471.3 0
: 1052 | 3.06916 3.78003 0.0201379 0.00176425 43540.7 1
: 1053 | 2.92098 3.60733 0.0201665 0.00176978 43486 2
: 1054 Minimum Test error found - save the configuration
: 1054 | 3.24027 3.15484 0.0202393 0.00185191 43508.1 0
: 1055 Minimum Test error found - save the configuration
: 1055 | 3.02983 3.1256 0.0202247 0.00184544 43527.4 0
: 1056 | 3.21933 3.72619 0.0201554 0.00177157 43516.4 1
: 1057 | 3.13564 3.9165 0.0203069 0.00178512 43192.3 2
: 1058 | 3.15014 3.66965 0.0202476 0.00178266 43325.4 3
: 1059 | 3.12615 3.70416 0.0201317 0.00177715 43585.8 4
: 1060 | 3.01542 3.36983 0.0201601 0.00178188 43529.8 5
: 1061 Minimum Test error found - save the configuration
: 1061 | 3.13097 2.97769 0.0202306 0.00184218 43505.6 0
: 1062 | 2.98185 3.1128 0.0201382 0.0017699 43553.2 1
: 1063 | 2.96525 3.48098 0.0201481 0.00177277 43536.7 2
: 1064 | 2.84635 3.13025 0.0201559 0.00177344 43519.7 3
: 1065 | 2.8285 4.05119 0.0201668 0.0017726 43491.9 4
: 1066 | 2.88311 3.06288 0.0201587 0.00176421 43491.3 5
: 1067 | 3.02315 3.21954 0.0201319 0.00176863 43565.2 6
: 1068 | 3.03263 3.59419 0.0201292 0.00176973 43574.2 7
: 1069 | 3.34858 3.97428 0.0201299 0.00176873 43570.3 8
: 1070 | 3.26935 3.66408 0.0201422 0.00177088 43546.2 9
: 1071 Minimum Test error found - save the configuration
: 1071 | 2.86676 2.7955 0.0202095 0.00183668 43542.5 0
: 1072 | 2.88386 3.41572 0.0201353 0.00176431 43546.9 1
: 1073 | 2.93901 2.97293 0.0202603 0.00177688 43282 2
: 1074 | 2.75389 3.24239 0.0201466 0.00177098 43536.1 3
: 1075 | 3.1396 3.15929 0.0201562 0.00177931 43533 4
: 1076 | 3.22388 3.86021 0.0201594 0.00178399 43536.4 5
: 1077 | 2.88058 3.22379 0.0201819 0.00177342 43458.3 6
: 1078 | 3.11378 4.37695 0.0201517 0.00177244 43527.2 7
: 1079 | 3.2143 3.42627 0.0201695 0.00178788 43521.8 8
: 1080 | 3.15365 3.10517 0.0201583 0.00178132 43532.6 9
: 1081 Minimum Test error found - save the configuration
: 1081 | 2.82141 2.78567 0.0202546 0.00186385 43500.1 0
: 1082 | 2.82589 3.22767 0.0201752 0.00177102 43468.4 1
: 1083 | 2.89564 3.28799 0.0201419 0.00177047 43545.9 2
: 1084 | 3.02738 3.22057 0.0201428 0.00177109 43545.3 3
: 1085 | 2.8201 3.12284 0.0201565 0.00177184 43514.6 4
: 1086 | 2.91736 3.25244 0.020164 0.00177452 43503.2 5
: 1087 | 3.28799 2.84188 0.0202533 0.00178493 43317.3 6
: 1088 Minimum Test error found - save the configuration
: 1088 | 3.03341 2.75034 0.0202258 0.00183955 43510.8 0
: 1089 | 2.71289 2.80318 0.0201432 0.00177166 43545.7 1
: 1090 | 2.77185 2.8148 0.0201846 0.00177266 43449.9 2
: 1091 | 2.72894 2.86587 0.0201601 0.00177012 43501.9 3
: 1092 | 2.69956 2.79187 0.0201362 0.00176761 43552.7 4
: 1093 Minimum Test error found - save the configuration
: 1093 | 2.57775 2.68067 0.0201965 0.00182568 43547.3 0
: 1094 Minimum Test error found - save the configuration
: 1094 | 2.60864 2.66542 0.0202121 0.00182564 43510.3 0
: 1095 | 2.66149 2.83697 0.0201755 0.00177844 43485.3 1
: 1096 | 3.27059 3.46288 0.0201686 0.0017799 43504.9 2
: 1097 | 3.06603 2.97625 0.0201441 0.0017761 43554 3
: 1098 | 2.81506 2.90154 0.020141 0.00177408 43556.6 4
: 1099 | 2.93517 2.94904 0.0201809 0.00177959 43475.3 5
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.68158 2.35009 0.0202282 0.00185004 43530 0
: 1101 | 2.61205 2.62712 0.0201553 0.0017804 43537.8 1
: 1102 | 2.94043 3.30145 0.0202365 0.00178141 43348.4 2
: 1103 | 2.58123 2.66159 0.020158 0.0017741 43516.4 3
: 1104 | 2.53744 2.45186 0.0201805 0.00177359 43461.8 4
: 1105 | 2.64251 2.47945 0.0201463 0.00176962 43533.4 5
: 1106 | 2.61764 2.57751 0.0201563 0.00177134 43513.7 6
: 1107 | 2.53318 2.51777 0.0201604 0.00177051 43502.1 7
: 1108 | 2.79215 3.02021 0.0201356 0.0017687 43556.7 8
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.77756 2.34812 0.0202082 0.00183288 43536.6 0
: 1110 | 2.85341 2.98423 0.0202547 0.00177622 43293.5 1
: 1111 | 3.00571 3.09148 0.0201589 0.00176867 43501.3 2
: 1112 | 3.22843 3.2444 0.0201338 0.00176803 43559.2 3
: 1113 | 2.61825 2.43437 0.0201538 0.00177049 43517.7 4
: 1114 | 2.59566 3.98198 0.0201253 0.00176154 43564 5
: 1115 | 2.70222 2.58014 0.0201522 0.00176887 43517.6 6
: 1116 | 2.54132 2.51858 0.0202063 0.0017706 43394.1 7
: 1117 | 2.51158 2.91117 0.0202165 0.00177925 43390.5 8
: 1118 | 2.88236 3.07716 0.0201462 0.00177524 43547 9
: 1119 Minimum Test error found - save the configuration
: 1119 | 2.69654 2.33449 0.0202095 0.0018338 43535.8 0
: 1120 Minimum Test error found - save the configuration
: 1120 | 2.61195 2.27365 0.020222 0.00183758 43515.1 0
: 1121 | 2.55698 2.37279 0.0201418 0.00177723 43562.1 1
: 1122 | 2.57505 2.35539 0.0201353 0.00177531 43573 2
: 1123 | 2.57716 2.65465 0.0201639 0.00178529 43528.9 3
: 1124 | 2.57947 2.39692 0.0201276 0.00177541 43591.4 4
: 1125 Minimum Test error found - save the configuration
: 1125 | 2.68048 2.17466 0.0201969 0.001828 43551.8 0
: 1126 | 2.90022 2.23852 0.0201678 0.0017708 43485.4 1
: 1127 | 2.72286 2.44548 0.0201479 0.00177031 43531.3 2
: 1128 | 2.41851 2.18177 0.0201306 0.00176951 43570.4 3
: 1129 | 2.42011 2.42399 0.0201373 0.00176998 43555.7 4
: 1130 | 2.52792 2.93168 0.0201423 0.00176887 43541.2 5
: 1131 | 2.66233 2.59943 0.0201348 0.00176237 43543.4 6
: 1132 | 2.58488 2.56291 0.0202439 0.0017749 43315.7 7
: 1133 | 2.77292 2.4035 0.0201562 0.0017691 43508.7 8
: 1134 Minimum Test error found - save the configuration
: 1134 | 2.50909 2.16731 0.0202021 0.00183354 43552.6 0
: 1135 | 2.68714 2.29447 0.0201425 0.00176887 43540.6 1
: 1136 | 2.41179 2.97692 0.0201447 0.00176199 43519.1 2
: 1137 | 2.64647 2.88835 0.0201523 0.00177084 43522.1 3
: 1138 | 3.01102 3.78563 0.0201476 0.00176767 43525.8 4
: 1139 | 2.96654 2.47807 0.0201696 0.00177663 43494.9 5
: 1140 Minimum Test error found - save the configuration
: 1140 | 2.44014 2.11163 0.0202092 0.00183735 43544.9 0
: 1141 | 2.3807 2.34514 0.0201496 0.00177685 43542.8 1
: 1142 | 2.45901 2.28538 0.0201468 0.00177027 43533.9 2
: 1143 | 2.5274 2.44542 0.0201521 0.00178211 43549.2 3
: 1144 | 2.52915 2.31666 0.0201513 0.00177823 43541.9 4
: 1145 | 2.53163 2.96481 0.0201436 0.00177696 43557.3 5
: 1146 | 2.65707 2.67494 0.0201429 0.00177796 43561.3 6
: 1147 | 2.68761 2.97903 0.020231 0.0017767 43350.2 7
: 1148 | 2.63068 2.52856 0.0201371 0.00177078 43558.1 8
: 1149 | 2.72718 2.6782 0.0201486 0.0017694 43527.4 9
: 1150 | 3.24749 2.37121 0.0201289 0.00177028 43576.3 10
: 1151 | 3.02894 3.66054 0.0201645 0.00177319 43498.8 11
: 1152 | 2.50356 2.3015 0.0201471 0.00176857 43529 12
: 1153 | 2.36532 2.58223 0.0201528 0.00177238 43524.7 13
: 1154 | 2.77169 2.36045 0.0201592 0.00176365 43488.7 14
: 1155 | 2.67769 2.44189 0.0201588 0.00176882 43502.1 15
: 1156 | 2.37517 2.31422 0.0201394 0.00177011 43550.9 16
: 1157 Minimum Test error found - save the configuration
: 1157 | 2.37801 1.97058 0.0202153 0.0018358 43526.8 0
: 1158 | 2.32359 2.53844 0.0201498 0.00176995 43525.9 1
: 1159 | 2.56769 2.16729 0.0201372 0.00176262 43538.3 2
: 1160 | 2.34223 2.1514 0.0201541 0.00176381 43501.2 3
: 1161 | 2.60014 2.30847 0.0201904 0.00176893 43427.5 4
: 1162 | 2.41468 2.57247 0.0202649 0.00178391 43287.6 5
: 1163 | 2.73478 2.41005 0.0201656 0.00177673 43504.7 6
: 1164 | 2.51028 2.1665 0.0201472 0.00177066 43533.8 7
: 1165 | 2.36011 2.49394 0.0201452 0.00177261 43543.2 8
: 1166 Minimum Test error found - save the configuration
: 1166 | 2.35325 1.91504 0.0202052 0.00184172 43564.8 0
: 1167 | 2.33097 2.24324 0.020153 0.00177858 43538.8 1
: 1168 | 2.20227 2.11212 0.0201523 0.0017784 43540 2
: 1169 | 2.29896 2.1454 0.0201428 0.0017785 43562.9 3
: 1170 | 2.36363 2.26668 0.0201415 0.00177503 43557.7 4
: 1171 | 2.39074 2.22767 0.020156 0.00177593 43525.5 5
: 1172 | 2.36898 2.06424 0.020155 0.00177154 43517.5 6
: 1173 | 2.30987 1.92459 0.0201497 0.00177058 43527.6 7
: 1174 | 2.23607 2.07894 0.0201466 0.00177231 43539 8
: 1175 | 2.45023 2.65719 0.0201837 0.00177483 43457.2 9
: 1176 | 2.6665 2.07949 0.0201613 0.0017643 43485.4 10
: 1177 | 2.42935 2.35544 0.0202629 0.00177351 43268 11
: 1178 | 2.19204 1.9762 0.0201442 0.00176937 43537.8 12
: 1179 | 2.29672 2.20497 0.0201421 0.00176921 43542.4 13
: 1180 | 2.29708 2.73243 0.020155 0.0017691 43511.6 14
: 1181 | 2.51303 2.67169 0.0201447 0.0017646 43525.3 15
: 1182 | 2.28885 2.7245 0.0201469 0.00176394 43518.5 16
: 1183 | 2.701 3.4607 0.0201701 0.00177179 43482.1 17
: 1184 | 2.84445 2.92394 0.0201629 0.00177856 43515.2 18
: 1185 | 2.56162 2.28068 0.0201522 0.0017775 43538.2 19
: 1186 | 2.28872 2.06406 0.0201431 0.00177692 43558.4 20
: 1187 | 2.37802 2.54575 0.0201455 0.00176984 43535.7 21
:
: Elapsed time for training with 1000 events: 24 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of DNN_CPU on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0272 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.54 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.341 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.7978e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.37707e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdataset/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdataset/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0702 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of KNN on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0928 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of LD on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0049 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.226 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.06 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: 0.0459 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00565 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0938 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00595 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000904 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.229 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0257 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027278 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0056047 0.98632 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 2.07 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.231 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.104 0.109 1.60 1.27 | 3.272 3.279
: dataset BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: dataset KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: dataset PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: dataset LD : 0.461 2.22 19.6 17.6 | 1.985 1.979
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: dataset DNN_CPU : 0.105 0.0878 1.45 1.13 | 3.327 3.325
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
This macro provides examples for the training and testing of the TMVA classifiers. 