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: 0.616 sec
: Elapsed time for training with 1000 events: 0.623 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00512 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: 0.00149 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0076 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: 0.000487 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000562 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 = 33534.5
: --------------------------------------------------------------
: 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 | 34793.9 33137.1 0.01989 0.00191954 44517.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 34302.5 32569.8 0.0199171 0.00187591 44343.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 33653.8 31824.5 0.0202032 0.00190164 43712.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 32933.1 31097.9 0.0206168 0.00186848 42670.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 32166.6 30309.3 0.0201634 0.00185376 43692.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 31317.9 29469.8 0.0201141 0.00184765 43796.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 30533.7 28892 0.0201476 0.00185693 43738.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 30046.8 28508.7 0.0200442 0.00184915 43968.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 29684.8 28163.5 0.0200497 0.00184764 43951 0
: 10 Minimum Test error found - save the configuration
: 10 | 29342.4 27858.1 0.0200475 0.00184779 43956.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 29036.7 27560.8 0.0200606 0.00184233 43911.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 28738.7 27279.1 0.0200674 0.00184133 43893.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 28458 27002.2 0.0200741 0.00185064 43899.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 28178.9 26738.7 0.0200369 0.00184075 43965.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 27913.6 26478.1 0.0200146 0.00182496 43981.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 27651.1 26225.5 0.0200024 0.0018254 44011.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 27394 25979.7 0.0200101 0.00182618 43994.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 27142.3 25739.8 0.0200242 0.00185746 44036.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 26899 25499.6 0.0201456 0.00184379 43711.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 26656.6 25264.3 0.0199357 0.00185012 44234.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 26416.2 25035.8 0.020182 0.00182351 43576.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 26184.1 24807.1 0.020008 0.0018253 43997.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 25953.5 24581.7 0.0200133 0.00182867 43993.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 25725.2 24360.6 0.0200305 0.00183106 43957.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 25502.1 24140.7 0.0199759 0.0018183 44058.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 25278.4 23927.2 0.0199578 0.00181514 44095.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 25060.4 23715.4 0.0197504 0.00173611 44409.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 24845.4 23505.1 0.0199933 0.00181788 44015.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 24629.2 23301.7 0.0195671 0.001715 44812.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 24419.9 23098.6 0.0198762 0.00181935 44304.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 24214.9 22892.7 0.0199987 0.00182332 44015.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 24006.3 22693.6 0.0197963 0.00184032 44553.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 23802.8 22496.6 0.0200307 0.00182277 43937 0
: 34 Minimum Test error found - save the configuration
: 34 | 23602.6 22300.3 0.0197744 0.00181727 44550.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 23401.6 22108.9 0.0199775 0.00184846 44128 0
: 36 Minimum Test error found - save the configuration
: 36 | 23204.9 21919.2 0.0200163 0.00183866 44010.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 23012 21728.5 0.0200642 0.00182407 43859.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 22820 21538.9 0.0200107 0.00183502 44014.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 22625.9 21356.5 0.0198877 0.00183339 44310.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22438.5 21173.9 0.0202778 0.00191637 43569.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 22251.8 20993 0.0200707 0.00181282 43816.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 22067.3 20813.5 0.0204384 0.0019077 43171.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 21885.4 20634.1 0.0202685 0.00187598 43495.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 21703.2 20458.3 0.0202275 0.00187351 43587.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 21523 20285.6 0.0201841 0.00186465 43669.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 21345.4 20114.9 0.0202132 0.00186156 43592.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 21172.8 19941.1 0.0201176 0.00185306 43800.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 20997.7 19771.1 0.0200413 0.00183892 43950.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 20824.1 19604.9 0.0200361 0.00183331 43949.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 20653.8 19440.1 0.0200201 0.00182688 43972.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20484.5 19277.8 0.0200847 0.00183657 43840 0
: 52 Minimum Test error found - save the configuration
: 52 | 20319.2 19114.5 0.0200279 0.00182668 43953 0
: 53 Minimum Test error found - save the configuration
: 53 | 20153.9 18952.8 0.0200421 0.00184227 43956.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 19989.7 18793.4 0.0200799 0.00183286 43842.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 19826.4 18637.3 0.0201522 0.00185165 43714.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 19665.9 18482.8 0.0200698 0.00184292 43891.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 19510.3 18324.9 0.0200824 0.00185505 43890 0
: 58 Minimum Test error found - save the configuration
: 58 | 19348.8 18174.9 0.0200742 0.00184365 43882.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 19195.2 18022.9 0.0201052 0.001856 43837.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 19040.7 17872.7 0.0201049 0.00184481 43811.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 18888.3 17723 0.0200868 0.00184366 43852.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 18734.2 17577.1 0.0200788 0.0018407 43864.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 18582.4 17419.1 0.0200801 0.00184452 43870.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 18419.5 17248.7 0.0200978 0.00184436 43827.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 18269.4 17108.1 0.0201262 0.00185455 43783.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 18119.1 16951.7 0.0201335 0.00185733 43772.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 17972.2 16818.9 0.0201416 0.00184972 43735.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 17826.3 16657.7 0.0202071 0.00186859 43624.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 17670.6 16515.4 0.0202197 0.00186972 43596.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 17521.9 16367.4 0.0203939 0.00187677 43203.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 17373.5 16220.3 0.0207028 0.00187225 42484.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 17224.3 16081.6 0.0202333 0.0018739 43574.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 17080.3 15937 0.020307 0.0018857 43427.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 16935.1 15794.9 0.0202668 0.00188622 43524.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 16790.1 15658.8 0.0202856 0.00187014 43441.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 16648.2 15519 0.020291 0.0018842 43462.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 16506.2 15384.2 0.0202565 0.00186705 43503.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 16365 15248.5 0.0203444 0.0018867 43342.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 16227.4 15113.4 0.02033 0.00187972 43359.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 16090.6 14977.2 0.0203175 0.00187827 43385.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 15951 14846.8 0.0203053 0.00187596 43409 0
: 82 Minimum Test error found - save the configuration
: 82 | 15817.1 14715.2 0.0202968 0.00187959 43437.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 15683.6 14585 0.0203433 0.00189439 43363 0
: 84 Minimum Test error found - save the configuration
: 84 | 15552.6 14454 0.0203225 0.0018842 43387.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 15418.8 14327.7 0.0203142 0.00188812 43416.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15289.5 14202.5 0.0203082 0.00188604 43425.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 15161.9 14076 0.020313 0.00188337 43408.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 15035.6 13950.7 0.0203082 0.00190233 43464.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 14907.7 13827.4 0.0203129 0.001879 43398.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 14784.1 13704.4 0.0203346 0.0018778 43344.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 14658.3 13585.1 0.0203496 0.00188121 43317.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14536.5 13466.1 0.0203385 0.00187911 43338.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 14415.9 13346.3 0.0203439 0.00187809 43323.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 14294.5 13229.7 0.0204052 0.00191871 43275 0
: 95 Minimum Test error found - save the configuration
: 95 | 14176.4 13111.6 0.0204195 0.00190481 43208.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 14056.9 12996.7 0.0203969 0.00190205 43255.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 13941.6 12880.4 0.0203539 0.00189243 43333.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 13824.7 12765.6 0.020626 0.00195915 42856.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 13708.4 12653.7 0.0203541 0.00187702 43296.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 13594.3 12542.6 0.0203536 0.00187517 43293.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 13482 12431.4 0.0203473 0.00187973 43319.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 13368.1 12323.5 0.0203155 0.00185287 43330.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 13258.1 12214.7 0.0203252 0.00187834 43367.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 13148.3 12106.3 0.0203067 0.00185724 43361.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 13039.7 11997.5 0.0203472 0.00188211 43325.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 12928.2 11894.7 0.0202954 0.00186626 43409.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 12823.5 11788.5 0.020309 0.00187966 43409 0
: 108 Minimum Test error found - save the configuration
: 108 | 12716.7 11683.7 0.0203488 0.00189461 43350.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 12611.9 11578.8 0.0207589 0.00194536 42522.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 12505.6 11477.2 0.0204538 0.00189969 43117.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 12402.9 11375 0.0210902 0.00197472 41850.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 12298.5 11275.8 0.0207323 0.00189532 42469.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 12198.7 11174.4 0.0203893 0.00189863 43265.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12096.5 11075.5 0.0204839 0.00188416 43011.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 11996 10977.9 0.0204463 0.00188826 43108 0
: 116 Minimum Test error found - save the configuration
: 116 | 11898.2 10878.8 0.0203212 0.00186808 43353.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 11799.1 10781.6 0.0207034 0.00194483 42647.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 11702.4 10684 0.0203575 0.00187291 43279.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 11603.5 10590.5 0.0203867 0.00188719 43244.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 11509.2 10495.3 0.0204905 0.00191279 43062.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 11412.8 10402.8 0.0203287 0.00187579 43353.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11318.1 10311.7 0.0203348 0.00187744 43343 0
: 123 Minimum Test error found - save the configuration
: 123 | 11226.2 10219 0.0203129 0.00186633 43368.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 11132.8 10128.1 0.0203201 0.0018678 43354.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 11041.4 10037.2 0.0205731 0.00194176 42938.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 10950.3 9946.99 0.0205563 0.00189157 42861.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 10859.7 9857.79 0.0203952 0.00188475 43218.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 10770.3 9769.15 0.0204763 0.00188592 43032.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 10681 9682.24 0.0203721 0.00188457 43272.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 10594.3 9593.68 0.0204192 0.00188965 43174.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 10506.2 9507.17 0.0204305 0.00189411 43158.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 10418.7 9422.83 0.0203662 0.00189135 43302.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 10333.1 9338.75 0.0203812 0.00188067 43242.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 10247.8 9255.58 0.0204647 0.00198952 43301.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 10164.9 9170.98 0.0204627 0.00189115 43076.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 10078.9 9090.59 0.0204496 0.00188606 43095.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 9998.26 9007.14 0.0203948 0.00189341 43240 0
: 138 Minimum Test error found - save the configuration
: 138 | 9914.36 8927.04 0.0204973 0.00189211 42998.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 9833.44 8846.33 0.0204048 0.00189867 43229 0
: 140 Minimum Test error found - save the configuration
: 140 | 9753.2 8765.21 0.020422 0.00189608 43182.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 9672.11 8686.16 0.0204888 0.00189683 43029.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 9593.81 8605.98 0.0205454 0.00190925 42927.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 9512.83 8529.8 0.020529 0.00190328 42951.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 9436.41 8451.41 0.0204426 0.00188831 43116.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9356.56 8377.59 0.0204158 0.00187693 43152.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 9282.63 8299.41 0.0204513 0.00189275 43106.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 9205.19 8223.74 0.0206072 0.00198607 42962 0
: 148 Minimum Test error found - save the configuration
: 148 | 9129.93 8148.18 0.0205115 0.001903 42991.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 9054.28 8074.33 0.0206074 0.00193582 42846 0
: 150 Minimum Test error found - save the configuration
: 150 | 8979.86 8001.25 0.0204628 0.00189504 43085.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 8906.31 7928.43 0.0205286 0.0019167 42983.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 8833.52 7855.65 0.0204346 0.00189115 43142 0
: 153 Minimum Test error found - save the configuration
: 153 | 8760.96 7783.79 0.0204151 0.00188677 43177.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8688.5 7713.1 0.0204964 0.00190708 43035.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8617.94 7642.01 0.0204688 0.0019046 43093.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 8547.77 7570.82 0.0204977 0.00190689 43032 0
: 157 Minimum Test error found - save the configuration
: 157 | 8475.47 7504.15 0.0204554 0.00189675 43106.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 8408.11 7434.14 0.0204123 0.00188251 43173.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 8339.18 7364.46 0.0204445 0.00188705 43109.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 8270.25 7296.41 0.0205899 0.00191576 42840 0
: 161 Minimum Test error found - save the configuration
: 161 | 8203.02 7228.34 0.0205193 0.00190368 42974.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 8134.24 7163.2 0.0205169 0.00190739 42988.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 8068.24 7097.41 0.0204885 0.00190363 43045.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 8002.44 7032.01 0.0204944 0.00189701 43016.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 7937.72 6965.78 0.0204806 0.00190189 43060 0
: 166 Minimum Test error found - save the configuration
: 166 | 7870.78 6903.29 0.0206626 0.00189429 42625.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 7808.61 6837.8 0.0206963 0.00190096 42563.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 7743.77 6774.25 0.0204683 0.00188025 43038.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 7679.58 6712.9 0.0207057 0.00198443 42732.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 7617.25 6650.91 0.0203516 0.00186379 43271.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 7556.05 6587.69 0.0203191 0.00186232 43344.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7492.64 6527.74 0.0203129 0.00185435 43340.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 7432.16 6466.84 0.0203071 0.00185853 43363.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 7372.08 6405.4 0.0213651 0.00190393 41107.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 7310.96 6346.02 0.0203245 0.00184184 43283.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 7252.02 6285.47 0.0203258 0.00184677 43292.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 7191.64 6227.41 0.0203138 0.00184666 43320.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 7133.45 6169 0.020804 0.00195575 42444.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 7076.14 6109.82 0.0207023 0.00190823 42566.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 7017.47 6052.34 0.0204138 0.00188673 43180 0
: 181 Minimum Test error found - save the configuration
: 181 | 6958.95 5997.52 0.0205597 0.00189559 42863 0
: 182 Minimum Test error found - save the configuration
: 182 | 6904.12 5939.94 0.0203901 0.00187015 43196.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6846.81 5884.18 0.0205665 0.00189158 42838.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 6791.53 5828.07 0.0205824 0.00189176 42802.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 6735.38 5773.45 0.0203845 0.00187851 43229.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6681.26 5718 0.020923 0.00195798 42183 0
: 187 Minimum Test error found - save the configuration
: 187 | 6625.64 5664.98 0.0205892 0.00188746 42776.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6572.2 5611.3 0.0206713 0.00192114 42666.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 6518.36 5558.16 0.0206751 0.00189449 42597.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 6464.65 5506.49 0.0206552 0.00191266 42683.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6414.05 5452.3 0.020733 0.00191862 42520.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 6360.16 5400.55 0.0204677 0.00189478 43073.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 6307.76 5350.08 0.0205607 0.00187826 42820.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6256.65 5299.77 0.0204673 0.00186755 43011.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 6206.84 5247.65 0.0204142 0.00189364 43195.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 6155.21 5197.98 0.0206158 0.00190271 42750.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 6104.68 5149.16 0.0204444 0.00188911 43114.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6054.95 5100.45 0.0205247 0.00192289 43006.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 6006.18 5051.53 0.0207336 0.00192165 42526.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 5956.93 5003.49 0.0207137 0.00190075 42524 0
: 201 Minimum Test error found - save the configuration
: 201 | 5909.18 4954.64 0.0207878 0.00191249 42383.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 5859.45 4909.19 0.0210139 0.00189793 41849.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 5814.82 4858.78 0.0206506 0.00195232 42784.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 5764.38 4813.53 0.0206558 0.0019158 42689.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 5718.38 4767.51 0.0204686 0.0019147 43117.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 5671.72 4721.97 0.0206058 0.001924 42822.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 5625.44 4676.61 0.0206983 0.00192962 42624.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 5579.94 4631.16 0.0206667 0.00193925 42717.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 5534.98 4585.27 0.0207423 0.00191135 42483.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 5489.1 4541.16 0.0205321 0.00192349 42990.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5444.55 4497.22 0.0208613 0.00193814 42276.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 5399.35 4454.62 0.0206039 0.00189867 42768.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 5355.85 4411.75 0.0206272 0.00190869 42738.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 5313.45 4367.14 0.0204824 0.00190763 43069.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 5268.21 4325.87 0.0205723 0.00191735 42884.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 5226.35 4283.54 0.0206958 0.00188728 42534 0
: 217 Minimum Test error found - save the configuration
: 217 | 5183.89 4241.34 0.0265252 0.0019237 32518.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 5141.02 4200.49 0.0209472 0.0018889 41976.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 5099.09 4159.69 0.0204037 0.00188054 43189.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 5058.16 4118.3 0.0205397 0.00189796 42914.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5015.45 4079.49 0.0207992 0.00197534 42499.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4975.42 4039.45 0.0210344 0.00194462 41907.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4935.02 3999.28 0.0208696 0.00196234 42311.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 4894.33 3960.47 0.0204554 0.00190756 43131.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 4853.59 3922.7 0.0206852 0.00192614 42646.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 4815.11 3883.74 0.0204714 0.00191262 43106.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 4775.95 3845.04 0.0204936 0.00190244 43031.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 4735.64 3808.26 0.0205357 0.00190088 42930.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 4698.33 3769.79 0.020438 0.00189186 43135.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 4658.74 3733.21 0.0204545 0.00191395 43148.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 4621.23 3696.2 0.0204801 0.00190562 43069.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 4583.39 3659.59 0.0204644 0.00190507 43105.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 4545.47 3623.79 0.0205342 0.0019112 42957.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 4508.81 3587.29 0.0203971 0.00189535 43239.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4472.08 3551.74 0.0204088 0.00188043 43177.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 4434.7 3517.33 0.0204526 0.00189357 43105.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 4398.69 3482.18 0.020408 0.0018824 43183.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 4363.02 3446.98 0.0204793 0.00189962 43057.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 4326.75 3412.57 0.0207314 0.00198358 42671.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4291.05 3378.88 0.0203712 0.00187709 43256.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 4256.33 3345.69 0.0203575 0.00187273 43278.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 4221.69 3312.28 0.0207252 0.00197329 42662.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 4186.48 3278.85 0.0204814 0.00191405 43086.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4151.89 3246.23 0.0210866 0.00193752 41777.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4118.25 3213.24 0.0206271 0.00192039 42765.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4084.81 3180.29 0.020521 0.00190436 42972.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 4050.19 3149.53 0.0205741 0.00191692 42878.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 4016.97 3117.77 0.0216143 0.00190814 40596.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3984.49 3085.82 0.0204154 0.00188678 43176.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3950.92 3055.43 0.0205822 0.00204765 43162.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3919.29 3023.55 0.0204266 0.00189733 43174.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3886.95 2992.55 0.0205756 0.00193252 42911.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3854.19 2962.52 0.0204794 0.00189583 43048.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3822.64 2932.76 0.0205048 0.00194469 43103.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 3791.2 2903.41 0.0204919 0.00189755 43023.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 3759.05 2876.28 0.0204798 0.00190535 43070 0
: 257 Minimum Test error found - save the configuration
: 257 | 3729.43 2846.1 0.0205435 0.00192137 42959.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 3698.56 2816.84 0.0204943 0.00190467 43034.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3668.21 2787.67 0.0205388 0.00190934 42942.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 3637.46 2759.14 0.0204927 0.00190772 43045.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 3607.84 2730.45 0.0204528 0.0018891 43094.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 3577.18 2703.7 0.0205153 0.00194978 43090.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 3547.62 2676.95 0.0204373 0.00189256 43138.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 3519.59 2648.32 0.0204889 0.00189217 43018.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 3489.52 2621.85 0.0203925 0.00188661 43229.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 3460.92 2594.91 0.0204182 0.00189358 43185.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 3432.13 2567.82 0.0205482 0.00191594 42936.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 3403.26 2541.55 0.0206046 0.00206883 43159.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 3374.97 2515.42 0.0204346 0.00188646 43131.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 3346.6 2489.75 0.0204262 0.00187852 43132.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 3319.33 2463.88 0.020395 0.00187437 43195 0
: 272 Minimum Test error found - save the configuration
: 272 | 3291.55 2438.53 0.0204112 0.00188567 43183.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 3264.14 2413.88 0.0204114 0.00187392 43155.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 3236.73 2389.75 0.0204676 0.00188366 43048 0
: 275 Minimum Test error found - save the configuration
: 275 | 3210.11 2364.95 0.0204033 0.0018782 43184.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 3183.3 2339.96 0.0204921 0.00189759 43023.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 3156.75 2315.45 0.0205298 0.00198652 43142.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 3129.6 2291.92 0.0204572 0.0018799 43063.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 3103.58 2268.35 0.0203991 0.00187643 43190.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 3078.05 2244.1 0.0206077 0.00189333 42748 0
: 281 Minimum Test error found - save the configuration
: 281 | 3051.94 2220.4 0.0204219 0.00187314 43129.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 3026.12 2197.31 0.0204338 0.00188818 43136.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 3000.77 2174.11 0.0206511 0.00189231 42646.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2975.32 2151.48 0.0204046 0.00187925 43184.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2951.57 2127.5 0.0204086 0.00188424 43186.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2925.03 2105.87 0.0204902 0.00188579 43000.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2900.57 2084.16 0.0215809 0.00191941 40688.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2876.91 2061.67 0.0205366 0.00190145 42929.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2852.27 2039.61 0.0207501 0.00199382 42652.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2827.69 2018.56 0.0208517 0.00191096 42236.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2804.12 1997.1 0.0204487 0.00189465 43117.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2780.56 1975.78 0.0212661 0.00191145 41333.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2756.83 1954.62 0.0204727 0.00189985 43073.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2733.22 1934.16 0.0204398 0.00190362 43158.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2709.79 1914.08 0.0204335 0.00188984 43141.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2687.54 1892.81 0.0204126 0.00189383 43199.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2664.16 1872.76 0.0204211 0.00188452 43157.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2641.08 1853.08 0.0204795 0.00189528 43047.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2619.45 1832.49 0.020512 0.00189572 42973.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 2596.62 1812.69 0.0204254 0.00188543 43149.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 2574.22 1793.97 0.0204542 0.00189719 43110.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 2552.82 1774.46 0.0204501 0.00189769 43121 0
: 303 Minimum Test error found - save the configuration
: 303 | 2530.89 1754.21 0.0204256 0.00190149 43187 0
: 304 Minimum Test error found - save the configuration
: 304 | 2508.16 1736.11 0.0204447 0.0019035 43147.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2487.07 1717.58 0.0206949 0.00195051 42679.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 2466.07 1698.45 0.0207578 0.00194719 42529.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 2444.92 1680.06 0.0206266 0.00191927 42763.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 2423.53 1661.96 0.0205439 0.00191266 42938.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 2402.78 1643.85 0.0206661 0.00192651 42690.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 2382.42 1625.44 0.0205233 0.00191224 42985.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 2361.69 1607.65 0.0205206 0.0019286 43029.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 2340.98 1590.46 0.0205256 0.00188113 42908.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 2321.03 1573.76 0.0208012 0.00188659 42295.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 2301.23 1555.86 0.0212376 0.00196657 41513.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 2281.13 1538.53 0.0205992 0.00190277 42789 0
: 316 Minimum Test error found - save the configuration
: 316 | 2261.57 1521.23 0.0204137 0.00188516 43176.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 2241.61 1504.5 0.020377 0.00186667 43219.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 2222.54 1487.65 0.0204859 0.00189619 43034.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 2202.56 1471.57 0.0203952 0.00186479 43172.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 2183.72 1455.4 0.0203789 0.00185085 43177.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2164.98 1439.1 0.0204085 0.0018629 43137 0
: 322 Minimum Test error found - save the configuration
: 322 | 2145.89 1423.05 0.0204172 0.00189354 43187.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 2127.12 1406.97 0.0203842 0.00187558 43223.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 2107.93 1392.03 0.0204113 0.00188845 43190 0
: 325 Minimum Test error found - save the configuration
: 325 | 2089.88 1376.53 0.0205268 0.00191535 42984.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 2071.62 1361.28 0.0204362 0.00188483 43123.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 2053.34 1346.36 0.0203843 0.00186187 43190.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 2035.88 1331.11 0.0204306 0.00188481 43136.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 2017.82 1315.99 0.0205045 0.00188113 42956.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1999.4 1301.74 0.0204711 0.00190624 43092.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1982.43 1287.29 0.0205449 0.00194838 43018.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1965.06 1272.12 0.0204803 0.00193337 43133.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1947.66 1257.4 0.02044 0.00188983 43126.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1930.31 1243.51 0.0204622 0.00190414 43107.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1913.41 1229.41 0.0204925 0.00186199 42940.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1896.58 1214.91 0.0203726 0.00186382 43222.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1878.44 1202.32 0.020937 0.00195867 42153.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1862.83 1188.71 0.0205728 0.00191369 42874.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1846.33 1174.84 0.0204829 0.00189779 43045.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1829.6 1162.08 0.0204874 0.00189379 43025.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1813.41 1148.8 0.0204587 0.00190562 43119.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1797.25 1135.76 0.0204398 0.00188978 43126.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1780.85 1122.98 0.0204675 0.00188976 43062.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1765.44 1110.44 0.0205301 0.00186833 42868.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1749.2 1097.69 0.0204076 0.00187735 43172.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1734.41 1084.54 0.0204468 0.00190007 43134.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1717.83 1072.77 0.0204444 0.00190004 43139.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1702.29 1061.36 0.0204353 0.00190017 43161.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1687.32 1049.32 0.0204612 0.00190005 43100.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1672.04 1037.47 0.0203998 0.00188376 43205.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1657.46 1025.2 0.020415 0.00187992 43161.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1642.33 1013.29 0.0203969 0.00186463 43167.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1626.97 1002.69 0.0203862 0.00186673 43197.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1612.76 990.56 0.0203892 0.00186691 43191.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1598.09 978.866 0.020443 0.00187902 43094.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1582.79 968.507 0.020428 0.00191785 43219.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1568.71 957.804 0.0206427 0.00194586 42788.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1555.32 946.278 0.0204179 0.00189052 43179.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1540.19 935.765 0.0204137 0.00186855 43138 0
: 360 Minimum Test error found - save the configuration
: 360 | 1526.94 924.63 0.0204229 0.00187964 43142.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1512.61 914.297 0.0205276 0.00191887 42990.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1498.61 904.01 0.0205431 0.00187589 42855.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1485.14 893.911 0.0204186 0.00188289 43160 0
: 364 Minimum Test error found - save the configuration
: 364 | 1471.41 883.535 0.0204361 0.00187457 43099.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1458.07 873.584 0.0203701 0.00187243 43248.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1444.75 863.385 0.0204764 0.00188101 43021.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1431.12 853.863 0.020517 0.00188186 42929.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1417.97 844.464 0.0205603 0.00188371 42834.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1404.88 834.686 0.0208223 0.00195199 42394.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1392.62 824.86 0.0204196 0.00186042 43105.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1378.73 815.4 0.0204129 0.00187015 43143.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 1366.42 805.999 0.0203862 0.00187023 43206.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 1353.49 796.756 0.0203957 0.00186894 43180.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 1340.41 788.177 0.0203935 0.00187697 43204.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 1328.76 778.754 0.0203935 0.0018731 43195.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 1316.18 770.274 0.0203825 0.00185024 43168.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 1303.76 761.007 0.0205118 0.00189384 42969.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 1291.53 752.466 0.0203793 0.00185749 43192.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 1278.97 744.236 0.0203833 0.00185365 43173.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1267.95 735.378 0.020386 0.0018627 43188.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 1255.27 727.141 0.0204114 0.00187166 43150.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 1243.82 719.759 0.020378 0.00186786 43219.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 1232.56 710.666 0.0204211 0.00187329 43131.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 1220.21 702.271 0.0204627 0.00189426 43083.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 1208.5 694.469 0.0204165 0.00185886 43108.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 1197.23 686.665 0.0204058 0.00185898 43134.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 1186.16 679.679 0.0208382 0.00195264 42360.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 1174.84 672.619 0.0205422 0.00193728 42999.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 1163.9 664.004 0.02037 0.00187581 43256.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 1152.64 656.585 0.0204091 0.00188807 43194.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 1141.61 648.565 0.0204592 0.00188405 43068.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 1130.71 641.231 0.0205493 0.00193014 42966.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 1119.47 634.061 0.0205141 0.00187207 42913.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 1109.51 626.71 0.0204009 0.00187152 43174.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 1098.16 619.826 0.0203927 0.0018687 43187.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 1088.08 613.161 0.0205447 0.00188853 42881.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 1077.58 606.219 0.0205489 0.00187931 42850.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 1067.61 599.097 0.0205761 0.00189178 42816.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 1057.09 592.473 0.0205573 0.00192567 42937.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 1046.75 585.872 0.0204223 0.0018907 43169.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1036.58 579.332 0.0203941 0.00184842 43136.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1026.77 573.26 0.020478 0.00188099 43017.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 1017.08 566.662 0.0205462 0.00189928 42902.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 1006.94 560.7 0.0204149 0.00188552 43174.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 997.776 554.684 0.0204431 0.00190202 43147.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 987.654 548.27 0.0204341 0.00188667 43132.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 978.592 542.307 0.0204058 0.00188006 43183.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 968.688 536.138 0.0206975 0.00195585 42685.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 958.985 530.234 0.0204247 0.001859 43090.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 949.711 524.329 0.0203988 0.00186429 43162.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 940.474 518.377 0.0203607 0.00185563 43231.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 931.267 512.624 0.0204356 0.00187324 43098 0
: 413 Minimum Test error found - save the configuration
: 413 | 922.134 506.944 0.0204272 0.00185591 43077.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 913.119 502.044 0.0203855 0.00185506 43172.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 904.126 496.43 0.0203666 0.00186446 43238.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 895.156 490.804 0.0203719 0.00186425 43225.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 886.762 485.493 0.0203716 0.0018639 43225.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 877.721 480.344 0.0203667 0.00186516 43239.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 868.89 475.017 0.0203615 0.00184381 43202 0
: 420 Minimum Test error found - save the configuration
: 420 | 860.602 469.697 0.0203629 0.00185326 43220.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 851.892 464.768 0.0203747 0.00185363 43194.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 843.653 459.825 0.0203663 0.00184439 43192.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 834.899 455.138 0.0203957 0.001861 43162.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 827.194 450.2 0.0203792 0.00186298 43205.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 818.598 445.246 0.0203728 0.00185822 43209.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 810.729 440.151 0.0203829 0.00186113 43192.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 802.485 435.644 0.0209507 0.00195563 42116.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 794.507 431.053 0.0209033 0.00191291 42126.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 786.495 426.549 0.0208526 0.00221416 42922 0
: 430 Minimum Test error found - save the configuration
: 430 | 779.01 421.917 0.0206523 0.00194524 42764.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 771.246 417.298 0.0204005 0.00187058 43173.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 763.682 412.882 0.020375 0.00186345 43216.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 755.778 408.367 0.020609 0.00208416 43185.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 748.175 403.991 0.0205606 0.00189353 42856.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 740.862 399.952 0.020532 0.00189073 42915.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 733.241 395.668 0.0205048 0.00189614 42990.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 726.017 391.416 0.0204439 0.00188095 43096.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 718.676 387.529 0.0204822 0.00190534 43064.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 711.774 383.38 0.0204309 0.00188912 43145.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 704.342 379.441 0.0205273 0.00189404 42934 0
: 441 Minimum Test error found - save the configuration
: 441 | 697.522 375.15 0.0204895 0.00194837 43147.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 690.523 370.979 0.0206198 0.00190409 42744.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 683.301 367.163 0.020437 0.00187433 43097.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 676.27 363.421 0.0204369 0.00187056 43088.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 669.819 359.386 0.0203888 0.00187114 43201.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 662.869 355.822 0.0204272 0.00187025 43110.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 656.386 352.153 0.020433 0.00188598 43133.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 649.613 348.904 0.020449 0.00188158 43086.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 643.548 344.778 0.0203798 0.00186926 43218.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 636.531 341.592 0.0204083 0.00188239 43182.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 629.924 337.715 0.0204165 0.00187576 43148.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 623.776 334.251 0.0204745 0.00186601 42991.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 617.249 331.053 0.0204622 0.00189884 43095.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 611.071 327.791 0.0204142 0.00187518 43152.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 605.137 324.326 0.0204421 0.00186865 43072.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 598.724 320.912 0.0204403 0.0018726 43085.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 592.524 317.94 0.0204283 0.00189582 43167.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 586.576 314.194 0.0205672 0.00190354 42864.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 580.296 311.324 0.0208799 0.00194685 42254.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 574.723 308.024 0.0203592 0.00185249 43227.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 568.752 304.775 0.0203964 0.00185559 43148 0
: 462 Minimum Test error found - save the configuration
: 462 | 562.709 301.849 0.0203855 0.00185302 43167.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 557.442 299.236 0.0203528 0.00186151 43263.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 551.436 295.995 0.0203806 0.00186403 43204.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 545.632 293.248 0.0203673 0.00186379 43235 0
: 466 Minimum Test error found - save the configuration
: 466 | 540.009 289.919 0.0203633 0.00185606 43226.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 534.747 287.615 0.0203577 0.00186452 43259.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 529.015 284.499 0.0203505 0.00185374 43250.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 523.572 281.22 0.0203683 0.00185177 43204.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 517.926 278.204 0.0203522 0.00185199 43242.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 512.683 275.396 0.0203614 0.00185242 43222.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 507.335 273.258 0.0203818 0.001856 43183 0
: 473 Minimum Test error found - save the configuration
: 473 | 502.371 270.581 0.0203782 0.00188891 43268.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 497.156 267.267 0.0203788 0.00186898 43220.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 492.08 264.439 0.0203852 0.00186424 43194.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 486.557 262.532 0.0203553 0.00186175 43258.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 481.585 260.012 0.0203692 0.00186353 43230.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 476.396 257.107 0.0203619 0.00186304 43245.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 471.56 254.167 0.0203628 0.00184538 43202.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 466.851 252.267 0.0206781 0.00195108 42719.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 462.563 250.02 0.0206739 0.00195661 42741.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 457.404 248.067 0.0204742 0.00189663 43062.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 452.425 244.217 0.020464 0.0018993 43092.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 447.316 242.271 0.0204985 0.00193514 43095.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 442.745 239.499 0.0206435 0.00192751 42744.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 438.135 237.858 0.0206732 0.00192267 42665.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 433.452 235.262 0.0206167 0.00191858 42785 0
: 488 Minimum Test error found - save the configuration
: 488 | 429.084 232.57 0.0206425 0.00191437 42716.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 424.667 230.713 0.0206079 0.00192349 42816.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 420.203 228.967 0.0206945 0.00191228 42593.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 415.481 225.805 0.0208732 0.00194684 42269 0
: 492 Minimum Test error found - save the configuration
: 492 | 411.055 223.81 0.0206854 0.00191573 42621.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 406.982 221.798 0.0206375 0.0019008 42696.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 402.675 219.391 0.0205884 0.00191077 42831.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 398.448 217.664 0.0205667 0.00190834 42876.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 394.13 215.585 0.0206559 0.00190287 42659.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 390.249 213.233 0.0206361 0.00190782 42716.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 385.834 210.969 0.0205441 0.00190209 42913.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 382.056 208.976 0.020629 0.00190882 42734.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 377.937 207.446 0.0205389 0.00189923 42919.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 373.984 205.304 0.0206407 0.00192252 42739.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 369.765 203.893 0.0209283 0.0019061 42056.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 366.317 202.006 0.020438 0.00190088 43156.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 361.946 199.4 0.0205176 0.00187458 42911.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 358.416 197.784 0.0204705 0.00194661 43187.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 354.646 195.148 0.0204953 0.0018886 42995.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 350.588 193.565 0.0205177 0.00192935 43037.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 347.206 191.633 0.0204939 0.00190474 43035.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 343.242 189.873 0.0207313 0.00194094 42575 0
: 510 Minimum Test error found - save the configuration
: 510 | 339.479 187.92 0.0206351 0.00190484 42711.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 336.26 186.574 0.0205962 0.00189329 42774.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 332.569 184.471 0.0204426 0.00186553 43063.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 328.902 182.706 0.0205312 0.00188869 42912.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 325.39 180.753 0.0205451 0.00191467 42940.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 321.917 179.183 0.020528 0.00190109 42948.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 318.535 177.729 0.0206469 0.00190208 42678.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 315.27 176.065 0.0204106 0.00187837 43168 0
: 518 Minimum Test error found - save the configuration
: 518 | 311.812 174.701 0.0205544 0.0018858 42852.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 308.271 172.584 0.0207605 0.00198987 42619.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 304.721 170.784 0.0205494 0.00188856 42870.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 301.694 169.142 0.0205923 0.00189428 42785.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 298.403 167.824 0.0205543 0.00188971 42862 0
: 523 Minimum Test error found - save the configuration
: 523 | 295.308 166.857 0.0205299 0.00188204 42900.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 292.281 165.528 0.0205816 0.00190815 42841.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 289.038 163.4 0.0206884 0.00191133 42605.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 286.106 161.805 0.0204356 0.00188277 43120.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 282.737 159.859 0.0207912 0.00195052 42461.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 279.642 158.664 0.020424 0.00186565 43107.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 276.94 157.484 0.0203704 0.00187501 43254.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 273.943 155.763 0.0203651 0.0018674 43248.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 270.512 153.677 0.0204033 0.00186705 43158.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 267.648 152.606 0.0203794 0.00185694 43190.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 264.991 151.557 0.02043 0.00186022 43080.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 261.736 149.541 0.0204932 0.00195768 43160.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 259.281 148.026 0.0204357 0.00187174 43094.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 256.316 147.175 0.0204068 0.00185973 43133.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 253.503 145.769 0.0204447 0.00187763 43087 0
: 538 Minimum Test error found - save the configuration
: 538 | 250.731 144.644 0.0206082 0.00210002 43224.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 248.494 142.985 0.020469 0.0018875 43053.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 245.26 141.632 0.0204821 0.00191129 43078.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 242.651 140.587 0.02045 0.00188017 43080.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 239.776 138.426 0.0204037 0.00188294 43194.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 237.177 137.104 0.0203932 0.00187537 43201.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 234.632 136.719 0.0203808 0.00187537 43230.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 232.193 135.12 0.0204033 0.00188302 43195.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 230.243 133.806 0.0203921 0.00187931 43213.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 227.274 132.108 0.0204024 0.00189902 43235.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 224.46 130.501 0.0204203 0.001895 43184.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 221.794 129.55 0.0204994 0.00190617 43026.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 219.471 128.262 0.0204326 0.001887 43136.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 216.916 127.256 0.0204117 0.00187002 43145.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 214.699 125.754 0.0203674 0.00186667 43241.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 211.869 124.683 0.0203833 0.00185786 43183.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 209.635 123.343 0.0203957 0.0018704 43184.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 207.461 122.267 0.0203995 0.00188459 43208.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 204.775 121.198 0.0203885 0.00188346 43231.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 202.614 120.31 0.0210035 0.00190731 41893.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 200.361 118.886 0.021294 0.00204203 41554.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 197.948 117.584 0.0205036 0.00189945 43001.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 195.615 116.644 0.0203999 0.0018814 43200 0
: 561 Minimum Test error found - save the configuration
: 561 | 193.515 115.181 0.0204049 0.00187527 43174.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 191.394 114.725 0.0203823 0.00187433 43224.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 189.422 114.144 0.0204331 0.00188029 43120.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 187.249 112.502 0.0204527 0.00188466 43084.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 184.771 111.145 0.0204657 0.00188965 43066.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 182.48 110.014 0.0204096 0.00187761 43168.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 180.322 109.21 0.0204044 0.00187172 43167 0
: 568 Minimum Test error found - save the configuration
: 568 | 178.273 108.219 0.0204662 0.00186485 43007.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 176.241 106.834 0.0204147 0.00186992 43138.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 174.009 105.857 0.0206293 0.00209976 43174.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 172.023 104.89 0.0204818 0.00188657 43021.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 170.184 103.612 0.0203359 0.00186582 43313.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 168.007 102.51 0.0203575 0.0018639 43258.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 166.042 101.502 0.0203198 0.00184905 43311.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 164.071 100.885 0.0203334 0.00184996 43281.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 162.053 99.8351 0.0203322 0.00185054 43286.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 160.217 98.8144 0.0203618 0.00185172 43219.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 158.234 97.4643 0.0203992 0.00185716 43145.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 156.346 96.5892 0.0203605 0.00185236 43224.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 154.376 95.6607 0.0203624 0.00185362 43222.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 152.789 94.8253 0.0203863 0.00186634 43196.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 150.961 94.2488 0.0203387 0.00186418 43302.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 149.327 93.1085 0.0203846 0.0018654 43198.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 147.228 92.4666 0.0203582 0.00186398 43256.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 145.474 91.3068 0.0203515 0.00185258 43245.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 143.894 90.2803 0.0203595 0.00185244 43226.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 142.047 89.2607 0.0203559 0.00185109 43232 0
: 588 Minimum Test error found - save the configuration
: 588 | 140.308 88.6137 0.0206817 0.00197509 42765.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 138.678 88.2786 0.0204749 0.00190406 43078.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 137.015 87.1692 0.0204537 0.00189796 43113.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 135.33 85.9018 0.0204397 0.00189818 43146.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 133.911 85.3621 0.0204882 0.00192322 43091.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 132.082 84.7371 0.0204934 0.00189255 43008.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 130.452 83.2996 0.0204545 0.00188743 43087.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 128.697 82.8304 0.0204715 0.00191375 43108.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 127.088 81.395 0.0204228 0.00188083 43145.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 125.473 80.8054 0.0204498 0.00187706 43074 0
: 598 Minimum Test error found - save the configuration
: 598 | 123.988 79.6455 0.0204138 0.00188183 43168.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 122.452 79.2725 0.020477 0.00193701 43150 0
: 600 Minimum Test error found - save the configuration
: 600 | 120.936 78.3315 0.0203966 0.00187366 43189.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 119.486 78.2538 0.0204148 0.0018855 43175 0
: 602 Minimum Test error found - save the configuration
: 602 | 117.943 76.7849 0.020376 0.00186823 43225.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 116.571 75.9248 0.0203808 0.00186333 43202.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 115.071 75.2893 0.0203849 0.00187635 43223.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 113.676 74.33 0.0204006 0.00186079 43150.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 112.273 73.8629 0.0204314 0.00188186 43127.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 110.827 72.9017 0.020423 0.00188592 43156.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 109.487 71.9361 0.0203969 0.00188384 43212.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 108.124 71.217 0.0204293 0.00189208 43156.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 106.738 70.9022 0.0203961 0.00187311 43189.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 105.352 70.7168 0.0203755 0.00186924 43228.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 104.001 69.5884 0.0205295 0.00199929 43172.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 102.872 68.3498 0.0206798 0.0018672 42524.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 101.393 67.7032 0.0204043 0.00188317 43193.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 100.029 66.9968 0.0204571 0.00190863 43130.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 98.703 66.5279 0.020458 0.00190124 43111.1 0
: 617 | 97.7605 66.605 0.02035 0.0018181 43168.7 1
: 618 Minimum Test error found - save the configuration
: 618 | 96.3567 65.1371 0.0204257 0.00189589 43173.6 0
: 619 | 95.4754 66.2739 0.0203572 0.00182406 43165.9 1
: 620 Minimum Test error found - save the configuration
: 620 | 94.099 63.867 0.0204316 0.00188789 43141.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 92.5351 63.0307 0.0204724 0.00189009 43051.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 91.4577 62.6651 0.0205224 0.00195624 43089.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 90.3066 62.1015 0.0204772 0.00190454 43074.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 89.3059 61.6755 0.0204298 0.00189027 43151 0
: 625 Minimum Test error found - save the configuration
: 625 | 88.0864 60.8194 0.0204951 0.00190143 43025.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 87.1167 60.3979 0.0204677 0.001918 43127.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 86.0432 60.1473 0.0204471 0.00189537 43122.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 84.8629 58.6844 0.0204944 0.00189266 43006.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 83.4469 58.5783 0.020451 0.0018921 43105.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 82.6074 57.8029 0.0204645 0.00189215 43074.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 81.2644 56.9778 0.0204302 0.00188362 43134.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 80.5202 56.4355 0.0204221 0.00188612 43159.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 79.3966 55.7658 0.0206828 0.00199945 42818.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 78.2913 55.6418 0.0204834 0.00187129 42982.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 77.434 54.8727 0.020349 0.001859 43266.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 76.2145 54.4373 0.0203554 0.001867 43270.3 0
: 637 | 75.6146 54.6131 0.0205199 0.00198164 43154 1
: 638 Minimum Test error found - save the configuration
: 638 | 74.4079 53.032 0.0207093 0.00189312 42516.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 73.3509 52.7454 0.0204047 0.00187296 43169.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 72.2862 52.0034 0.0206093 0.00188726 42730.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 71.3708 51.9364 0.0203811 0.00186822 43213.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 70.3759 50.9472 0.0203814 0.0018731 43223.8 0
: 643 | 69.5026 51.2113 0.0203275 0.00180676 43194.7 1
: 644 Minimum Test error found - save the configuration
: 644 | 68.731 50.2352 0.0203849 0.00187717 43225.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 68.0407 49.8212 0.0204139 0.00188616 43178.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 67.1037 48.8425 0.0204257 0.00188129 43139.7 0
: 647 | 65.9867 49.298 0.0204514 0.00181011 42915.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 65.3555 48.0017 0.0205702 0.00190526 42861 0
: 649 | 64.3858 48.1888 0.0204192 0.00184982 43081.7 1
: 650 Minimum Test error found - save the configuration
: 650 | 63.8287 47.575 0.0204526 0.00190226 43125.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 62.8293 47.5018 0.0205727 0.00190355 42851.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 62.1238 46.0588 0.0204249 0.00189064 43163.2 0
: 653 | 61.14 46.1145 0.0203271 0.00180645 43194.9 1
: 654 Minimum Test error found - save the configuration
: 654 | 60.2317 45.4284 0.0204344 0.00188693 43132.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 59.1932 44.7474 0.020436 0.00188521 43124.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 58.5591 44.4001 0.0204175 0.00187879 43152.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 57.7905 44.2457 0.0204053 0.00187014 43161.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 56.9996 43.5041 0.0203807 0.00187068 43219.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 56.5038 43.0976 0.0204069 0.00188555 43193.4 0
: 660 | 55.6873 43.531 0.0203399 0.00181466 43184.4 1
: 661 Minimum Test error found - save the configuration
: 661 | 55.102 43.0127 0.0204833 0.00189861 43046.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 54.3266 42.0562 0.0204181 0.00188154 43157.9 0
: 663 | 53.4647 42.0789 0.0203254 0.00179687 43176.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 52.7527 41.0892 0.0207085 0.00194392 42633.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 51.7924 40.9373 0.0203485 0.0018506 43248.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 51.1029 40.2398 0.020345 0.00185242 43260.7 0
: 667 | 50.7902 41.1439 0.0202938 0.00180687 43273.7 1
: 668 Minimum Test error found - save the configuration
: 668 | 50.2739 39.7189 0.0203595 0.00186155 43248.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 49.6024 39.2541 0.02037 0.00186311 43227.1 0
: 670 | 48.752 39.5789 0.0202979 0.0017991 43246 1
: 671 Minimum Test error found - save the configuration
: 671 | 48.2165 38.6762 0.020381 0.00186427 43204.2 0
: 672 | 47.5213 39.9193 0.020475 0.00195813 43203.8 1
: 673 Minimum Test error found - save the configuration
: 673 | 47.1783 37.8208 0.0208049 0.00200861 42561.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 46.1904 37.5325 0.0206105 0.00188518 42722.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.0232 37.4307 0.020726 0.0018906 42473.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 45.5835 36.8133 0.0204536 0.00191433 43151.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 44.0854 36.3745 0.020498 0.00187077 42948 0
: 678 Minimum Test error found - save the configuration
: 678 | 43.4476 36.2009 0.0206548 0.0018668 42580.3 0
: 679 | 43.1893 36.5143 0.0204938 0.00185531 42922 1
: 680 Minimum Test error found - save the configuration
: 680 | 42.4938 35.2589 0.0209047 0.0018974 42089 0
: 681 | 41.8187 35.2775 0.0205737 0.00191565 42876.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 41.5409 34.9572 0.020735 0.00198467 42666 0
: 683 Minimum Test error found - save the configuration
: 683 | 41.3807 34.8002 0.0206898 0.00194994 42689.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 40.8459 34.6289 0.0203635 0.00184992 43211.6 0
: 685 | 39.7944 34.6938 0.0202837 0.00178954 43257 1
: 686 Minimum Test error found - save the configuration
: 686 | 39.3106 33.7316 0.0204017 0.00186393 43155.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 38.7058 33.6922 0.0206726 0.00195387 42737.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 38.1997 33.0848 0.0204495 0.00188823 43100.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 37.6065 32.7569 0.0204631 0.00190441 43106.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 37.2722 32.4371 0.0204368 0.00190056 43158.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 36.6316 32.0899 0.0205409 0.00190803 42935 0
: 692 | 36.1184 32.4351 0.0203697 0.00181535 43116.6 1
: 693 | 36.0212 32.4252 0.0203222 0.00180239 43197 2
: 694 Minimum Test error found - save the configuration
: 694 | 35.8263 32.0718 0.0206257 0.00191812 42763.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 34.8374 31.9118 0.0203983 0.00185681 43146.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 34.379 31.0702 0.0203583 0.00184865 43220.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 34.0783 31.0012 0.020689 0.00197799 42755.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 33.5867 30.4625 0.0204403 0.00188388 43111.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 33.1105 30.2722 0.0204263 0.0018969 43174.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 32.8067 30.1876 0.020433 0.00188207 43124.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 32.0927 29.7531 0.0203956 0.00187603 43197.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 31.8301 29.7043 0.0205845 0.00189305 42800.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 31.4113 29.225 0.0205403 0.00199541 43138.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 30.906 28.8611 0.02063 0.00189335 42697.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 30.516 28.6546 0.0264136 0.00191895 32660.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.0877 28.5364 0.0204215 0.00188085 43148.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 29.6917 28.3637 0.0204051 0.00187651 43176.6 0
: 708 | 29.4543 28.5363 0.020331 0.00180515 43182.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 28.9575 28.1208 0.0204365 0.00188141 43114.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 28.4567 27.855 0.0204351 0.00188559 43127.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 28.459 27.8263 0.0204983 0.00190932 43036.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 27.9999 27.2138 0.0204644 0.00189912 43091.2 0
: 713 | 27.5417 27.2712 0.0203493 0.00181767 43169.5 1
: 714 Minimum Test error found - save the configuration
: 714 | 27.218 26.7247 0.0204662 0.00188506 43054.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 27.1594 26.4673 0.0205121 0.00189719 42976.3 0
: 716 | 27.0869 26.6692 0.0203736 0.0018074 43089.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 26.5981 26.364 0.0205754 0.00189716 42830.7 0
: 718 | 26.2421 26.4262 0.0203826 0.00182535 43109.7 1
: 719 Minimum Test error found - save the configuration
: 719 | 25.6273 25.6327 0.020452 0.0018999 43121.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 25.214 25.4851 0.0204388 0.0018961 43143.6 0
: 721 | 25.043 25.5172 0.0203626 0.00181522 43132.7 1
: 722 Minimum Test error found - save the configuration
: 722 | 24.5642 25.3706 0.0204631 0.00189644 43087.9 0
: 723 | 24.2847 25.4508 0.02037 0.00179749 43074.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 24.152 24.7731 0.0204847 0.00189849 43042.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 23.8991 24.6058 0.0204639 0.0019024 43099.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 23.6725 24.5732 0.020431 0.0018838 43133.2 0
: 727 | 23.4867 24.916 0.0203392 0.00180714 43168.5 1
: 728 Minimum Test error found - save the configuration
: 728 | 22.8752 24.2636 0.0207739 0.00197275 42550.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 22.4648 23.7243 0.0204973 0.00187743 42964.9 0
: 730 | 22.2742 23.7711 0.0203929 0.00180203 43031.8 1
: 731 Minimum Test error found - save the configuration
: 731 | 22.0817 23.4817 0.0203653 0.00184714 43200.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 21.7044 23.419 0.0203819 0.00186832 43211.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 21.6308 23.2135 0.0203693 0.00185747 43215.7 0
: 734 | 21.4265 23.3827 0.020279 0.00179523 43281.3 1
: 735 Minimum Test error found - save the configuration
: 735 | 21.2098 23.1077 0.0203993 0.00186163 43155.3 0
: 736 | 21.0017 23.5174 0.0203217 0.00181266 43222.2 1
: 737 Minimum Test error found - save the configuration
: 737 | 20.4958 22.439 0.0203822 0.00188282 43244.7 0
: 738 | 20.3653 22.8825 0.0203066 0.00180079 43229.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 20.1184 22.3831 0.0203675 0.001865 43237.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 19.8678 21.9872 0.020367 0.00185292 43210.4 0
: 741 | 19.462 22.1698 0.0203162 0.00179761 43199.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 19.4163 21.7916 0.0203689 0.00185328 43206.7 0
: 743 Minimum Test error found - save the configuration
: 743 | 19.0981 21.7775 0.0203523 0.00185393 43247.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.0642 21.4745 0.0203755 0.00185385 43192.6 0
: 745 Minimum Test error found - save the configuration
: 745 | 18.8362 21.3085 0.0203539 0.00185135 43237.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 18.3713 21.1056 0.0203896 0.00186008 43174.3 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.1788 20.779 0.0203646 0.00186432 43242.6 0
: 748 | 17.9897 20.9262 0.020298 0.00180969 43270.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 17.9678 20.6819 0.0203806 0.00186535 43207.6 0
: 750 | 17.9491 20.8452 0.0203141 0.0018183 43253 1
: 751 Minimum Test error found - save the configuration
: 751 | 17.7086 20.2896 0.0203861 0.00185745 43176.4 0
: 752 | 17.3465 21.2502 0.0203366 0.00179845 43154.4 1
: 753 Minimum Test error found - save the configuration
: 753 | 17.3374 20.2263 0.0203589 0.00185202 43227.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.0954 19.7698 0.0203788 0.00184499 43164.4 0
: 755 | 16.8904 20.2681 0.0203154 0.0017951 43195.9 1
: 756 | 16.7344 20.0506 0.0203043 0.00179812 43228.8 2
: 757 Minimum Test error found - save the configuration
: 757 | 16.6308 19.6481 0.0203722 0.00185853 43211.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 16.2001 19.3256 0.0203947 0.00186973 43184.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.0417 19.1859 0.0203721 0.00186352 43223.1 0
: 760 | 15.8651 19.3246 0.0203154 0.00181051 43231.9 1
: 761 Minimum Test error found - save the configuration
: 761 | 15.6387 18.8371 0.0203729 0.001867 43229.5 0
: 762 | 15.7165 19.1594 0.0203262 0.00178791 43154 1
: 763 | 15.4584 19.5272 0.0203289 0.00179886 43173.2 2
: 764 Minimum Test error found - save the configuration
: 764 | 15.5161 18.6453 0.0203863 0.00185444 43168.9 0
: 765 Minimum Test error found - save the configuration
: 765 | 15.018 18.3769 0.0203664 0.00184386 43190.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 14.9321 18.2109 0.0203808 0.00185464 43182.1 0
: 767 Minimum Test error found - save the configuration
: 767 | 14.7985 18.1737 0.0203919 0.00186329 43176.5 0
: 768 Minimum Test error found - save the configuration
: 768 | 14.8062 18.048 0.0203631 0.0018657 43249.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 14.31 17.8265 0.0203992 0.00186789 43170.3 0
: 770 | 14.2038 18.2889 0.0203022 0.00180173 43242.2 1
: 771 Minimum Test error found - save the configuration
: 771 | 14.1688 17.5746 0.0203819 0.00186829 43211.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 14.0011 17.5159 0.0203721 0.00185449 43202.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 13.7746 17.4105 0.0204235 0.00185824 43091.2 0
: 774 Minimum Test error found - save the configuration
: 774 | 13.7718 17.351 0.0203814 0.00185592 43183.7 0
: 775 Minimum Test error found - save the configuration
: 775 | 13.6371 17.027 0.0203611 0.00185651 43232.6 0
: 776 | 13.4833 17.5722 0.0203418 0.00179819 43141.6 1
: 777 Minimum Test error found - save the configuration
: 777 | 13.1731 16.8502 0.020376 0.00185212 43187.5 0
: 778 Minimum Test error found - save the configuration
: 778 | 12.9813 16.5686 0.0203935 0.00187601 43202.5 0
: 779 | 12.9215 16.771 0.0203614 0.00181045 43124.4 1
: 780 | 13.3565 18.0997 0.020305 0.00180995 43254.8 2
: 781 Minimum Test error found - save the configuration
: 781 | 13.3292 16.5543 0.0203769 0.00186684 43219.8 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.8952 16.041 0.0203757 0.00186563 43219.8 0
: 783 | 12.561 16.2868 0.0203236 0.00178984 43164.4 1
: 784 Minimum Test error found - save the configuration
: 784 | 12.2873 15.6826 0.0204077 0.00187239 43160.9 0
: 785 | 12.3354 16.1539 0.0203403 0.00179972 43148.7 1
: 786 | 12.0741 15.6844 0.0204453 0.0018328 42981.8 2
: 787 | 12.4408 16.5372 0.0208063 0.00194305 42410.5 3
: 788 Minimum Test error found - save the configuration
: 788 | 12.0137 15.4943 0.0206873 0.00193084 42652.1 0
: 789 Minimum Test error found - save the configuration
: 789 | 11.7265 15.4206 0.0206526 0.00194338 42759.6 0
: 790 | 11.4409 15.6819 0.0205972 0.00180182 42563.6 1
: 791 Minimum Test error found - save the configuration
: 791 | 11.4809 15.2481 0.0206686 0.00197697 42799.9 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.219 15.0609 0.0206397 0.00191683 42728.6 0
: 793 | 11.1875 15.2911 0.0203704 0.00181107 43105.1 1
: 794 Minimum Test error found - save the configuration
: 794 | 11.0478 14.8448 0.0204995 0.00190639 43026.7 0
: 795 | 10.8963 14.9589 0.0203202 0.00181383 43228.4 1
: 796 | 10.8214 14.8916 0.0203857 0.00181218 43072 2
: 797 | 10.7444 14.8816 0.0203414 0.00180969 43169.2 3
: 798 Minimum Test error found - save the configuration
: 798 | 10.7518 14.4061 0.0207877 0.00187148 42291.8 0
: 799 | 10.4735 14.597 0.0203357 0.00180055 43161.2 1
: 800 Minimum Test error found - save the configuration
: 800 | 10.3061 14.2038 0.0205212 0.00187966 42915 0
: 801 | 10.3298 14.5213 0.0207314 0.00184997 42369.7 1
: 802 | 10.3805 14.2137 0.020616 0.00182171 42566.1 2
: 803 | 10.042 14.3409 0.0206143 0.00181217 42548.3 3
: 804 | 10.0353 14.3158 0.0204305 0.00180227 42945.5 4
: 805 | 9.88778 14.51 0.0204472 0.00180152 42905.4 5
: 806 Minimum Test error found - save the configuration
: 806 | 10.2973 14.1118 0.020438 0.00187919 43106.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 9.82867 13.5987 0.0204557 0.00186944 43042.6 0
: 808 | 9.55318 13.9042 0.020395 0.00179846 43018.7 1
: 809 | 9.67758 13.7387 0.020646 0.00180844 42468.2 2
: 810 | 9.60101 13.7622 0.0203775 0.00183563 43145.5 3
: 811 Minimum Test error found - save the configuration
: 811 | 9.40992 13.4184 0.0206452 0.00196448 42824.9 0
: 812 | 9.79745 13.6031 0.0203729 0.00180139 43076.7 1
: 813 | 9.4431 13.5037 0.0203336 0.00178945 43140.2 2
: 814 Minimum Test error found - save the configuration
: 814 | 9.16805 13.127 0.0203629 0.00185607 43227.2 0
: 815 | 9.33896 13.2527 0.0203139 0.00179474 43198.5 1
: 816 Minimum Test error found - save the configuration
: 816 | 8.90061 12.7662 0.0203716 0.00184238 43175 0
: 817 | 9.10412 13.6013 0.0202968 0.00179513 43239.3 1
: 818 Minimum Test error found - save the configuration
: 818 | 8.80203 12.5477 0.0203852 0.00186365 43193 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.53875 12.4329 0.0203636 0.00186301 43241.9 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.45584 12.3661 0.0203495 0.00186302 43274.8 0
: 821 | 8.57699 13.096 0.0202983 0.00180815 43266.2 1
: 822 Minimum Test error found - save the configuration
: 822 | 8.41773 12.259 0.0203632 0.00186113 43238.4 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.16252 12.0753 0.0203634 0.00186223 43240.5 0
: 824 Minimum Test error found - save the configuration
: 824 | 8.187 12.016 0.0203624 0.001846 43204.9 0
: 825 | 8.09426 12.9391 0.0203198 0.00179674 43189.4 1
: 826 | 8.20727 12.0696 0.0203021 0.0017983 43234.3 2
: 827 | 8.0642 12.0202 0.0203134 0.00179113 43191.3 3
: 828 Minimum Test error found - save the configuration
: 828 | 8.03934 11.734 0.0203811 0.00185816 43189.8 0
: 829 | 7.96467 12.0707 0.0202969 0.00179672 43242.9 1
: 830 | 8.15665 11.747 0.0203072 0.00179963 43225.6 2
: 831 Minimum Test error found - save the configuration
: 831 | 7.87809 11.4215 0.0203691 0.00186774 43240.2 0
: 832 | 7.735 12.0237 0.0202923 0.00180823 43280.5 1
: 833 | 7.8145 12.0078 0.0202988 0.00179809 43241.5 2
: 834 | 7.93024 11.6062 0.0202991 0.00181174 43272.8 3
: 835 Minimum Test error found - save the configuration
: 835 | 7.45777 11.1782 0.0203662 0.00185829 43224.8 0
: 836 | 7.64996 12.0205 0.0203035 0.00178998 43211.7 1
: 837 Minimum Test error found - save the configuration
: 837 | 7.68005 11.045 0.0203989 0.00187311 43183 0
: 838 | 7.4222 11.4449 0.0203515 0.00180465 43134.1 1
: 839 | 7.43331 11.2973 0.0203411 0.00179924 43145.6 2
: 840 | 7.80872 12.3897 0.020326 0.00179741 43176.6 3
: 841 Minimum Test error found - save the configuration
: 841 | 7.25124 10.8279 0.020421 0.00189095 43173 0
: 842 | 7.05824 10.8855 0.02034 0.00181158 43176.9 1
: 843 | 6.92634 10.8592 0.0204974 0.00182532 42844.6 2
: 844 | 7.35377 11.0789 0.0203838 0.00181575 43084.7 3
: 845 Minimum Test error found - save the configuration
: 845 | 7.02191 10.3916 0.0205335 0.00189736 42927.4 0
: 846 | 7.08756 10.456 0.0203278 0.00180087 43180.5 1
: 847 Minimum Test error found - save the configuration
: 847 | 6.84831 10.3767 0.0203736 0.00186819 43230.7 0
: 848 Minimum Test error found - save the configuration
: 848 | 6.61012 10.3558 0.0203625 0.00186343 43245.5 0
: 849 Minimum Test error found - save the configuration
: 849 | 6.69047 10.3385 0.0203855 0.0018724 43212.7 0
: 850 Minimum Test error found - save the configuration
: 850 | 6.8519 10.1882 0.0204648 0.00190457 43102.9 0
: 851 Minimum Test error found - save the configuration
: 851 | 6.69097 10.1494 0.0204472 0.00189976 43132.7 0
: 852 Minimum Test error found - save the configuration
: 852 | 6.79429 10.1441 0.0204124 0.00188417 43177.3 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.60357 9.91139 0.0203895 0.00190786 43286.3 0
: 854 | 6.54715 10.0697 0.0203332 0.00181412 43198.6 1
: 855 | 6.44755 10.0048 0.0203342 0.00180378 43172.3 2
: 856 Minimum Test error found - save the configuration
: 856 | 6.38667 9.7141 0.0204375 0.00188737 43126.4 0
: 857 | 6.68845 10.5667 0.0203179 0.00180401 43210.7 1
: 858 | 6.40081 10.0277 0.0203246 0.00179617 43176.9 2
: 859 | 6.52049 9.99142 0.0203551 0.00179992 43114.6 3
: 860 Minimum Test error found - save the configuration
: 860 | 6.12278 9.43338 0.0203643 0.00187641 43271.5 0
: 861 | 6.14916 9.6099 0.0202898 0.00180815 43286.1 1
: 862 | 6.28663 9.78108 0.0202885 0.00180988 43293.2 2
: 863 | 6.28983 10.7622 0.0203325 0.00181284 43197.3 3
: 864 | 6.42418 10.3129 0.0202973 0.00180834 43269.1 4
: 865 Minimum Test error found - save the configuration
: 865 | 6.28705 9.06284 0.0204734 0.0018857 43039.1 0
: 866 | 6.15314 9.8143 0.0203644 0.00179522 43082.2 1
: 867 | 6.02244 9.35257 0.0205833 0.00180182 42595.1 2
: 868 | 6.04646 9.23154 0.0203168 0.00179307 43187.9 3
: 869 Minimum Test error found - save the configuration
: 869 | 5.87596 8.69447 0.0203926 0.00187178 43194.6 0
: 870 | 6.02068 9.07305 0.0203332 0.00180762 43183.5 1
: 871 | 6.56869 9.11846 0.0203471 0.0018072 43150.2 2
: 872 | 5.9875 9.17361 0.0203472 0.0018148 43167.7 3
: 873 | 5.80363 8.72516 0.0203992 0.00181926 43057.3 4
: 874 Minimum Test error found - save the configuration
: 874 | 5.73681 8.55999 0.0204616 0.00189864 43096.6 0
: 875 | 5.70473 9.33141 0.020458 0.00180524 42889.2 1
: 876 Minimum Test error found - save the configuration
: 876 | 5.76297 8.45542 0.0204543 0.00189393 43102.6 0
: 877 | 5.64526 9.17189 0.0203278 0.00180493 43189.9 1
: 878 | 5.906 9.5516 0.0203023 0.00179441 43224.8 2
: 879 | 5.43679 8.68151 0.0203455 0.00180073 43138.7 3
: 880 Minimum Test error found - save the configuration
: 880 | 5.46268 8.446 0.020428 0.00189044 43155.6 0
: 881 Minimum Test error found - save the configuration
: 881 | 5.41873 8.28935 0.0203882 0.00187754 43218.4 0
: 882 | 5.30527 8.33972 0.0203089 0.00181239 43251.3 1
: 883 Minimum Test error found - save the configuration
: 883 | 5.45284 8.07454 0.0203957 0.00188538 43219.1 0
: 884 | 5.45152 8.23805 0.0203303 0.00181337 43203.8 1
: 885 | 5.19042 8.25212 0.0203337 0.0018025 43170.5 2
: 886 | 5.54598 8.45227 0.0203453 0.0018096 43160 3
: 887 Minimum Test error found - save the configuration
: 887 | 5.46475 7.95801 0.0204182 0.00188066 43155.6 0
: 888 | 5.23969 8.29407 0.0203228 0.00179431 43176.8 1
: 889 Minimum Test error found - save the configuration
: 889 | 5.42526 7.74317 0.020409 0.00187663 43167.6 0
: 890 | 4.99462 7.93139 0.020407 0.00183079 43065.9 1
: 891 | 5.14383 7.77362 0.0203801 0.00181964 43102.4 2
: 892 | 5.25012 7.93886 0.0204071 0.00186535 43146 3
: 893 Minimum Test error found - save the configuration
: 893 | 5.04008 7.55794 0.0204604 0.00189774 43097.3 0
: 894 | 5.08151 8.11245 0.02038 0.00180536 43069.4 1
: 895 | 5.10343 7.81745 0.020569 0.00181154 42649.8 2
: 896 Minimum Test error found - save the configuration
: 896 | 5.07287 7.43031 0.0204151 0.00189318 43192 0
: 897 | 5.03353 7.84304 0.0203054 0.00178889 43204.8 1
: 898 Minimum Test error found - save the configuration
: 898 | 4.92887 7.18088 0.0203664 0.0018511 43207.6 0
: 899 | 4.93228 7.67969 0.0203015 0.0017977 43234.3 1
: 900 | 5.2438 7.83651 0.020347 0.00179888 43131.1 2
: 901 | 5.16539 7.68609 0.0203149 0.00180778 43226.6 3
: 902 Minimum Test error found - save the configuration
: 902 | 4.81201 6.93977 0.0203878 0.00186881 43198.8 0
: 903 | 4.68783 7.17488 0.020586 0.00182746 42647.2 1
: 904 | 5.04062 8.0905 0.0204818 0.00179994 42822.4 2
: 905 | 5.11853 7.03088 0.0203688 0.00180194 43087.5 3
: 906 Minimum Test error found - save the configuration
: 906 | 4.79845 6.85821 0.0203845 0.00187603 43223.5 0
: 907 | 4.67855 6.9697 0.0203325 0.00180288 43174.2 1
: 908 | 4.62669 7.32683 0.0202956 0.00179926 43251.8 2
: 909 Minimum Test error found - save the configuration
: 909 | 4.66332 6.80585 0.0204224 0.00188498 43156.1 0
: 910 | 4.59222 7.13719 0.0203749 0.0018148 43103.2 1
: 911 | 4.78142 7.27803 0.0204529 0.00181765 42929.3 2
: 912 | 4.93681 8.55388 0.0203413 0.00181349 43178.3 3
: 913 Minimum Test error found - save the configuration
: 913 | 4.84858 6.73484 0.020409 0.00188387 43184.6 0
: 914 | 4.54292 6.9314 0.0203754 0.0017934 43052.5 1
: 915 Minimum Test error found - save the configuration
: 915 | 4.58711 6.62704 0.0204303 0.00187208 43107.7 0
: 916 | 4.63277 6.8375 0.0204165 0.0018001 42972.8 1
: 917 Minimum Test error found - save the configuration
: 917 | 4.54082 6.6186 0.0205317 0.00188158 42895.3 0
: 918 | 4.64776 6.68727 0.0204986 0.00185848 42918.2 1
: 919 Minimum Test error found - save the configuration
: 919 | 4.6081 6.60932 0.0205167 0.00187776 42920.9 0
: 920 Minimum Test error found - save the configuration
: 920 | 4.41022 6.29104 0.020568 0.00188959 42830.3 0
: 921 | 4.59208 7.26673 0.0203651 0.00180746 43109 1
: 922 Minimum Test error found - save the configuration
: 922 | 4.41742 6.1822 0.0205585 0.00190473 42886.8 0
: 923 | 4.52162 6.20913 0.0204246 0.00179759 42948.3 1
: 924 | 4.25983 6.45597 0.0203375 0.00180774 43173.8 2
: 925 | 4.28047 6.26405 0.0204188 0.00180708 42983.6 3
: 926 | 4.36201 6.39138 0.0205136 0.00181551 42785.1 4
: 927 | 4.35777 7.03275 0.0204371 0.00181245 42953.9 5
: 928 | 4.28078 6.27852 0.0204532 0.0018539 43012.4 6
: 929 | 4.48537 6.46012 0.0203425 0.00180765 43162 7
: 930 Minimum Test error found - save the configuration
: 930 | 4.13998 5.97963 0.0205333 0.00188879 42908.1 0
: 931 | 4.11328 6.03478 0.0204879 0.0018044 42818.6 1
: 932 Minimum Test error found - save the configuration
: 932 | 4.08641 5.82789 0.0204533 0.00187682 43065.1 0
: 933 | 4.17943 6.22306 0.0203272 0.00179202 43161.1 1
: 934 Minimum Test error found - save the configuration
: 934 | 4.12364 5.78525 0.0206169 0.00187524 42685.7 0
: 935 | 4.32642 6.1161 0.0203453 0.00180445 43147.9 1
: 936 | 4.29745 6.00165 0.0203264 0.00181477 43216 2
: 937 | 3.92284 5.81546 0.0203381 0.00181914 43199 3
: 938 | 3.97605 6.96897 0.0203289 0.00180488 43187.2 4
: 939 Minimum Test error found - save the configuration
: 939 | 4.38096 5.67666 0.0203899 0.00188521 43232.4 0
: 940 | 4.25125 5.69341 0.0203441 0.00180012 43140.6 1
: 941 Minimum Test error found - save the configuration
: 941 | 3.86972 5.56154 0.0204328 0.00188477 43131.2 0
: 942 | 4.21239 5.7362 0.0203084 0.00179977 43223.1 1
: 943 | 4.46318 5.93683 0.020315 0.0017936 43193.3 2
: 944 Minimum Test error found - save the configuration
: 944 | 4.13921 5.33651 0.0204048 0.00187356 43170.3 0
: 945 | 3.88762 5.85 0.020445 0.00184096 43001.5 1
: 946 | 4.13538 5.6792 0.0203676 0.00181736 43126.2 2
: 947 | 4.06773 6.30961 0.0203281 0.00181506 43212.7 3
: 948 Minimum Test error found - save the configuration
: 948 | 4.01609 5.30193 0.0206881 0.00189241 42563 0
: 949 | 3.85695 6.045 0.0204945 0.00195147 43142.9 1
: 950 | 4.03537 5.45557 0.0204899 0.00179962 42803 2
: 951 | 3.89752 5.76691 0.0203434 0.00180023 43142.6 3
: 952 | 4.04964 5.87547 0.0203162 0.00180158 43209.1 4
: 953 | 3.73214 5.36485 0.020325 0.00180177 43189 5
: 954 | 3.84694 5.73617 0.0203326 0.00181411 43200.1 6
: 955 Minimum Test error found - save the configuration
: 955 | 3.84417 5.11546 0.0203989 0.00190583 43259.4 0
: 956 | 3.77516 5.37058 0.020316 0.00181139 43232.5 1
: 957 | 3.80848 5.31451 0.0203442 0.00180711 43156.7 2
: 958 | 4.19511 5.40503 0.0203443 0.00181181 43167.4 3
: 959 | 3.81862 5.30839 0.020344 0.00181364 43172.4 4
: 960 Minimum Test error found - save the configuration
: 960 | 3.80482 5.07416 0.0205424 0.00188977 42889.4 0
: 961 | 3.65603 6.0329 0.020379 0.00180687 43075.3 1
: 962 Minimum Test error found - save the configuration
: 962 | 3.97965 4.79145 0.020406 0.00188272 43188.8 0
: 963 | 3.56892 5.28851 0.0203383 0.00180485 43165.2 1
: 964 | 3.94619 5.42135 0.0203922 0.00180808 43047.6 2
: 965 | 3.77991 5.34496 0.0203671 0.00181433 43120.2 3
: 966 | 3.69998 5.05394 0.0203342 0.00181451 43197.4 4
: 967 | 3.91487 6.27572 0.02033 0.00181036 43197.3 5
: 968 Minimum Test error found - save the configuration
: 968 | 3.6962 4.77422 0.0204229 0.00189149 43170 0
: 969 | 3.57487 4.98086 0.0203043 0.0017918 43214 1
: 970 | 3.51134 4.97423 0.0203231 0.00180311 43196.6 2
: 971 Minimum Test error found - save the configuration
: 971 | 3.51419 4.73741 0.0204721 0.00189072 43053.8 0
: 972 | 3.48204 4.8572 0.0205952 0.00181372 42595.1 1
: 973 Minimum Test error found - save the configuration
: 973 | 3.65347 4.62189 0.0206119 0.00196107 42893.4 0
: 974 | 3.80442 4.82427 0.0205198 0.00182596 42794.8 1
: 975 | 3.77712 5.11641 0.0204905 0.00181899 42846.1 2
: 976 | 3.46629 4.94206 0.0203577 0.00180705 43125.2 3
: 977 Minimum Test error found - save the configuration
: 977 | 3.50879 4.52529 0.0205 0.00192685 43072.9 0
: 978 | 3.57703 5.71246 0.0204544 0.00180734 42902.1 1
: 979 Minimum Test error found - save the configuration
: 979 | 3.69788 4.47909 0.0204298 0.00190235 43179.1 0
: 980 | 3.91296 5.97185 0.0203556 0.00180734 43130.8 1
: 981 | 3.79421 4.63094 0.0203724 0.00181592 43111.6 2
: 982 | 3.62137 4.52537 0.0203267 0.00181394 43213.5 3
: 983 | 3.29047 4.49792 0.0203767 0.00183636 43149.2 4
: 984 Minimum Test error found - save the configuration
: 984 | 3.21936 4.42946 0.0204252 0.00190237 43189.9 0
: 985 | 3.4226 4.98413 0.0203404 0.00179989 43148.8 1
: 986 | 3.54086 4.59331 0.0203515 0.00180563 43136.3 2
: 987 | 3.54298 4.44674 0.0203439 0.00180785 43159.2 3
: 988 Minimum Test error found - save the configuration
: 988 | 3.38591 4.34833 0.0204604 0.00189457 43089.8 0
: 989 | 3.47335 4.81919 0.0203615 0.00180859 43120 1
: 990 | 3.3915 4.75762 0.0203729 0.00181381 43105.5 2
: 991 | 3.3737 4.562 0.0203964 0.00182834 43084.8 3
: 992 Minimum Test error found - save the configuration
: 992 | 3.27526 4.23269 0.0204611 0.00189111 43080.2 0
: 993 | 3.30363 4.80459 0.0203671 0.00181714 43126.8 1
: 994 Minimum Test error found - save the configuration
: 994 | 3.30025 4.13341 0.0204557 0.00188689 43083.1 0
: 995 | 3.21116 4.46322 0.0203467 0.00180535 43146.9 1
: 996 Minimum Test error found - save the configuration
: 996 | 3.37306 4.09376 0.0203975 0.0018775 43196.4 0
: 997 | 3.30047 4.93527 0.020336 0.00179435 43146.1 1
: 998 Minimum Test error found - save the configuration
: 998 | 3.13155 4.05576 0.020385 0.0018725 43214 0
: 999 | 3.23762 4.23401 0.0203781 0.00181742 43101.9 1
: 1000 | 3.1559 4.06948 0.0203368 0.00181436 43190.9 2
: 1001 | 3.02562 4.15834 0.0203711 0.00181566 43114.1 3
: 1002 | 3.25269 4.10786 0.0203246 0.0018053 43198.3 4
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.30791 4.00069 0.0204097 0.00190701 43237 0
: 1004 | 3.51501 4.6828 0.0203396 0.00180339 43158.6 1
: 1005 | 3.53782 4.3876 0.0203329 0.00180356 43174.7 2
: 1006 | 3.64743 4.94469 0.0203247 0.00180375 43194.3 3
: 1007 | 3.17821 4.00907 0.0203056 0.00180541 43242.8 4
: 1008 Minimum Test error found - save the configuration
: 1008 | 3.09554 3.76038 0.020666 0.00188769 42602.2 0
: 1009 | 3.17835 3.76891 0.0204473 0.0018052 42913.7 1
: 1010 | 3.22489 4.00342 0.0203338 0.00181265 43193.8 2
: 1011 Minimum Test error found - save the configuration
: 1011 | 3.43229 3.7521 0.0203767 0.00187958 43250.1 0
: 1012 | 3.30685 4.54083 0.0203791 0.00181407 43091.7 1
: 1013 | 3.45221 4.48302 0.020333 0.0018096 43188.6 2
: 1014 | 3.38988 4.47906 0.0203132 0.00180264 43218.6 3
: 1015 | 3.61403 4.51794 0.0203391 0.00180208 43156.8 4
: 1016 | 3.28749 4.36712 0.0203243 0.00180305 43193.6 5
: 1017 | 3.39403 4.50723 0.0203164 0.00179389 43190.7 6
: 1018 | 3.2198 4.5188 0.020328 0.00179977 43177.3 7
: 1019 | 3.24571 3.80256 0.0203014 0.00180005 43240.1 8
: 1020 | 3.10322 3.92998 0.0203283 0.00180136 43180.3 9
: 1021 | 3.07063 3.89002 0.0203398 0.001811 43176 10
: 1022 | 3.24032 3.97839 0.0202993 0.00180947 43267 11
: 1023 Minimum Test error found - save the configuration
: 1023 | 3.586 3.55434 0.0203915 0.00187623 43207.5 0
: 1024 | 3.27999 3.76448 0.0203518 0.00181847 43165.4 1
: 1025 | 3.08397 3.6477 0.0203317 0.001813 43199.6 2
: 1026 | 2.96629 3.76277 0.0203263 0.00180193 43186.3 3
: 1027 | 2.9223 3.95834 0.0203055 0.00180321 43237.9 4
: 1028 | 3.05646 3.66266 0.0203111 0.00180145 43220.7 5
: 1029 Minimum Test error found - save the configuration
: 1029 | 2.90116 3.49487 0.0204084 0.00187231 43159 0
: 1030 | 2.92425 3.55963 0.0203034 0.00179798 43230.6 1
: 1031 | 3.04068 3.94124 0.0203239 0.00182274 43240.5 2
: 1032 | 3.21073 3.6966 0.0203436 0.00181081 43166.8 3
: 1033 | 3.08784 3.67733 0.0203332 0.00181359 43197.6 4
: 1034 | 3.12462 3.76863 0.0203483 0.0018089 43151.3 5
: 1035 | 2.92422 3.66168 0.0203675 0.001813 43116.2 6
: 1036 | 2.94577 3.50142 0.020352 0.00180653 43137.2 7
: 1037 Minimum Test error found - save the configuration
: 1037 | 2.93905 3.4679 0.0240353 0.00197033 36256.5 0
: 1038 Minimum Test error found - save the configuration
: 1038 | 3.03783 3.42948 0.0208403 0.00197476 42405.3 0
: 1039 | 3.1526 4.33456 0.0207256 0.00185459 42393.1 1
: 1040 Minimum Test error found - save the configuration
: 1040 | 3.1627 3.23933 0.0208661 0.00198261 42364.9 0
: 1041 | 3.02012 4.02421 0.0205972 0.00185118 42675.7 1
: 1042 | 3.16795 3.72509 0.0205909 0.00185469 42698.1 2
: 1043 | 3.14109 3.47996 0.0208469 0.00181544 42035.6 3
: 1044 | 2.94647 3.59057 0.0205671 0.00181005 42650.6 4
: 1045 | 2.96688 3.24991 0.0206382 0.00187916 42646 5
: 1046 | 3.05183 4.36401 0.0208276 0.00182351 42096.2 6
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.90308 3.09198 0.0210306 0.00205328 42155.7 0
: 1048 | 2.82456 3.29509 0.0208778 0.00184619 42035.4 1
: 1049 | 3.22768 3.39819 0.0205371 0.00184628 42801.8 2
: 1050 | 3.01456 3.57944 0.0205571 0.00184996 42764.3 3
: 1051 | 2.88788 3.36964 0.0205436 0.00185951 42817.1 4
: 1052 | 3.07789 3.2248 0.0204999 0.00183944 42871.4 5
: 1053 | 2.96696 3.54103 0.020489 0.00187113 42969.5 6
: 1054 | 3.08101 3.74412 0.0204718 0.00180952 42867.3 7
: 1055 | 2.90305 3.09488 0.0204722 0.00181867 42887.4 8
: 1056 | 2.86049 3.21051 0.0206288 0.00181208 42515.3 9
: 1057 | 2.97648 3.5528 0.0206022 0.0018125 42576.5 10
: 1058 | 2.83598 3.29518 0.0206574 0.00182018 42469.1 11
: 1059 Minimum Test error found - save the configuration
: 1059 | 2.97666 3.04234 0.0206821 0.00191943 42637.9 0
: 1060 | 3.02021 3.27634 0.0205851 0.00180951 42608.6 1
: 1061 Minimum Test error found - save the configuration
: 1061 | 2.97024 2.96038 0.0206027 0.00194818 42884.9 0
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.89155 2.84985 0.0206448 0.00191755 42718.5 0
: 1063 | 2.81339 2.93168 0.020546 0.00183642 42758.9 1
: 1064 | 2.84394 3.2172 0.0205603 0.00184048 42735.5 2
: 1065 | 2.87691 3.21705 0.0204733 0.00184197 42938.5 3
: 1066 | 2.88341 2.90781 0.0205768 0.00189352 42819.1 4
: 1067 | 2.86029 3.10814 0.020706 0.00181391 42345.7 5
: 1068 | 2.88958 4.56089 0.0204718 0.00180535 42857.6 6
: 1069 | 3.23612 2.91136 0.0205315 0.00181468 42742.2 7
: 1070 | 2.99974 2.92147 0.0205587 0.00183754 42732.4 8
: 1071 | 2.7254 3.76352 0.020472 0.0018158 42881.2 9
: 1072 | 3.03529 3.05469 0.0204382 0.00181171 42949.5 10
: 1073 Minimum Test error found - save the configuration
: 1073 | 2.94994 2.72779 0.020719 0.00189517 42499.3 0
: 1074 | 2.72503 2.9042 0.0204646 0.001806 42875.8 1
: 1075 | 2.87043 2.97913 0.0204471 0.00181453 42935.6 2
: 1076 | 2.79639 3.17246 0.0204284 0.00180335 42952.9 3
: 1077 | 2.83081 3.40397 0.0204169 0.00180939 42993.5 4
: 1078 | 3.02603 3.87202 0.0204502 0.00182658 42956.2 5
: 1079 Minimum Test error found - save the configuration
: 1079 | 3.45372 2.69104 0.0207117 0.00201302 42783.7 0
: 1080 | 2.90204 2.92691 0.0205814 0.00183989 42686 1
: 1081 | 3.02265 3.20269 0.0206563 0.0018516 42542.6 2
: 1082 | 3.80144 4.40777 0.0205574 0.00183651 42733.1 3
: 1083 | 3.90511 3.71186 0.0206059 0.00181682 42577.8 4
: 1084 | 2.78968 3.32334 0.0205853 0.00182325 42639.3 5
: 1085 Minimum Test error found - save the configuration
: 1085 | 3.00437 2.57299 0.0205582 0.00189911 42874.6 0
: 1086 | 2.69838 3.66204 0.0204528 0.00181807 42930.6 1
: 1087 | 2.97649 2.6578 0.0204983 0.00180434 42794.7 2
: 1088 | 2.72463 2.66838 0.0205048 0.00181132 42795.8 3
: 1089 | 2.73384 2.91935 0.0204416 0.00179468 42902.5 4
: 1090 | 2.67759 2.88843 0.0204668 0.00180419 42866.5 5
: 1091 | 2.7159 2.84001 0.0204564 0.00180627 42895.1 6
: 1092 Minimum Test error found - save the configuration
: 1092 | 2.58738 2.5716 0.0205217 0.00190393 42969.6 0
: 1093 Minimum Test error found - save the configuration
: 1093 | 2.54257 2.54009 0.0205137 0.00187597 42923.6 0
: 1094 | 2.6109 2.79059 0.0204348 0.00180501 42942 1
: 1095 | 2.51579 2.72995 0.0204549 0.00182918 42951.3 2
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.47635 2.41488 0.0205071 0.00191379 43026.3 0
: 1097 | 2.53943 3.05258 0.0204699 0.00183475 42929.6 1
: 1098 | 2.65827 2.84712 0.0204784 0.00184063 42923.5 2
: 1099 | 2.6902 3.19478 0.020465 0.0018396 42952.1 3
: 1100 | 2.72431 2.50774 0.0204491 0.00183838 42986 4
: 1101 | 2.58127 3.0134 0.0204552 0.00183904 42973.5 5
: 1102 | 2.53359 2.82081 0.0204524 0.0018151 42924.6 6
: 1103 | 2.84583 2.65574 0.0205447 0.0018167 42716.9 7
: 1104 | 2.37802 2.88272 0.0204559 0.00181409 42914.2 8
: 1105 | 2.50352 2.78913 0.020473 0.00181241 42871.1 9
: 1106 | 2.83928 2.90729 0.020484 0.00182492 42874.7 10
: 1107 | 2.75902 2.60402 0.0205573 0.0018223 42700.8 11
: 1108 | 2.93601 3.35568 0.0204995 0.00181539 42817.1 12
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.97547 2.40281 0.0206752 0.00192154 42658.4 0
: 1110 | 2.48782 2.5797 0.0206321 0.00181342 42511.1 1
: 1111 | 2.49839 3.14957 0.0205262 0.00182341 42774.4 2
: 1112 | 2.52844 2.50626 0.0204948 0.00183672 42877 3
: 1113 | 2.47487 2.5373 0.0204998 0.00185157 42899.4 4
: 1114 Minimum Test error found - save the configuration
: 1114 | 2.46197 2.26957 0.0207583 0.0019696 42578.9 0
: 1115 | 2.52222 2.73362 0.0205177 0.00185526 42866.8 1
: 1116 | 2.80085 2.43603 0.0205349 0.00183737 42786.4 2
: 1117 | 2.58842 2.56774 0.0205881 0.00182245 42631.1 3
: 1118 | 2.43797 2.29113 0.0205926 0.00181543 42604.9 4
: 1119 | 2.52139 2.407 0.0205298 0.0018186 42755.1 5
: 1120 | 2.47821 2.29607 0.0205219 0.00182426 42786.2 6
: 1121 | 2.56149 3.06395 0.0205608 0.00182337 42695.3 7
: 1122 | 2.67365 2.37076 0.0204926 0.00181153 42824.1 8
: 1123 Minimum Test error found - save the configuration
: 1123 | 2.58696 2.23465 0.0205287 0.00188884 42918.7 0
: 1124 | 2.32796 2.5949 0.0204806 0.00180563 42838.1 1
: 1125 | 2.42859 2.53228 0.0204592 0.00180824 42893.3 2
: 1126 | 2.39478 2.27289 0.0205226 0.00181778 42769.6 3
: 1127 | 2.342 2.56343 0.0204479 0.00183418 42979 4
: 1128 | 2.44871 2.39696 0.0204912 0.00187154 42965.4 5
: 1129 Minimum Test error found - save the configuration
: 1129 | 2.40536 2.19136 0.0205691 0.00192527 42909.5 0
: 1130 | 2.64565 2.39127 0.0204369 0.00181882 42969 1
: 1131 | 2.6543 2.42247 0.0204409 0.0018294 42984.2 2
: 1132 | 2.58913 2.30092 0.0204309 0.00181813 42981.1 3
: 1133 | 2.42179 2.73768 0.0203795 0.00180107 43060.6 4
: 1134 | 2.42624 2.28854 0.0203299 0.00179985 43173.1 5
: 1135 | 2.64451 2.80874 0.020295 0.00180005 43255 6
: 1136 | 2.59202 2.5934 0.0203281 0.00182886 43244.9 7
: 1137 | 2.50847 2.46086 0.0203074 0.00180867 43246.1 8
: 1138 | 2.33114 2.6769 0.0203015 0.00180304 43246.8 9
: 1139 | 2.2723 2.4695 0.020334 0.00181396 43196.4 10
: 1140 | 2.35666 2.35225 0.0203175 0.00180148 43205.9 11
: 1141 | 2.27665 2.2185 0.0203188 0.00179406 43185.4 12
: 1142 Minimum Test error found - save the configuration
: 1142 | 2.34307 2.06345 0.0204082 0.00188475 43188.4 0
: 1143 | 2.26263 2.34233 0.0203667 0.00180711 43104.4 1
: 1144 | 2.30156 2.28522 0.0203526 0.00180574 43134 2
: 1145 | 2.29652 2.31569 0.0203361 0.001802 43163.7 3
: 1146 | 2.39096 2.60297 0.020326 0.00180744 43199.8 4
: 1147 | 2.45606 2.53814 0.0203596 0.00181092 43129.9 5
: 1148 | 2.25491 2.46982 0.0203236 0.00181424 43221.5 6
: 1149 | 2.29259 2.27164 0.0203519 0.00180917 43143.7 7
: 1150 | 2.43909 2.17362 0.0203372 0.00181312 43187.1 8
: 1151 | 2.30714 2.17141 0.0203686 0.00181041 43107.7 9
: 1152 | 2.16249 2.30405 0.0203393 0.00180266 43157.7 10
: 1153 | 2.37062 2.14663 0.0203523 0.00180356 43129.7 11
: 1154 | 2.49528 2.27746 0.0204253 0.00179967 42951.5 12
: 1155 | 2.28897 3.02498 0.0203697 0.00180666 43096.5 13
: 1156 | 2.394 2.48819 0.020572 0.00181631 42653.7 14
: 1157 | 2.41971 3.5126 0.0203012 0.00180668 43256.1 15
: 1158 | 2.50763 2.54114 0.0202888 0.00180974 43292.3 16
: 1159 | 2.30512 2.21655 0.0203113 0.00180867 43237.2 17
: 1160 | 2.5557 2.5202 0.0203159 0.00181052 43230.6 18
: 1161 | 2.50366 2.50545 0.0203227 0.00180061 43191.7 19
: 1162 | 2.58808 3.02448 0.0203075 0.00178874 43199.4 20
: 1163 | 2.51773 2.33983 0.0202986 0.00179702 43239.5 21
:
: Elapsed time for training with 1000 events: 23.8 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: 0.0254 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: 1.61 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.365 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= 3.73503e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.31782e+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: 0.0739 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: 0.0914 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: 0.00348 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.224 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.14 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: 0.043 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00509 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: 0.0916 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0101 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: 0.00517 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000738 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: 0.225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0253 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: 2.17 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.243 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 : -0.0142 -0.0354 1.56 1.24 | 3.275 3.287
: 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 : -0.0154 -0.0522 1.47 1.15 | 3.330 3.339
: 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
This macro provides examples for the training and testing of the TMVA classifiers. 