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Reference Guide
TMVARegression.C File Reference

Detailed Description

View in nbviewer Open in SWAN This macro provides examples for the training and testing of the TMVA classifiers.

As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.

The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example:

root -l TMVARegression.C\‍(\"LD,MLP\"\‍)

(note that the backslashes are mandatory) If no method given, a default set is used.

The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
==> Start TMVARegression
--- TMVARegression : Using input file: ./files/tmva_reg_example.root
DataSetInfo : [dataset] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[dataset] : Class index : 0 name : Regression
Factory : Booking method: PDEFoam
:
: Rebuilding Dataset dataset
: Building event vectors for type 2 Regression
: Dataset[dataset] : create input formulas for tree TreeR
DataSetFactory : [dataset] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [dataset] :
:
Factory : Booking method: KNN
:
Factory : Booking method: LD
:
Factory : Booking method: DNN_CPU
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: BDTG
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : Train all methods
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 1.1674 [ 0.0058046 4.9975 ]
: var2: 2.4823 1.4587 [ 0.0032142 4.9971 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.636e-01
: 2 : var1 : 5.936e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.315e+00
: 2 : var1 : 1.882e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.545e+00
: 2 : var2 : 2.414e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 8.189e-01
: 2 : var1 : 3.128e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.607 sec
: Elapsed time for training with 1000 events: 0.615 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of PDEFoam on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00526 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.0015 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of KNN on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00811 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_KNN.weights.xml
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000621 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of LD on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000579 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_LD.weights.xml
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012586 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0043504 1.0383 [ -4.5564 5.7307 ]
: fvalue: 165.93 84.643 [ 2.0973 391.01 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 33564.1
: --------------------------------------------------------------
: 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 | 34823.9 33187.6 0.0198992 0.0018462 44314 0
: 2 Minimum Test error found - save the configuration
: 2 | 34354.6 32625.2 0.0199421 0.00200609 44603 0
: 3 Minimum Test error found - save the configuration
: 3 | 33739.7 31955.9 0.0203527 0.00184498 43225.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 33097.4 31271.1 0.0206606 0.00229414 43557.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 32367.1 30524 0.0213509 0.00185568 41035.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 31520.5 29696.8 0.020024 0.00182997 43970.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30771.5 29124.7 0.0203568 0.00186334 43258.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 30286.9 28736.8 0.0200551 0.00182756 43889.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 29919.2 28391.6 0.020083 0.00185186 43880.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 29582.3 28077.7 0.0200169 0.0018459 44026.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 29268.8 27782.9 0.0201879 0.00185191 43630.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 28970.4 27500.5 0.0201062 0.00185876 43841.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 28684.3 27227 0.0200088 0.00183869 44028.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 28408 26959.3 0.0199706 0.00187054 44198.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 28138.7 26697.6 0.0200075 0.00182437 43996.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 27873.9 26444.3 0.0199273 0.00181317 44164.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 27619.2 26192.5 0.0199822 0.0018159 44037.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 27361.2 25953.8 0.0212243 0.00183363 41256.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 27117.4 25713.1 0.0208811 0.00184072 42016 0
: 20 Minimum Test error found - save the configuration
: 20 | 26873.1 25477.5 0.0210775 0.00187921 41670.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 26637.1 25241.2 0.0211297 0.00183351 41458.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 26396.6 25015.7 0.0208209 0.00194236 42376.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 26167.8 24788.7 0.0206115 0.00185179 42644.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 25935.7 24569.5 0.0200887 0.0018369 43831.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 25713 24348.5 0.0208935 0.00217657 42742.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 25488.7 24132.9 0.0201492 0.00196902 44003.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 25267 23922.6 0.0201532 0.00182382 43645.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 25053 23709.9 0.0200028 0.00181215 43978.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 24837.3 23501.4 0.0201168 0.00185464 43806.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 24626 23294.6 0.0205538 0.00182967 42725.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 24414.7 23092.9 0.0203872 0.00216451 43901.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 24209.7 22890.3 0.0211897 0.00200269 41694.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 24005.2 22689.7 0.0210102 0.00214428 42404.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 23800.3 22495 0.0204246 0.00183649 43038.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 23600.6 22301.3 0.0199801 0.00182309 44060.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 23402.4 22109.7 0.0200524 0.00182996 43901.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 23209.1 21916.2 0.0201693 0.00183088 43624.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 23014.3 21726.5 0.0205396 0.00182896 42756.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 22817.2 21546.5 0.0203107 0.00182567 43278.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 22631.9 21361.1 0.0218891 0.0020587 40342.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 22443.8 21177.8 0.0210944 0.00183225 41532.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 22257.1 20997.5 0.0211857 0.00214894 42024 0
: 43 Minimum Test error found - save the configuration
: 43 | 22074.6 20816.6 0.0211247 0.00185393 41513.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 21890.9 20639.8 0.0204718 0.00184761 42954.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 21708.4 20468.1 0.0201571 0.00186599 43737 0
: 46 Minimum Test error found - save the configuration
: 46 | 21533.1 20292.9 0.0208879 0.00183187 41981.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 21357.3 20118.2 0.0213813 0.00268035 42778.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 21178.3 19951.1 0.0210461 0.00192561 41840 0
: 49 Minimum Test error found - save the configuration
: 49 | 21004.9 19785.7 0.0207999 0.00188729 42299.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 20836.7 19616.6 0.0205299 0.00195782 43075.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 20666.3 19449.9 0.0204178 0.00184374 43070.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 20497.5 19285.9 0.0200248 0.00183335 43976.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 20329.1 19126.1 0.0220457 0.00248674 40902.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 20166.1 18964.8 0.0205641 0.00183937 42724.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 20003.7 18803.2 0.0214742 0.0018379 40740.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 19838.7 18646.2 0.0210338 0.00216758 42403.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 19675.4 18481.9 0.0206372 0.00185719 42598.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 19507.1 18307.1 0.0213561 0.00232631 42039.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 19353.6 18162 0.0215138 0.00184627 40676.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 19187.7 17999.3 0.0212759 0.00191486 41320.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 19034.1 17849.5 0.0223426 0.00248119 40279 0
: 62 Minimum Test error found - save the configuration
: 62 | 18882 17706.1 0.0214779 0.00185881 40776.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 18719.4 17534.7 0.0213461 0.0020669 41495.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 18560 17383.2 0.0211849 0.00185872 41394.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 18405 17232.9 0.0202163 0.00185242 43563.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 18249.6 17082.2 0.0207994 0.00186699 42255.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 18096.2 16931.2 0.021308 0.0019108 41243 0
: 68 Minimum Test error found - save the configuration
: 68 | 17942.8 16784 0.020216 0.001839 43532.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 17791.4 16638.6 0.0219195 0.00245586 41102.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 17643.8 16490.3 0.0204515 0.00184529 42996.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 17493.1 16347 0.0203322 0.00185472 43295.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 17346.1 16203.6 0.0203049 0.00186992 43395.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 17200.8 16058.7 0.0207604 0.00185549 42317.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 17054 15919.2 0.0202155 0.00184846 43556.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 16909.8 15781.6 0.0202926 0.0018694 43423.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 16769.2 15642.7 0.0203098 0.00184711 43330.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 16628.6 15504.2 0.0207107 0.00201372 42787.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 16487.2 15369.6 0.021128 0.00200676 41838.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 16349.9 15234.9 0.020715 0.00229112 43421.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 16212.8 15101.4 0.0204391 0.00195094 43270.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 16077 14969.4 0.0213518 0.00185959 41042 0
: 82 Minimum Test error found - save the configuration
: 82 | 15943.9 14836.8 0.0217246 0.0018814 40316 0
: 83 Minimum Test error found - save the configuration
: 83 | 15807.8 14709.3 0.0218824 0.0018633 39961.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 15678.5 14579.4 0.0210566 0.00187914 41715.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 15547.8 14450.2 0.0207476 0.00192605 42504.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 15416.9 14324 0.0223497 0.00187974 39081.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 15289.8 14197.1 0.0202911 0.0018559 43395.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 15159.9 14075.3 0.0204024 0.00199907 43470.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 15035.3 13952.1 0.0207387 0.00186636 42390.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 14909.7 13830.7 0.0209351 0.00197141 42185.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 14784.7 13712 0.0204015 0.00184392 43109.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 14663.6 13591.3 0.0204378 0.00190676 43170.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 14542.8 13470 0.0205222 0.00184885 42841.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 14421.5 13350.8 0.0207397 0.00185938 42372.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 14299.9 13235.4 0.0207836 0.00186954 42296.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 14183 13118.3 0.020307 0.00185486 43355.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 14065.2 13002.5 0.0204957 0.00190998 43043.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 13949.9 12886.1 0.020751 0.00219501 43112.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 13830.9 12775.4 0.0205562 0.00184199 42748.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 13718.1 12662.9 0.0212388 0.00193204 41436.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 13604.2 12551.9 0.0218023 0.00191266 40221.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 13491.5 12441.9 0.020629 0.00186395 42632.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 13379.6 12333.2 0.0202806 0.00186061 43431.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 13270 12223.6 0.0206446 0.0018648 42599 0
: 105 Minimum Test error found - save the configuration
: 105 | 13158.2 12118.2 0.0202306 0.00184852 43520.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 13050.5 12011.4 0.0205523 0.00187187 42825.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 12943 11905.4 0.0206898 0.00192563 42634.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 12836.3 11799.5 0.020295 0.00190136 43493.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 12730.1 11694.8 0.0215487 0.00227221 41501.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 12623.9 11592.9 0.0207623 0.00190793 42430.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 12520.8 11490 0.020729 0.00192262 42538.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 12417.7 11387.5 0.0211507 0.00187824 41510.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 12314.1 11287.3 0.020692 0.00208364 42991.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 12213.1 11187.4 0.0204558 0.00194164 43210 0
: 115 Minimum Test error found - save the configuration
: 115 | 12110.9 11090.4 0.0206512 0.00191624 42700.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 12011.4 10993.9 0.0212161 0.00189961 41415.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 11914.6 10894.4 0.0212983 0.00187167 41180.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 11815.2 10797.6 0.0203378 0.00186572 43308.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 11717.2 10702.8 0.0207791 0.00185308 42269.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 11621.1 10608.2 0.0205646 0.00185878 42767.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 11525.9 10513.4 0.0209886 0.00215209 42470.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 11430.6 10420.2 0.0207561 0.00187706 42375.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 11337.6 10326 0.0207787 0.00186423 42295.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 11242.8 10234.7 0.0207271 0.00187459 42434.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 11150.3 10144.4 0.0204313 0.00186632 43091.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 11059.2 10054 0.0208792 0.002016 42410.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 10969.3 9962.63 0.0209346 0.00221644 42739.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 10877.6 9874.22 0.0212246 0.00198459 41580.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 10788.1 9786.8 0.02102 0.00187933 41795.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 10699.1 9700.67 0.0210758 0.00189371 41705.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 10611.6 9614.23 0.0209346 0.0018757 41975.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 10524.3 9528.85 0.0206528 0.00187127 42594.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 10439.9 9440.87 0.0204275 0.0018661 43100.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 10352.6 9356.1 0.0205957 0.00189408 42777 0
: 135 Minimum Test error found - save the configuration
: 135 | 10266.4 9273.96 0.0203725 0.00188122 43263.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 10182.8 9191.36 0.0206033 0.00188033 42728.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 10100.7 9106.99 0.0207014 0.00219443 43227 0
: 138 Minimum Test error found - save the configuration
: 138 | 10015.4 9027.13 0.0209158 0.00194242 42164.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 9935.11 8944.94 0.0205669 0.00186903 42785.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 9852.14 8865.69 0.0212908 0.00205979 41599.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 9772.24 8785.66 0.0207613 0.00192186 42464.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 9692.95 8705.07 0.0207315 0.00223929 43261.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 9612.81 8626.19 0.0204254 0.00185554 43080.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 9533.14 8549.45 0.0208153 0.00186176 42208.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 9456.31 8471.2 0.020262 0.00185037 43450.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 9378.43 8394.23 0.0212242 0.00188039 41357 0
: 147 Minimum Test error found - save the configuration
: 147 | 9301.29 8318.32 0.0202867 0.00187308 43446.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 9224.71 8243.7 0.0206141 0.00193774 42834.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 9149.5 8169.18 0.0210976 0.00186655 41599.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 9074.28 8095.63 0.0205031 0.00208879 43444.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 9000.89 8021.33 0.0206068 0.00187061 42698 0
: 152 Minimum Test error found - save the configuration
: 152 | 8926.66 7948.48 0.0208907 0.00209759 42568.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 8854.02 7875.68 0.0213054 0.00243038 42384.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 8782.05 7802.56 0.0215318 0.00188383 40716.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 8708.24 7733.12 0.021216 0.00191056 41439.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 8637.34 7663.63 0.022122 0.00225492 40267.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 8567.46 7593.38 0.0207904 0.00187666 42297.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 8497.77 7522.93 0.0206846 0.00188473 42553.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 8427.83 7453.76 0.0206327 0.0018947 42694 0
: 160 Minimum Test error found - save the configuration
: 160 | 8359.93 7383.7 0.0204024 0.00190426 43247.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 8289.65 7317.14 0.0208202 0.00189118 42263.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 8222.83 7249.61 0.0208225 0.00187584 42223.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 8155.4 7182.86 0.0208486 0.00195706 42346.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 8087.71 7118.53 0.0212503 0.00189888 41340.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 8022.96 7052.29 0.0213525 0.00187844 41080.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 7957.18 6986.93 0.0210047 0.00219826 42538.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 7891.94 6922.17 0.020618 0.00191183 42766.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 7827.39 6858.44 0.0204367 0.00191763 43198.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 7764.31 6793.93 0.0203291 0.00186879 43336.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 7699.19 6732.47 0.0208687 0.00187905 42128.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 7637.99 6669.02 0.0205848 0.00206578 43198.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 7575.31 6606.66 0.0206485 0.00187538 42614.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 7512.37 6546.26 0.0205671 0.00188036 42811.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 7451.44 6485.85 0.0207903 0.00202919 42641.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 7390.83 6425.65 0.0216351 0.00189661 40530 0
: 176 Minimum Test error found - save the configuration
: 176 | 7331.7 6364.33 0.0209437 0.00190072 42010.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 7271.23 6304.09 0.0226906 0.00188343 38448.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 7212.62 6243.88 0.0206221 0.00209893 43189.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 7152.02 6187.11 0.0209195 0.00186739 41990 0
: 180 Minimum Test error found - save the configuration
: 180 | 7094.82 6128.52 0.0208049 0.00187538 42262.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 7036.23 6071.88 0.0211318 0.00187785 41550 0
: 182 Minimum Test error found - save the configuration
: 182 | 6978.93 6015.36 0.0206484 0.0018671 42595.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 6922.09 5959.32 0.0204839 0.00186265 42961.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 6865.67 5903.75 0.0203224 0.00186878 43351.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 6810.77 5847.07 0.0204182 0.00186564 43120.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 6755.4 5790.94 0.0202674 0.00186661 43476.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 6698.43 5738.1 0.0203078 0.00186556 43378.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 6644.82 5684.17 0.0202727 0.00186507 43460.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 6590.82 5630.4 0.0203733 0.00192297 43359.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 6537.22 5576.99 0.0204105 0.00187969 43171.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 6483.83 5524.06 0.0204056 0.00187732 43177.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 6431.81 5470.71 0.0204683 0.00187313 43021.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 6378.01 5420.06 0.0203421 0.00185267 43267.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 6327.69 5367.07 0.0204093 0.00187101 43153.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 6274.15 5317.66 0.0203658 0.00186237 43235.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 6224.97 5266.05 0.0205407 0.00192068 42964.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 6172.99 5216.36 0.0203289 0.00187712 43356.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6122.59 5167.57 0.020328 0.00187349 43349.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 6073.83 5117.64 0.0203297 0.00187545 43350.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 6023.3 5069.71 0.0204709 0.00189493 43066.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 5975.75 5019.66 0.0203747 0.00187284 43239 0
: 202 Minimum Test error found - save the configuration
: 202 | 5926.16 4971.61 0.0203457 0.00186681 43292.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 5878.4 4923.21 0.0203555 0.00186388 43262.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 5829.2 4877.5 0.0206116 0.00187297 42692.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 5782.14 4831.41 0.0203262 0.00186613 43336.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 5736.79 4783.13 0.0203248 0.001877 43365.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 5688.37 4737.86 0.0207148 0.0020004 42747.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 5642.57 4692.12 0.0202936 0.00187356 43430.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 5597.11 4646.33 0.0213808 0.00188033 41024.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 5550.91 4602.29 0.0209717 0.00188087 41905 0
: 211 Minimum Test error found - save the configuration
: 211 | 5505.78 4558.43 0.0206529 0.00188245 42620.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 5461.56 4513.5 0.0203729 0.00188199 43264.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 5415.89 4470.97 0.020904 0.00188626 42065.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 5373.36 4426.35 0.0209688 0.00188171 41913.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 5327.83 4384.94 0.0212865 0.0018878 41239.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5285.29 4342.39 0.0205863 0.00188161 42770.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 5242.38 4299.87 0.0205312 0.0018683 42865.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 5199.73 4257.37 0.0206735 0.00186947 42544.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 5156.77 4216.2 0.0205341 0.00185536 42829.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 5114.74 4175.54 0.0209278 0.00186674 41970.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 5073.15 4134.8 0.0210014 0.00190468 41892 0
: 222 Minimum Test error found - save the configuration
: 222 | 5031.5 4094.76 0.0209622 0.001918 42007.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 4991.87 4053.26 0.0208925 0.00188384 42086.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 4949.14 4014.94 0.0207084 0.00193445 42612.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4909.89 3975.02 0.0205273 0.00185838 42851.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 4869.29 3936.39 0.0207857 0.00202178 42634.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 4829.35 3898.78 0.020533 0.00188642 42903.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 4790.62 3859.85 0.0204924 0.00188118 42984.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 4751.14 3821.81 0.0205056 0.00186962 42927.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 4712.68 3783.77 0.0205214 0.00204457 43297.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 4673.47 3747.34 0.0206331 0.00187242 42642.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 4636.57 3709.4 0.0203466 0.00186361 43283.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 4597.52 3672.63 0.0203867 0.00190086 43276.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 4559.37 3637.74 0.0204623 0.00187829 43047.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 4522.94 3601.65 0.0203932 0.0018796 43211.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 4486.43 3564.8 0.0204164 0.00188414 43168 0
: 237 Minimum Test error found - save the configuration
: 237 | 4448.4 3530.41 0.0206383 0.00191617 42730.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 4413.32 3493.84 0.020876 0.00188449 42124 0
: 239 Minimum Test error found - save the configuration
: 239 | 4376.44 3459.36 0.0205079 0.00186585 42913.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 4340.24 3424.88 0.0204782 0.00190264 43067.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 4304 3392.41 0.0204477 0.00190747 43149.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 4270.03 3357.69 0.020564 0.00190343 42871.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 4234.51 3324.1 0.0202912 0.00186584 43418.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4199.42 3291.19 0.0203757 0.0018617 43210.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 4165.06 3258.35 0.0203521 0.00186435 43271.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 4131.15 3225.4 0.020387 0.00186935 43201.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 4096.95 3193.46 0.0202833 0.00186516 43435.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 4063.47 3161.11 0.0203326 0.00188231 43359.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 4029.79 3129.99 0.02055 0.00197243 43062.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3997.84 3096.79 0.0205231 0.00192211 43008.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3963.05 3067.08 0.021089 0.00187924 41645.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3931.33 3036.09 0.020281 0.00186512 43440.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3898.67 3005.83 0.0206942 0.00194708 42673.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3866.64 2975.95 0.0208964 0.00186973 42046.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 3835.38 2945.38 0.02051 0.00186291 42902 0
: 256 Minimum Test error found - save the configuration
: 256 | 3803.97 2914.35 0.0206642 0.00187275 42572.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 3771.17 2885.96 0.0208173 0.0018665 42214.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 3740.8 2856.9 0.0203767 0.00186837 43223.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 3709.93 2827.8 0.0204501 0.00187727 43073.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3679.61 2798.82 0.0204903 0.0018564 42932.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 3649.08 2770.13 0.0204173 0.00187586 43146.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 3618.64 2742.39 0.0203038 0.00187094 43400.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 3589.06 2714.16 0.0202975 0.00186901 43411.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 3558.48 2687.93 0.0202938 0.00187478 43433.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 3529.91 2660.1 0.0203511 0.00187635 43302.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 3501.41 2631.97 0.0203642 0.001886 43294.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 3471.44 2604.81 0.0204484 0.00186924 43059.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 3442.65 2578.58 0.0204416 0.00185865 43050.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 3414.5 2551.75 0.0203153 0.0018656 43361.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 3385.98 2525.66 0.0203086 0.00188234 43416.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 3357.54 2499.9 0.0203688 0.00186286 43229.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 3329.94 2473.77 0.020306 0.001859 43367.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 3301.74 2448.58 0.0203211 0.00188683 43397.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 3274.7 2422.97 0.0203457 0.00186828 43296.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 3246.95 2398.52 0.0203572 0.00186841 43269.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 3220.25 2373.32 0.0203866 0.00187915 43225.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 3193.12 2348.73 0.0204745 0.00190009 43070 0
: 278 Minimum Test error found - save the configuration
: 278 | 3166.57 2324.38 0.0204473 0.00186893 43060.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 3139.96 2300.2 0.0203546 0.00185404 43242 0
: 280 Minimum Test error found - save the configuration
: 280 | 3113.38 2276.81 0.0202925 0.00186284 43408.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 3087.3 2253.44 0.0205211 0.0018654 42882.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 3062.58 2228.96 0.020365 0.00187205 43259.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 3035.88 2205.86 0.0203662 0.00187467 43263 0
: 284 Minimum Test error found - save the configuration
: 284 | 3010.94 2182.31 0.0203714 0.00187997 43263.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2984.89 2160.21 0.0203211 0.00187816 43377 0
: 286 Minimum Test error found - save the configuration
: 286 | 2960.47 2136.97 0.0203075 0.0018726 43395.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2935.29 2114.33 0.0202915 0.00187392 43436.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2910.47 2092.02 0.0203306 0.00186182 43316.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2885.47 2070.66 0.020371 0.00187448 43251.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2861.88 2048.11 0.0203498 0.00186771 43285.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2837 2026.95 0.0205083 0.00193107 43063.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2813.21 2005.57 0.0206184 0.00186563 42660.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2789.69 1983.93 0.0213436 0.00188174 41106.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2765.18 1963.78 0.0208486 0.00187307 42159.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2742.67 1942.01 0.0257243 0.00642803 41458.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2719.08 1921.26 0.020497 0.00188881 42991.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2695.65 1900.82 0.0204419 0.00187317 43083.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2673.14 1880.32 0.0204187 0.00186529 43118.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2649.85 1860.91 0.0203209 0.00186776 43353 0
: 300 Minimum Test error found - save the configuration
: 300 | 2627.7 1840.5 0.020307 0.00186305 43374.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 2604.69 1821.26 0.0213104 0.00190889 41234 0
: 302 Minimum Test error found - save the configuration
: 302 | 2583.09 1801.36 0.0209763 0.00188216 41897.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 2560.62 1782.23 0.0203312 0.00187625 43348.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 2539.31 1762.3 0.0202789 0.00186784 43452.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2516.96 1743.59 0.0203451 0.00187238 43307.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 2495.12 1725.22 0.0205952 0.00187147 42726.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 2474.55 1706.05 0.020501 0.00185313 42900.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 2452.86 1687.55 0.020627 0.0018998 42718.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 2432.01 1668.88 0.0205453 0.00191666 42944.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 2411.25 1650.24 0.0215786 0.00189496 40642.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 2390.38 1632.27 0.0206937 0.00194644 42673 0
: 312 Minimum Test error found - save the configuration
: 312 | 2369.52 1614.65 0.0203941 0.00187857 43206.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 2348.75 1597.56 0.0203899 0.00186628 43188.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 2329.34 1579.67 0.0204484 0.00188177 43088 0
: 315 Minimum Test error found - save the configuration
: 315 | 2309.06 1561.97 0.0204467 0.00188576 43101.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 2288.85 1544.89 0.0204733 0.00189726 43066.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2268.71 1528.14 0.0204696 0.00189984 43080.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 2249.05 1511.83 0.0204846 0.00190759 43063.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 2229.99 1494.73 0.0205779 0.00194951 42945.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 2210.67 1478.05 0.0204741 0.00188358 43032.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 2190.66 1462.64 0.0205002 0.00188184 42968.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 2172.86 1445.55 0.0204715 0.00188086 43032.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 2153.33 1429.57 0.0205117 0.00188322 42945 0
: 324 Minimum Test error found - save the configuration
: 324 | 2134.37 1413.84 0.0205129 0.00189066 42959.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 2116.43 1397.61 0.0204492 0.0018955 43118 0
: 326 Minimum Test error found - save the configuration
: 326 | 2096.88 1382.47 0.0204078 0.0018891 43199.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 2079.34 1366.98 0.0204886 0.00189705 43030.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 2061.36 1351.44 0.0204816 0.00187959 43006.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 2042.11 1337.01 0.0205143 0.00189096 42956.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 2025.1 1321.77 0.0205077 0.00195358 43117.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 2007.18 1307.01 0.0206266 0.0019674 42874.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1989.37 1292.15 0.0205612 0.00191764 42910.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1971.25 1278.46 0.0205814 0.00192059 42870.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1954.57 1263.97 0.0205527 0.00191612 42926.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1938.01 1248.83 0.0204696 0.00187799 43030.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1919.56 1235.28 0.0204435 0.00188691 43111.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1903.32 1221.43 0.0204913 0.00189173 43011.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1885.97 1208.25 0.0206169 0.00190157 42745.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1870.18 1194.18 0.0206522 0.00193748 42747 0
: 340 Minimum Test error found - save the configuration
: 340 | 1852.97 1180.86 0.0209157 0.00194136 42162.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1836.3 1167.6 0.0206655 0.00190962 42653.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1820.47 1154.32 0.0207424 0.00193275 42531.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1803.82 1141.38 0.0207639 0.00191833 42450.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1788.17 1128.16 0.0206078 0.00191624 42800 0
: 345 Minimum Test error found - save the configuration
: 345 | 1771.78 1115.86 0.0206809 0.00192634 42656.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1756.13 1103.38 0.0206045 0.00192031 42817 0
: 347 Minimum Test error found - save the configuration
: 347 | 1740.69 1090.5 0.0205215 0.00187624 42906.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1725.03 1078.2 0.0203969 0.00187016 43180.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1709.31 1065.89 0.0203343 0.00187968 43349.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1694.19 1053.88 0.0206992 0.00195192 42672.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1678.28 1042.53 0.0204471 0.00191041 43157.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1663.76 1030.65 0.0203011 0.0018709 43406.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1649.04 1018.33 0.0202991 0.0018731 43416.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1633.56 1006.91 0.0203281 0.00187659 43356.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1618.91 995.497 0.0203369 0.00187486 43332.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1604.55 984.052 0.020376 0.00187815 43248.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1589.25 973.577 0.0204181 0.00186425 43117.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1575.46 962.329 0.0203459 0.00186325 43283.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1561.04 951.577 0.0204208 0.00187862 43144.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1547.95 939.775 0.0204151 0.00187591 43151.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1532.77 929.242 0.0203554 0.00188355 43309.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1518.38 919.245 0.0204066 0.00186989 43157.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1505.76 908.679 0.0205499 0.00188455 42860.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1491.31 897.738 0.0205944 0.00193104 42864.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1477.17 888.134 0.0209126 0.00189507 42066.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1464.03 877.742 0.0205969 0.00186619 42710.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1450.41 867.932 0.0204151 0.00188483 43172.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1437.04 858.077 0.0204351 0.00188148 43118.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1423.99 848.447 0.0206768 0.0018829 42566.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1410.93 838.616 0.0208786 0.00190672 42167.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 1397.62 829.195 0.020615 0.00190912 42767.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 1385.25 819.505 0.0205565 0.00190592 42894.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 1372.14 810.138 0.020569 0.00187469 42793.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 1359.34 801.193 0.0205196 0.00188268 42925.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 1346.87 792.23 0.0206551 0.00189774 42650 0
: 376 Minimum Test error found - save the configuration
: 376 | 1334.95 782.426 0.0203665 0.00188437 43285.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 1321.76 773.783 0.0205028 0.00198363 43198.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 1309.5 765.455 0.0204368 0.00192113 43206.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 1297.37 756.702 0.0204096 0.00186771 43145.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 1285.35 748.349 0.0203052 0.00186566 43385.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 1273.89 740.948 0.0205253 0.00185563 42850.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 1262.09 730.744 0.0203249 0.00188972 43395.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 1249.4 722.927 0.0204299 0.00189309 43157.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 1237.66 714.659 0.0204178 0.00188189 43159.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 1226.6 706.32 0.0204242 0.00188114 43142.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 1214.48 698.623 0.0203847 0.00187702 43225.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 1203.44 690.312 0.0203599 0.00190803 43356.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 1191.65 683.23 0.0202843 0.00186758 43438.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 1180.7 674.838 0.0207039 0.00189649 42536.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 1169.52 667.269 0.0204132 0.00187446 43152.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 1158.23 660.079 0.0203372 0.00189022 43367.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 1147.62 652.616 0.0203819 0.00188974 43261.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1136.29 645.257 0.0204572 0.00187561 43053.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 1125.99 637.966 0.0203704 0.00188173 43269.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 1114.84 630.732 0.0204314 0.00190675 43185.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 1104.02 624.018 0.0203034 0.00187959 43422 0
: 397 Minimum Test error found - save the configuration
: 397 | 1093.84 616.591 0.0203257 0.00186471 43334.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 1083.85 609.636 0.0203033 0.00185965 43375.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 1072.78 602.92 0.0203852 0.00187467 43218.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 1063.01 596.435 0.020419 0.00187408 43138.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 1052.57 589.413 0.0205305 0.00205636 43303.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 1041.99 583.058 0.0210819 0.0018886 41681.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 1032.38 576.873 0.0206255 0.00187744 42671.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 1022.57 570.221 0.0204103 0.0018634 43134 0
: 405 Minimum Test error found - save the configuration
: 405 | 1012.35 563.873 0.0207888 0.00189275 42336.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 1002.89 557.439 0.0241506 0.00195388 36041.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 992.734 551.478 0.0206657 0.00188149 42589 0
: 408 Minimum Test error found - save the configuration
: 408 | 983.35 545.495 0.0206301 0.00189076 42691 0
: 409 Minimum Test error found - save the configuration
: 409 | 974.37 539.705 0.0203501 0.00188551 43326.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 964.958 533.269 0.0203657 0.00187781 43271.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 955.057 527.584 0.020572 0.00189219 42827 0
: 412 Minimum Test error found - save the configuration
: 412 | 945.828 522.187 0.0203592 0.00188689 43308 0
: 413 Minimum Test error found - save the configuration
: 413 | 936.918 516.231 0.0203274 0.00185761 43313.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 927.475 510.348 0.0203052 0.00186213 43376.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 918.234 505.423 0.0203051 0.00186298 43379.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 909.634 499.593 0.0203665 0.00186127 43231 0
: 417 Minimum Test error found - save the configuration
: 417 | 900.956 494.01 0.0205938 0.0018808 42751 0
: 418 Minimum Test error found - save the configuration
: 418 | 891.581 488.623 0.020595 0.00206336 43169.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 883.09 483.268 0.020546 0.0019681 43061.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 874.414 477.945 0.0203149 0.00187385 43381.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 865.664 472.7 0.0204816 0.00187826 43003 0
: 422 Minimum Test error found - save the configuration
: 422 | 857.243 467.997 0.0205218 0.0018759 42904.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 848.724 463.074 0.0206064 0.00188177 42724.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 840.741 457.702 0.0205899 0.00188287 42764.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 832.261 453.24 0.0204601 0.00187155 43037.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 824.331 447.886 0.0203444 0.00188657 43342.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 815.687 443.159 0.0203247 0.00187431 43359.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 807.899 438.502 0.0203179 0.00186558 43354.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 800.03 433.745 0.0203714 0.0018933 43294.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 791.698 429.429 0.020323 0.0018664 43345 0
: 431 Minimum Test error found - save the configuration
: 431 | 784.4 424.626 0.0203898 0.0018678 43191.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 776.341 420.212 0.020388 0.00186989 43201 0
: 433 Minimum Test error found - save the configuration
: 433 | 768.683 415.686 0.0203571 0.001859 43247.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 760.847 411.425 0.0204595 0.00188539 43070.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 753.765 407.099 0.0204346 0.00187675 43108.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 745.756 403.356 0.0203651 0.0019119 43353 0
: 437 Minimum Test error found - save the configuration
: 437 | 738.45 398.583 0.0206191 0.00188898 42712 0
: 438 Minimum Test error found - save the configuration
: 438 | 731.083 394.45 0.02073 0.00191918 42528.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 723.927 390.527 0.0206536 0.00193953 42748.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 716.447 386.462 0.0204516 0.00186581 43043.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 709.556 382.258 0.0205342 0.0018583 42836 0
: 442 Minimum Test error found - save the configuration
: 442 | 702.496 378.27 0.0203041 0.00187045 43398.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 695.572 374.191 0.0203854 0.00188667 43246.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 688.756 370.795 0.0207047 0.00190037 42543.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 681.758 366.647 0.0204371 0.00188039 43111.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 674.551 363.233 0.020334 0.00186499 43315.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 668.246 358.862 0.0207473 0.00194093 42538.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 661.298 355.277 0.0203784 0.00187999 43246.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 654.622 351.959 0.0203831 0.0018816 43239.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 647.953 347.987 0.0203891 0.00189834 43264.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 641.378 344.269 0.0204179 0.00189293 43185.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 634.7 340.787 0.0203407 0.00188583 43348.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 628.553 337.266 0.020438 0.00191539 43190.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 622.025 333.437 0.0204592 0.00190734 43122.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 615.472 330.209 0.0203788 0.00187989 43245.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 609.573 327.054 0.0203796 0.001879 43241.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 603.193 324.297 0.0206595 0.00192676 42706 0
: 458 Minimum Test error found - save the configuration
: 458 | 597.528 320.818 0.0205037 0.00186831 42929 0
: 459 Minimum Test error found - save the configuration
: 459 | 591.07 316.984 0.0203394 0.00187609 43329.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 585.125 313.697 0.0207075 0.00195264 42655.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 579.235 310.305 0.0204725 0.00204289 43408.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 572.918 307.821 0.0203175 0.00187138 43369.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 567.582 303.946 0.0208929 0.00187399 42063.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 561.165 301.316 0.0204346 0.00187276 43099.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 555.828 298.458 0.0203388 0.0018596 43291.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 549.963 295.161 0.0202937 0.00188343 43454 0
: 467 Minimum Test error found - save the configuration
: 467 | 544.383 292.132 0.020443 0.00187005 43073.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 538.651 289.736 0.0203473 0.00188584 43333.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 533.447 286.218 0.0202905 0.00190247 43506.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 527.645 283.236 0.0202884 0.00187123 43437.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 521.919 281.385 0.0202987 0.00187297 43417.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 516.95 277.726 0.0205633 0.00191695 42903.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 511.495 275.122 0.020426 0.00188372 43144.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 506 272.147 0.0203367 0.00186421 43307.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 500.803 269.465 0.0202899 0.00185708 43400.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 495.496 266.95 0.0204037 0.00186709 43157.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 490.57 264.197 0.0203829 0.00187465 43223.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 485.411 262.514 0.020373 0.0018828 43266.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 480.569 258.88 0.0202926 0.00188113 43451.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 475.636 256.544 0.020274 0.00186789 43463.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 470.428 254.531 0.0204185 0.00188149 43156.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 465.908 251.568 0.0202752 0.00185828 43438.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 460.809 249.022 0.0202794 0.00185096 43411.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 455.847 247.319 0.0202504 0.00185971 43500.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 451.416 243.978 0.0202489 0.00184242 43463 0
: 486 Minimum Test error found - save the configuration
: 486 | 446.458 241.956 0.0202415 0.00184522 43487 0
: 487 Minimum Test error found - save the configuration
: 487 | 441.918 239.07 0.0202635 0.00187133 43496.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 436.954 237.109 0.020426 0.00186525 43101.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 432.462 234.948 0.0204 0.00190568 43256.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 428.191 232.329 0.020427 0.00187898 43131.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 423.594 230.813 0.0202744 0.00186491 43455.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 419.088 228.034 0.02028 0.00187253 43460.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 415.195 226.649 0.020408 0.00196167 43369.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 410.724 223.524 0.0204671 0.00186753 43011.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 406.053 221.595 0.0205428 0.00189 42888.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 402.023 219.577 0.0204917 0.00192777 43094.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 397.755 217.942 0.0203192 0.00186908 43360.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 393.953 215.446 0.0202971 0.00186885 43411.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 389.464 212.999 0.0205002 0.00191351 43041.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 385.322 211.039 0.0206414 0.0019168 42724.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 381.293 209.576 0.0204333 0.00189397 43151.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 377.615 207.614 0.0204288 0.00188887 43150.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 373.489 205.396 0.0205048 0.00188199 42958 0
: 504 Minimum Test error found - save the configuration
: 504 | 369.366 203.08 0.020355 0.00186092 43257.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 365.53 201.229 0.0203567 0.00186077 43252.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 361.961 199.378 0.020547 0.00189347 42887.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 357.725 197.406 0.0203582 0.00187375 43279.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 353.988 195.325 0.0202905 0.00186684 43422.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 350.497 194.215 0.0203131 0.00188884 43421.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 346.846 191.863 0.0204046 0.00188039 43186.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 342.842 190.254 0.0205516 0.00188162 42849.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 339.443 188.333 0.0210974 0.00191151 41697.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 335.786 186.293 0.0206407 0.00187489 42630.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 332.352 184.343 0.0205099 0.00190407 42997.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 328.65 183.001 0.020309 0.00188099 43412.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 325.223 181.137 0.0202888 0.0018746 43444.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 321.784 179.239 0.020671 0.00188658 42588.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 318.234 177.841 0.0203608 0.00184724 43211.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 315.093 176.27 0.02037 0.0018709 43245.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 311.824 174.291 0.0202801 0.0018624 43436.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 308.301 172.776 0.0202888 0.00185885 43407.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 304.995 171.803 0.020456 0.00186037 43020.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 302.025 169.31 0.0202534 0.00184534 43459.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 298.497 167.575 0.0202764 0.00187068 43464.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 295.061 166.142 0.0202572 0.00186458 43495.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 292.172 164.583 0.0205072 0.00190891 43014.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 288.89 163.723 0.0205409 0.00186394 42833.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 285.835 161.854 0.0202765 0.00186185 43443.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 282.755 159.82 0.0203392 0.0018838 43347.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 279.632 158.467 0.020602 0.00189256 42759.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 276.551 157.172 0.0205147 0.00186576 42898 0
: 532 Minimum Test error found - save the configuration
: 532 | 273.786 155.613 0.0203133 0.00185419 43339 0
: 533 Minimum Test error found - save the configuration
: 533 | 270.776 154.482 0.0202902 0.00185814 43402.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 267.924 152.672 0.0203494 0.00187456 43302.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 264.928 151.178 0.020294 0.00186346 43406.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 262.332 150.039 0.0205234 0.0020642 43338.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 259.494 149.311 0.0207034 0.00190195 42549.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 256.66 146.955 0.0206043 0.00187465 42713 0
: 539 Minimum Test error found - save the configuration
: 539 | 253.474 145.673 0.0208141 0.0019232 42348.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 250.766 144.891 0.0206475 0.00191297 42701.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 248.405 142.853 0.0203369 0.00188249 43350.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 245.508 141.15 0.0202858 0.0018565 43409.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 242.718 140.59 0.0204411 0.00189144 43127.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 240.468 138.94 0.0205863 0.00187924 42764.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 237.85 137.345 0.0203606 0.00186599 43255.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 234.939 136.636 0.0203657 0.0018726 43259.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 232.239 134.757 0.0206132 0.00190657 42765.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 229.681 133.801 0.0207512 0.00194656 42542.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 227.058 132.055 0.0206022 0.00188549 42742.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 224.49 130.986 0.0203137 0.00187357 43383.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 221.991 130.337 0.0202923 0.00187847 43445.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 219.539 128.922 0.0203283 0.0019099 43434.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 217.31 127.547 0.0205631 0.00188533 42831.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 214.815 126.87 0.0204351 0.00190875 43181.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 212.537 125.083 0.0208042 0.00194213 42413.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 210.067 123.675 0.020717 0.00191888 42557.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 207.586 122.682 0.020497 0.00189088 42996.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 205.255 122.033 0.0204903 0.00189287 43016.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 202.923 120.201 0.0204219 0.00187563 43135.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 200.662 118.989 0.0207032 0.00186374 42464.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 198.236 117.633 0.0203693 0.00187265 43251 0
: 562 Minimum Test error found - save the configuration
: 562 | 196.367 116.822 0.020301 0.00185228 43363.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 193.776 115.87 0.0204624 0.00187291 43035.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 191.724 114.416 0.0209463 0.00190311 42009.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 189.583 113.436 0.0205098 0.00188413 42951.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 186.995 112.237 0.0204375 0.001877 43102.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 185 111.586 0.0205357 0.00190364 42936.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 182.871 110.318 0.0203066 0.00185694 43361.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 180.731 109.407 0.0203983 0.00187089 43179.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 178.714 108.297 0.0205498 0.0018671 42820.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 176.89 106.955 0.0208495 0.00196442 42361.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 174.602 105.768 0.0204282 0.00189261 43160.1 0
: 573 | 172.635 106.015 0.0205376 0.00181937 42739.1 1
: 574 Minimum Test error found - save the configuration
: 574 | 170.418 104.368 0.020467 0.00186137 42997.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 168.34 102.889 0.0203031 0.00185944 43375.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 166.386 101.919 0.0203489 0.00186952 43291.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 164.473 100.893 0.0204079 0.00187287 43161.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 162.881 100.098 0.0203969 0.00186993 43180.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 160.613 99.5952 0.0203229 0.00184368 43291.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 158.95 99.1985 0.0204458 0.00187569 43079.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 157.129 96.8575 0.0206904 0.00188739 42546.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 154.93 96.6118 0.020331 0.00187276 43341 0
: 583 Minimum Test error found - save the configuration
: 583 | 153.57 95.2665 0.0203753 0.00187669 43246.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 151.687 94.419 0.0204749 0.00187515 43011.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 149.663 93.3353 0.0203195 0.00187024 43362.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 147.602 92.2913 0.0204604 0.00187111 43035.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 145.89 91.4098 0.0203311 0.00186424 43320.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 144.168 90.7598 0.0203819 0.00185558 43181.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 142.426 89.7863 0.0203777 0.00186469 43212.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 140.672 89.1968 0.0203936 0.00188096 43213.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 138.92 87.798 0.0207251 0.0019636 42640.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 137.175 87.3261 0.0206368 0.00189221 42678.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 135.728 86.3364 0.0205634 0.00192573 42923.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 133.931 85.4777 0.0207789 0.00198405 42564.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 132.228 84.6835 0.0207512 0.00190494 42448.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 130.615 83.4974 0.0205537 0.00191549 42922.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 129.202 83.0666 0.0207919 0.00193851 42432.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 127.555 81.6435 0.0207804 0.00190759 42389.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 125.957 80.7181 0.0213062 0.0021098 41674.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 124.291 80.0702 0.0207602 0.00187767 42367.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 122.76 79.3935 0.0207294 0.00192292 42538.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 121.361 78.2547 0.0206362 0.00194762 42806.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 119.73 77.6355 0.0204805 0.00188317 43016.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 118.45 77.1377 0.0203462 0.00186273 43281.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 117.091 76.3773 0.0203695 0.00187102 43246.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 115.618 75.7192 0.0203529 0.00186754 43277.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 114.045 75.2902 0.0203627 0.00187186 43264.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 112.695 73.6084 0.0203328 0.00187318 43337.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 111.144 73.4306 0.020358 0.00188685 43310.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 109.784 72.3777 0.0204452 0.00190887 43158.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 108.675 71.4915 0.0203755 0.00188938 43275.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 107.215 71.2306 0.0204611 0.00191756 43141.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 105.655 69.9785 0.0204553 0.00189634 43105.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 104.522 69.2585 0.0203965 0.00189239 43233.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 103.295 68.7429 0.0204522 0.001882 43079.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 101.785 67.887 0.0204815 0.0018956 43043.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 100.572 67.3897 0.0204968 0.00191131 43044.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 99.3398 67.3213 0.0204716 0.00190965 43098.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 98.3636 66.8443 0.0204157 0.00190005 43206.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 96.9838 65.3046 0.0203619 0.00189928 43330.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 95.5364 64.7429 0.0204558 0.00189754 43107.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 94.0733 64.281 0.0204104 0.00188239 43178 0
: 623 Minimum Test error found - save the configuration
: 623 | 93.0441 63.0283 0.0204809 0.00190473 43066 0
: 624 Minimum Test error found - save the configuration
: 624 | 91.8697 62.9874 0.0205899 0.00191013 42827.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 90.698 62.0471 0.02046 0.00189761 43098 0
: 626 Minimum Test error found - save the configuration
: 626 | 89.4388 61.1345 0.021058 0.00194552 41857.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 88.525 60.9349 0.0210299 0.00189689 41812.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 87.4791 60.2302 0.0217647 0.0018941 40260.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 86.1981 59.4539 0.0205988 0.00194573 42888.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 84.9015 58.9965 0.0204207 0.00190248 43200.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 83.9639 58.7111 0.0203369 0.00189186 43372.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 82.8522 57.7312 0.0203955 0.00190363 43262.2 0
: 633 | 81.7747 58.0391 0.0202816 0.00178771 43257.4 1
: 634 Minimum Test error found - save the configuration
: 634 | 81.2612 56.6081 0.0203709 0.00188058 43265.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 79.9409 56.2056 0.0203468 0.00187513 43309.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 78.6917 55.3042 0.0205393 0.00209382 43371.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 77.9074 54.8757 0.0208159 0.00212917 42811.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 76.5592 54.8709 0.0204098 0.00192168 43271 0
: 639 Minimum Test error found - save the configuration
: 639 | 75.6125 53.661 0.0205876 0.00190602 42822.8 0
: 640 | 74.6874 54.6705 0.0204642 0.00179549 42852.4 1
: 641 Minimum Test error found - save the configuration
: 641 | 73.7429 52.601 0.0203552 0.00187412 43287.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 72.5698 52.2892 0.0204146 0.00186283 43122.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 71.7279 51.4392 0.0204815 0.00186906 42981.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 70.887 51.134 0.0202905 0.00186363 43414.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 69.7431 50.4558 0.0208343 0.00188226 42211.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 68.8683 50.0769 0.0203047 0.0018815 43423.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 68.131 49.86 0.0203236 0.00186973 43351.4 0
: 648 | 67.1971 50.3186 0.0201903 0.00178865 43474.4 1
: 649 Minimum Test error found - save the configuration
: 649 | 66.2256 48.8606 0.0202972 0.00186866 43411 0
: 650 Minimum Test error found - save the configuration
: 650 | 65.2404 48.3619 0.020331 0.00188624 43372.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 64.5288 48.027 0.0203867 0.00186415 43190.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 63.6675 47.7743 0.0205082 0.00187523 42934.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 63.0961 46.7887 0.0214536 0.00195666 41032 0
: 654 Minimum Test error found - save the configuration
: 654 | 61.9924 46.5538 0.0217001 0.00188047 40364 0
: 655 Minimum Test error found - save the configuration
: 655 | 61.3483 45.7331 0.0215125 0.00191168 40814.6 0
: 656 | 60.5193 46.1378 0.0209315 0.00180384 41824.2 1
: 657 Minimum Test error found - save the configuration
: 657 | 59.4425 44.7352 0.0203876 0.00190533 43284.8 0
: 658 | 58.6108 45.7465 0.0202434 0.00179776 43370.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 58.1144 44.4295 0.0203653 0.001894 43310.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 57.5774 43.767 0.0203097 0.00186982 43384.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 56.4657 42.9747 0.020324 0.00187389 43360.2 0
: 662 | 55.7 43.7826 0.0202443 0.00178645 43342 1
: 663 Minimum Test error found - save the configuration
: 663 | 55.2389 42.5715 0.0203522 0.00188082 43310.3 0
: 664 | 54.2966 42.5737 0.020268 0.00178546 43284.1 1
: 665 Minimum Test error found - save the configuration
: 665 | 53.5687 42.0787 0.020315 0.00187041 43373.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 52.7326 41.1943 0.020363 0.00188132 43286.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 51.9931 41.0463 0.0204332 0.00188872 43139.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 51.3259 40.8988 0.020387 0.00188805 43245.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 50.7771 40.2229 0.0204598 0.00189873 43101 0
: 670 Minimum Test error found - save the configuration
: 670 | 50.2002 40.1667 0.0203893 0.00189222 43250.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 49.5442 39.6323 0.0203713 0.00187276 43246.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 48.7011 39.2329 0.0204315 0.00187614 43114.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 48.3368 38.8345 0.0203843 0.00187528 43222.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 47.647 38.3285 0.0203603 0.00187957 43288.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 46.8951 38.1415 0.0204133 0.00187776 43160.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 46.0963 37.7875 0.0204246 0.00190579 43199.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 45.6497 37.3368 0.0203522 0.00188667 43324 0
: 678 Minimum Test error found - save the configuration
: 678 | 44.7884 36.9466 0.0203336 0.00188487 43363.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 44.4419 36.7035 0.0203746 0.0019154 43338.9 0
: 680 | 44.284 37.2062 0.0203016 0.00180055 43240.9 1
: 681 Minimum Test error found - save the configuration
: 681 | 43.3744 36.2403 0.0203892 0.00188713 43238.5 0
: 682 | 42.7492 36.6761 0.0202604 0.00177804 43284.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 42.1504 35.6031 0.0203642 0.00187733 43273.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 41.5992 34.7142 0.0203704 0.0018794 43264.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 40.8755 34.6743 0.0204026 0.00189037 43214.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 40.3399 34.6174 0.0203299 0.00187068 43338.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 40.0857 34.1239 0.0203494 0.00189495 43349.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.4074 33.8173 0.0203788 0.00190228 43298.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 39.129 33.684 0.0203366 0.00188568 43358.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 38.2718 33.3706 0.0203632 0.00187997 43282.4 0
: 691 | 37.989 34.5869 0.0203132 0.00179025 43189.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 37.4166 32.5841 0.0203494 0.00187617 43306 0
: 693 | 36.6926 32.6739 0.0202748 0.00177922 43253.7 1
: 694 Minimum Test error found - save the configuration
: 694 | 36.3363 32.2123 0.0203437 0.00187291 43311.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 35.8338 31.9415 0.0202932 0.00187093 43425.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 35.3737 31.7651 0.0203392 0.00187333 43323.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 35.0468 31.5083 0.0203453 0.00186926 43299.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 34.4603 31.0305 0.0203218 0.00188375 43388.6 0
: 699 Minimum Test error found - save the configuration
: 699 | 34.2022 30.8995 0.020326 0.00189127 43396.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 33.5383 30.5245 0.0204031 0.0018986 43232.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 33.1701 30.2852 0.020377 0.00190259 43303.2 0
: 702 Minimum Test error found - save the configuration
: 702 | 32.8079 30.2128 0.020387 0.00189762 43268.2 0
: 703 | 32.1882 30.3999 0.0203173 0.0017855 43168.9 1
: 704 Minimum Test error found - save the configuration
: 704 | 31.9404 29.5101 0.0203651 0.00187865 43275 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.6939 29.2571 0.0203523 0.00187531 43297.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 30.9472 29.0492 0.0203514 0.00187191 43291.2 0
: 707 Minimum Test error found - save the configuration
: 707 | 30.67 28.8722 0.0203306 0.00187587 43349.3 0
: 708 | 30.2991 28.8777 0.0202233 0.00178056 43377.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 29.8204 28.3698 0.0202993 0.00187532 43421.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 29.5543 28.1246 0.0202982 0.00187095 43414 0
: 711 Minimum Test error found - save the configuration
: 711 | 29.0935 28.0035 0.020383 0.00189442 43270 0
: 712 Minimum Test error found - save the configuration
: 712 | 28.9214 27.5676 0.0203255 0.00187759 43365.4 0
: 713 | 28.2895 27.8975 0.0202893 0.00180775 43286.5 1
: 714 Minimum Test error found - save the configuration
: 714 | 27.8987 27.3621 0.0204 0.00187754 43190.8 0
: 715 | 27.6682 27.9903 0.0203297 0.00177676 43119.8 1
: 716 Minimum Test error found - save the configuration
: 716 | 27.4087 27.1376 0.0203886 0.00187966 43222.4 0
: 717 Minimum Test error found - save the configuration
: 717 | 26.9911 26.7121 0.0204495 0.00187929 43079.8 0
: 718 | 26.6176 26.9466 0.0202625 0.00178303 43291.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 26.4583 26.6377 0.0203495 0.00187824 43310.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 26.0443 25.9813 0.0204193 0.00188765 43169.4 0
: 721 | 25.707 26.0682 0.0203614 0.00180784 43118.4 1
: 722 Minimum Test error found - save the configuration
: 722 | 25.3097 25.7262 0.020384 0.00189395 43266.6 0
: 723 | 25.0333 26.2473 0.020307 0.00179756 43221.3 1
: 724 Minimum Test error found - save the configuration
: 724 | 24.8991 25.2158 0.0203634 0.00187949 43281 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.6187 25.0343 0.0203826 0.00186965 43213.1 0
: 726 | 24.0184 25.2489 0.0203363 0.00178857 43132 1
: 727 | 24.0398 25.1472 0.0202641 0.00178568 43293.8 2
: 728 | 24.0183 25.0867 0.0202688 0.00177626 43260.7 3
: 729 Minimum Test error found - save the configuration
: 729 | 23.3495 24.666 0.0203581 0.00188936 43316.3 0
: 730 | 23.2042 24.8842 0.0203193 0.00180579 43211.7 1
: 731 | 23.206 25.0741 0.0202714 0.00179134 43290 2
: 732 Minimum Test error found - save the configuration
: 732 | 22.7291 23.8912 0.0203604 0.00188858 43309.3 0
: 733 | 22.7989 24.354 0.0202404 0.00179625 43374.1 1
: 734 Minimum Test error found - save the configuration
: 734 | 21.9974 23.4159 0.02037 0.00189354 43298.4 0
: 735 Minimum Test error found - save the configuration
: 735 | 21.5546 23.3725 0.0203057 0.00186738 43388 0
: 736 Minimum Test error found - save the configuration
: 736 | 21.375 23.2288 0.0203396 0.00187548 43327.3 0
: 737 | 21.3476 24.0113 0.0202354 0.00177833 43343.8 1
: 738 Minimum Test error found - save the configuration
: 738 | 21.2065 22.9098 0.0203675 0.0018813 43275.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 20.6333 22.4233 0.0203396 0.00187758 43332.2 0
: 740 | 20.6476 22.6871 0.0203247 0.00178502 43150.7 1
: 741 Minimum Test error found - save the configuration
: 741 | 20.3898 22.1637 0.0203963 0.00189604 43242.7 0
: 742 | 19.9169 22.5988 0.0203127 0.0018014 43216.9 1
: 743 Minimum Test error found - save the configuration
: 743 | 19.5634 21.9144 0.020441 0.00190777 43165.7 0
: 744 Minimum Test error found - save the configuration
: 744 | 19.3492 21.6484 0.0204201 0.00189582 43186.5 0
: 745 | 19.2499 22.352 0.0203133 0.00180356 43220.5 1
: 746 Minimum Test error found - save the configuration
: 746 | 19.1435 21.5136 0.0204374 0.00188513 43121.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 18.7857 21.0276 0.0205122 0.00188258 42942.3 0
: 748 | 18.4101 21.263 0.0203178 0.00178652 43170.4 1
: 749 | 18.5171 21.366 0.027356 0.00178828 31289.4 2
: 750 Minimum Test error found - save the configuration
: 750 | 18.0621 20.8772 0.0205721 0.00192371 42899.1 0
: 751 Minimum Test error found - save the configuration
: 751 | 17.8903 20.6522 0.0204612 0.00188158 43057.8 0
: 752 | 17.8857 20.8026 0.0203679 0.0017915 43065.5 1
: 753 | 17.6617 20.6719 0.0203962 0.00181189 43047.1 2
: 754 Minimum Test error found - save the configuration
: 754 | 17.2536 20.4026 0.0204774 0.00190927 43084.7 0
: 755 | 17.278 20.5043 0.0203323 0.00180877 43188.4 1
: 756 Minimum Test error found - save the configuration
: 756 | 17.1443 20.1171 0.0204082 0.00189521 43213 0
: 757 | 17.1967 20.2379 0.020396 0.00180132 43023.1 1
: 758 | 16.768 20.3231 0.020427 0.00179319 42932.7 2
: 759 Minimum Test error found - save the configuration
: 759 | 16.3535 19.6007 0.0204551 0.00188396 43077.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 16.1357 19.3988 0.0204892 0.00189168 43016.5 0
: 761 Minimum Test error found - save the configuration
: 761 | 15.8982 19.2597 0.0205234 0.00190988 42979.5 0
: 762 | 15.8454 19.3846 0.0203834 0.00183966 43141.1 1
: 763 Minimum Test error found - save the configuration
: 763 | 15.8697 19.1136 0.0204885 0.00191422 43070.3 0
: 764 Minimum Test error found - save the configuration
: 764 | 15.6631 18.7883 0.0205091 0.00190123 42992.5 0
: 765 | 15.3823 19.228 0.0203648 0.00179225 43074.3 1
: 766 | 15.7129 18.9961 0.0203603 0.00178853 43076.2 2
: 767 Minimum Test error found - save the configuration
: 767 | 15.3797 18.5492 0.0204785 0.00188626 43028.8 0
: 768 | 15.1189 18.556 0.0203383 0.00177954 43106.2 1
: 769 Minimum Test error found - save the configuration
: 769 | 14.7282 18.0445 0.020457 0.00189656 43102.5 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.7728 17.8323 0.0205144 0.001906 42991.3 0
: 771 | 14.6675 18.0502 0.0204299 0.00181357 42973 1
: 772 | 14.4905 17.8856 0.0204158 0.00182186 43024.8 2
: 773 | 14.2223 18.2118 0.0203657 0.00180949 43112.2 3
: 774 | 14.5096 18.4236 0.0203368 0.00178618 43125.3 4
: 775 | 14.137 18.0321 0.0203752 0.00178995 43044.8 5
: 776 Minimum Test error found - save the configuration
: 776 | 13.7617 17.2832 0.0205073 0.00189025 42971.3 0
: 777 | 13.91 19.2769 0.0204192 0.00179614 42957.6 1
: 778 Minimum Test error found - save the configuration
: 778 | 13.9606 16.8709 0.0204802 0.00191573 43093.1 0
: 779 | 13.289 17.0174 0.0204559 0.00181319 42912.3 1
: 780 Minimum Test error found - save the configuration
: 780 | 13.1671 16.6041 0.0204496 0.00190131 43130.7 0
: 781 Minimum Test error found - save the configuration
: 781 | 13.0375 16.4115 0.0205361 0.0019114 42953.7 0
: 782 Minimum Test error found - save the configuration
: 782 | 12.8367 16.2606 0.0204815 0.00188905 43028.2 0
: 783 | 12.7101 16.4267 0.0203818 0.00179226 43035 1
: 784 | 12.6726 16.3337 0.0204093 0.00179488 42977.6 2
: 785 Minimum Test error found - save the configuration
: 785 | 12.4036 16.1413 0.0205092 0.00188208 42948.1 0
: 786 | 12.4003 16.6398 0.0203286 0.00179237 43158.7 1
: 787 Minimum Test error found - save the configuration
: 787 | 12.1863 16.0554 0.0204536 0.0018942 43104.9 0
: 788 | 12.4121 16.3437 0.0203229 0.00180826 43209 1
: 789 | 12.1537 16.1298 0.020326 0.00180601 43196.6 2
: 790 | 11.9555 16.3007 0.0203493 0.0018028 43134.9 3
: 791 Minimum Test error found - save the configuration
: 791 | 11.7929 15.1698 0.0204148 0.00188144 43165.5 0
: 792 | 11.4577 15.4955 0.0202878 0.00178226 43230.4 1
: 793 | 11.5526 15.409 0.0203233 0.00179034 43166.2 2
: 794 | 11.7051 15.4581 0.0202625 0.00178764 43302.1 3
: 795 Minimum Test error found - save the configuration
: 795 | 11.4585 14.928 0.0204367 0.00187583 43101.4 0
: 796 | 11.256 15.5637 0.0203253 0.00178559 43150.6 1
: 797 Minimum Test error found - save the configuration
: 797 | 11.102 14.898 0.02042 0.00189939 43195.1 0
: 798 Minimum Test error found - save the configuration
: 798 | 10.921 14.763 0.0203717 0.00189004 43286.2 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.8711 14.7108 0.0204184 0.0018982 43196.2 0
: 800 Minimum Test error found - save the configuration
: 800 | 10.6753 14.2919 0.0204366 0.00190086 43159.9 0
: 801 | 10.6595 14.8438 0.0205046 0.00179368 42755.8 1
: 802 | 10.4791 14.6146 0.0202319 0.00177392 43341.7 2
: 803 | 10.4499 14.3915 0.0207115 0.00178328 42264.9 3
: 804 Minimum Test error found - save the configuration
: 804 | 10.4816 14.1102 0.0202953 0.00186399 43404.3 0
: 805 | 10.4455 14.6482 0.0201878 0.00177562 43449.6 1
: 806 | 10.0495 14.1137 0.0201797 0.00177801 43474.3 2
: 807 Minimum Test error found - save the configuration
: 807 | 10.0478 14.0696 0.0205734 0.00202444 43129.1 0
: 808 Minimum Test error found - save the configuration
: 808 | 9.93186 13.8106 0.0208754 0.0018844 42125.1 0
: 809 | 9.93719 14.7876 0.0217032 0.00178156 40157.3 1
: 810 Minimum Test error found - save the configuration
: 810 | 9.79717 13.5466 0.0207905 0.00189444 42336.8 0
: 811 | 9.51902 13.5795 0.0202265 0.00178458 43379.5 1
: 812 Minimum Test error found - save the configuration
: 812 | 9.59622 13.464 0.0205423 0.00188738 42884 0
: 813 Minimum Test error found - save the configuration
: 813 | 9.54039 13.445 0.0206477 0.00188978 42648.6 0
: 814 | 9.85975 14.3944 0.0202464 0.00177993 43321.9 1
: 815 Minimum Test error found - save the configuration
: 815 | 9.623 13.2707 0.0204485 0.00186912 43058.6 0
: 816 Minimum Test error found - save the configuration
: 816 | 9.31669 13.2213 0.0203128 0.00188323 43408.4 0
: 817 | 9.39518 13.3311 0.0226197 0.00202551 38845.9 1
: 818 Minimum Test error found - save the configuration
: 818 | 8.7976 12.7228 0.0211976 0.00186317 41377 0
: 819 | 8.85669 13.0791 0.0203301 0.00183347 43251.2 1
: 820 Minimum Test error found - save the configuration
: 820 | 8.81404 12.698 0.0203262 0.00184859 43295.6 0
: 821 | 8.93719 13.3656 0.0201705 0.00176939 43475.6 1
: 822 Minimum Test error found - save the configuration
: 822 | 8.72233 12.5361 0.0202579 0.00185413 43469.3 0
: 823 | 8.35372 12.7356 0.0201923 0.00177575 43439.3 1
: 824 Minimum Test error found - save the configuration
: 824 | 8.41783 12.2903 0.0202772 0.00187301 43468.4 0
: 825 | 8.41246 13.0307 0.0202565 0.00179017 43322.1 1
: 826 Minimum Test error found - save the configuration
: 826 | 8.36202 12.0391 0.0202881 0.00187229 43441 0
: 827 | 8.35284 12.6446 0.020192 0.00178732 43467.1 1
: 828 | 8.19968 12.6349 0.020249 0.00178254 43321.9 2
: 829 | 8.12365 12.3757 0.0202928 0.00178794 43232 3
: 830 | 7.9731 12.0527 0.0202422 0.00178186 43336.2 4
: 831 Minimum Test error found - save the configuration
: 831 | 7.92097 11.9404 0.0202783 0.00185012 43411.8 0
: 832 Minimum Test error found - save the configuration
: 832 | 7.79041 11.9096 0.0202784 0.00184987 43410.9 0
: 833 Minimum Test error found - save the configuration
: 833 | 7.79192 11.5264 0.0202843 0.0018449 43385.3 0
: 834 Minimum Test error found - save the configuration
: 834 | 7.83841 11.4081 0.0204036 0.00183604 43086 0
: 835 | 7.88112 11.6584 0.0203039 0.00177973 43186.7 1
: 836 Minimum Test error found - save the configuration
: 836 | 7.46422 11.1234 0.0203425 0.00187758 43325.5 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.42164 11.1184 0.0203961 0.0019003 43253.1 0
: 838 Minimum Test error found - save the configuration
: 838 | 7.37209 11.0752 0.0205712 0.00188917 42822 0
: 839 | 7.6771 12.4041 0.0203681 0.00179387 43070.5 1
: 840 | 7.5655 11.257 0.020232 0.00179116 43381.9 2
: 841 | 7.60679 11.8835 0.0202902 0.00178401 43228.8 3
: 842 | 7.27239 11.1159 0.0204522 0.00198491 43319.8 4
: 843 Minimum Test error found - save the configuration
: 843 | 7.16637 10.7433 0.0203571 0.00186853 43270 0
: 844 Minimum Test error found - save the configuration
: 844 | 6.94343 10.6815 0.021237 0.00188832 41346.4 0
: 845 | 7.04264 11.8744 0.0202486 0.00179117 43342.9 1
: 846 | 7.49174 11.0096 0.0202373 0.00179193 43371.3 2
: 847 Minimum Test error found - save the configuration
: 847 | 7.22554 10.2514 0.0203611 0.00187482 43275.4 0
: 848 | 6.89338 11.1155 0.0202369 0.00178396 43353.6 1
: 849 | 6.57348 10.4658 0.0202557 0.00180153 43350.6 2
: 850 | 6.8885 10.7427 0.02022 0.00177983 43383.6 3
: 851 | 7.03803 10.6261 0.020223 0.0017721 43358.4 4
: 852 Minimum Test error found - save the configuration
: 852 | 6.85678 10.2448 0.0203293 0.00186231 43320.6 0
: 853 Minimum Test error found - save the configuration
: 853 | 6.45102 10.0284 0.0207629 0.00193946 42500.2 0
: 854 | 6.58409 10.5406 0.0203489 0.00179131 43109.1 1
: 855 Minimum Test error found - save the configuration
: 855 | 6.43612 10.011 0.0204736 0.00190408 43081.3 0
: 856 | 6.46349 10.1422 0.0203594 0.00182291 43158.1 1
: 857 | 6.39948 10.255 0.0203424 0.00180695 43160.6 2
: 858 Minimum Test error found - save the configuration
: 858 | 6.41759 9.82964 0.0204398 0.00189343 43135.2 0
: 859 | 6.57439 9.886 0.0203006 0.00178732 43212.3 1
: 860 Minimum Test error found - save the configuration
: 860 | 6.43629 9.64299 0.0204306 0.00187956 43124.3 0
: 861 Minimum Test error found - save the configuration
: 861 | 6.23538 9.51252 0.0204017 0.00187226 43174.6 0
: 862 Minimum Test error found - save the configuration
: 862 | 6.15863 9.45793 0.0204611 0.00188679 43070.3 0
: 863 | 6.10416 9.54232 0.0204191 0.00179154 42947 1
: 864 | 6.22176 10.0321 0.0203978 0.00181163 43042.7 2
: 865 Minimum Test error found - save the configuration
: 865 | 6.10095 9.41465 0.0204692 0.00189998 43082 0
: 866 Minimum Test error found - save the configuration
: 866 | 6.16619 9.26335 0.0204091 0.00188787 43193.6 0
: 867 | 6.16801 9.44383 0.0202984 0.00179609 43237.9 1
: 868 Minimum Test error found - save the configuration
: 868 | 6.07333 9.10133 0.0209107 0.00192053 42127 0
: 869 | 5.95496 9.62538 0.0203639 0.00178191 43052.5 1
: 870 | 6.08386 9.14315 0.0212208 0.00205317 41737.1 2
: 871 Minimum Test error found - save the configuration
: 871 | 5.94116 8.94292 0.0203595 0.00188512 43303.2 0
: 872 Minimum Test error found - save the configuration
: 872 | 5.87092 8.81973 0.021205 0.00193634 41518.2 0
: 873 | 6.05591 9.77437 0.0209125 0.00180899 41877.1 1
: 874 | 5.85469 8.87336 0.020587 0.00177227 42519.8 2
: 875 | 5.72646 8.85948 0.0203361 0.0018896 43368.6 3
: 876 | 5.94034 9.35412 0.0204363 0.00178888 42901.4 4
: 877 | 6.11608 9.11712 0.0205643 0.00182794 42697.7 5
: 878 Minimum Test error found - save the configuration
: 878 | 5.62148 8.73115 0.0206129 0.00198363 42943.1 0
: 879 | 5.66648 8.99735 0.0203494 0.0018002 43128.4 1
: 880 Minimum Test error found - save the configuration
: 880 | 5.70799 8.67914 0.0205635 0.00186283 42779.3 0
: 881 | 5.71415 8.70952 0.0204697 0.00182138 42899.2 1
: 882 Minimum Test error found - save the configuration
: 882 | 5.69293 8.33275 0.0210246 0.00201207 42077.6 0
: 883 | 5.82174 8.53149 0.0205292 0.00179364 42699.6 1
: 884 Minimum Test error found - save the configuration
: 884 | 5.50266 8.03323 0.0204133 0.00188265 43171.7 0
: 885 Minimum Test error found - save the configuration
: 885 | 5.47641 8.0022 0.0202851 0.00187489 43454.2 0
: 886 | 5.44643 8.25495 0.0204538 0.00177958 42839.8 1
: 887 | 5.41216 8.3893 0.0204333 0.00185156 43053 2
: 888 | 5.32248 9.04602 0.0203131 0.00178006 43166.2 3
: 889 | 5.72751 8.4198 0.0203299 0.00177925 43125.2 4
: 890 | 5.48953 8.09709 0.0207382 0.00180658 42257.2 5
: 891 | 5.39311 8.01966 0.0212302 0.00205648 41723.7 6
: 892 | 5.34232 8.05026 0.021178 0.0017746 41229.9 7
: 893 Minimum Test error found - save the configuration
: 893 | 5.16333 7.6043 0.0210302 0.00220473 42495.7 0
: 894 | 5.09958 7.62614 0.0205488 0.00179311 42653.6 1
: 895 | 5.12869 7.80823 0.0203719 0.00178514 43041.4 2
: 896 | 5.28111 8.21761 0.020385 0.00179232 43027.7 3
: 897 Minimum Test error found - save the configuration
: 897 | 5.20267 7.4787 0.0205945 0.00199776 43018.3 0
: 898 | 5.08245 7.86758 0.0202969 0.0017816 43207.6 1
: 899 | 5.23976 7.54886 0.0202016 0.00177844 43423.5 2
: 900 | 5.22888 7.69038 0.0202055 0.00177257 43400.6 3
: 901 Minimum Test error found - save the configuration
: 901 | 5.54203 7.41989 0.0203333 0.00187949 43351.5 0
: 902 Minimum Test error found - save the configuration
: 902 | 5.25533 7.15673 0.0203446 0.0018736 43311.2 0
: 903 | 4.89615 7.6691 0.0202485 0.00177622 43308.2 1
: 904 Minimum Test error found - save the configuration
: 904 | 4.82154 7.07894 0.0202978 0.00185607 43379.9 0
: 905 | 4.71741 7.41716 0.0202149 0.00178499 43407.6 1
: 906 | 4.64789 7.64613 0.0206141 0.00180371 42529.6 2
: 907 Minimum Test error found - save the configuration
: 907 | 4.85314 6.89831 0.0203678 0.00190273 43325 0
: 908 | 5.07535 7.07031 0.0202643 0.00179351 43311.6 1
: 909 | 4.83359 7.43802 0.0202836 0.00180627 43296.4 2
: 910 Minimum Test error found - save the configuration
: 910 | 4.98848 6.8379 0.0203617 0.00188407 43295.7 0
: 911 | 4.76614 7.23151 0.0203094 0.00178106 43177.1 1
: 912 Minimum Test error found - save the configuration
: 912 | 4.68145 6.62471 0.0203278 0.00186375 43327.4 0
: 913 | 4.50925 6.9087 0.0202157 0.00177832 43390.1 1
: 914 Minimum Test error found - save the configuration
: 914 | 4.58275 6.54184 0.0202778 0.00184785 43407.5 0
: 915 | 4.47625 7.29109 0.0201994 0.00177199 43413.5 1
: 916 | 4.53906 6.72489 0.0202686 0.00178822 43289.1 2
: 917 | 4.49377 6.61027 0.0202728 0.00179669 43299.3 3
: 918 | 4.54541 6.62708 0.0202947 0.00179697 43248.6 4
: 919 | 4.41965 6.7324 0.0203762 0.00180937 43087.6 5
: 920 | 4.50841 6.93717 0.020322 0.00180196 43196.4 6
: 921 | 4.69479 7.30167 0.0203163 0.00180136 43208.4 7
: 922 | 4.68812 7.54263 0.0203112 0.00178446 43180.8 8
: 923 Minimum Test error found - save the configuration
: 923 | 4.48343 6.47401 0.020397 0.0018722 43185.4 0
: 924 Minimum Test error found - save the configuration
: 924 | 4.41579 6.30631 0.0204033 0.00188409 43198.3 0
: 925 | 4.47013 6.30965 0.0203263 0.00178864 43155.3 1
: 926 | 4.34065 6.58233 0.0203179 0.00178618 43169.3 2
: 927 Minimum Test error found - save the configuration
: 927 | 4.62194 6.19612 0.020452 0.00190108 43124.5 0
: 928 Minimum Test error found - save the configuration
: 928 | 4.30252 6.13635 0.0204316 0.00188848 43142.7 0
: 929 | 4.29913 6.63983 0.0203285 0.00180922 43198.2 1
: 930 | 4.27271 6.16106 0.0203371 0.00180664 43172.2 2
: 931 Minimum Test error found - save the configuration
: 931 | 4.1416 5.87483 0.0203738 0.00188004 43257.9 0
: 932 | 4.19856 6.1137 0.0203084 0.00178893 43197.8 1
: 933 | 4.05565 5.99575 0.0203619 0.00178158 43056.4 2
: 934 | 4.4013 7.07162 0.0203454 0.00181926 43182.2 3
: 935 | 4.66073 6.09674 0.0203918 0.00178937 43005.1 4
: 936 Minimum Test error found - save the configuration
: 936 | 4.31653 5.62971 0.0203817 0.00187555 43228.8 0
: 937 | 4.17174 7.41798 0.0202698 0.00178338 43274.9 1
: 938 Minimum Test error found - save the configuration
: 938 | 4.19152 5.61398 0.0204338 0.00188773 43135.9 0
: 939 | 4.0069 5.70572 0.0203271 0.00180496 43191.6 1
: 940 | 3.99195 5.64822 0.0203492 0.00181001 43151.7 2
: 941 | 4.12226 5.72927 0.0202968 0.00180072 43252.4 3
: 942 | 3.93852 5.71325 0.0202578 0.00178245 43300.9 4
: 943 | 3.97361 5.69339 0.0202175 0.00178388 43399 5
: 944 Minimum Test error found - save the configuration
: 944 | 4.11756 5.50311 0.0203614 0.00187027 43263.9 0
: 945 | 3.98072 5.68442 0.0202702 0.00179062 43291.1 1
: 946 Minimum Test error found - save the configuration
: 946 | 3.74089 5.4599 0.0203923 0.00187166 43195 0
: 947 | 3.77657 5.59101 0.0203775 0.00179026 43040.2 1
: 948 | 3.89143 5.58715 0.0202914 0.00178634 43231.5 2
: 949 | 3.92197 5.63891 0.0203257 0.00179629 43174.5 3
: 950 | 4.00107 5.6565 0.0203319 0.00179951 43167.6 4
: 951 Minimum Test error found - save the configuration
: 951 | 3.77766 5.16222 0.0204099 0.00189428 43206.7 0
: 952 | 3.78345 5.84651 0.0203192 0.00180043 43199.4 1
: 953 | 4.11874 5.62048 0.0203417 0.00178995 43122.5 2
: 954 | 3.67381 5.35601 0.0203273 0.00177839 43129.2 3
: 955 | 3.657 5.32807 0.0203648 0.00178479 43057.1 4
: 956 | 3.86829 5.16536 0.0203545 0.00179294 43099.8 5
: 957 Minimum Test error found - save the configuration
: 957 | 3.67551 5.05748 0.0204626 0.0018871 43067.5 0
: 958 | 3.63325 5.47784 0.0204317 0.00180533 42949.9 1
: 959 | 3.633 5.28502 0.0204309 0.00181194 42966.9 2
: 960 Minimum Test error found - save the configuration
: 960 | 3.57343 4.90807 0.0204821 0.00190935 43073.9 0
: 961 | 3.69643 5.13704 0.020428 0.0018147 42979.9 1
: 962 | 3.64033 5.45694 0.0203953 0.0017842 42985.1 2
: 963 | 3.53628 4.92443 0.0203338 0.00178561 43131 3
: 964 | 3.65201 5.0343 0.0203965 0.00178943 42994.4 4
: 965 | 3.96103 5.52457 0.0203562 0.00178888 43086.5 5
: 966 | 3.55088 4.97866 0.0203977 0.00179741 43010.1 6
: 967 | 3.53949 4.91894 0.0204506 0.00181367 42925.5 7
: 968 | 3.62414 4.96115 0.02091 0.00179921 41861.2 8
: 969 Minimum Test error found - save the configuration
: 969 | 3.67061 4.75472 0.0205167 0.00189906 42970.1 0
: 970 | 3.54801 5.11327 0.0202871 0.00177929 43225 1
: 971 | 3.49139 4.82465 0.0203834 0.00176906 42977.5 2
: 972 Minimum Test error found - save the configuration
: 972 | 3.43272 4.64426 0.0202979 0.00189663 43475.3 0
: 973 | 3.48895 4.82986 0.0203019 0.00177904 43189.9 1
: 974 | 3.4524 5.02556 0.0203459 0.00177799 43085.1 2
: 975 Minimum Test error found - save the configuration
: 975 | 3.55237 4.59009 0.0202628 0.00185183 43452.3 0
: 976 | 3.47582 5.6863 0.0202262 0.00178644 43384.6 1
: 977 | 3.99575 5.07264 0.0203261 0.00185488 43310.6 2
: 978 | 3.72619 5.15378 0.0207611 0.00199284 42625.2 3
: 979 | 3.66111 4.7201 0.0202287 0.00178196 43368.2 4
: 980 Minimum Test error found - save the configuration
: 980 | 3.50866 4.47297 0.0205118 0.00186816 42910.1 0
: 981 | 3.43163 5.46978 0.0202305 0.00180501 43418.2 1
: 982 | 3.54203 4.84557 0.0205092 0.00189835 42985.6 2
: 983 | 3.42588 5.33522 0.0204684 0.00179639 42844.8 3
: 984 | 3.52958 4.7205 0.0202753 0.00182118 43350.8 4
: 985 Minimum Test error found - save the configuration
: 985 | 3.43773 4.3012 0.0205846 0.00191008 42839.1 0
: 986 | 3.31458 4.52425 0.0204215 0.00179215 42942.9 1
: 987 | 3.33187 4.78449 0.0204448 0.00180097 42909.6 2
: 988 | 3.41907 4.53268 0.0203341 0.00179537 43152.8 3
: 989 | 3.36723 5.10889 0.020248 0.00177895 43315.7 4
: 990 | 3.50133 4.59778 0.0203528 0.00182824 43186 5
: 991 | 3.75367 6.32893 0.0203783 0.00188243 43252.8 6
: 992 | 4.24233 5.19479 0.0204504 0.00190258 43131.7 7
: 993 | 3.7211 5.58281 0.0204369 0.00180182 42929.7 8
: 994 Minimum Test error found - save the configuration
: 994 | 3.396 4.27596 0.0204085 0.00188489 43188.1 0
: 995 | 3.31081 4.29528 0.0206349 0.00196922 42859.5 1
: 996 | 3.30888 4.40216 0.0205581 0.00178537 42614.9 2
: 997 | 3.51147 6.37101 0.0203355 0.00178116 43116.7 3
: 998 | 3.88363 4.9927 0.0202591 0.00178093 43294.4 4
: 999 | 4.76984 5.37547 0.0203637 0.00177899 43046.1 5
: 1000 | 4.0061 4.54363 0.0204855 0.00178382 42776.9 6
: 1001 | 3.77001 4.65326 0.0217022 0.00180001 40196.5 7
: 1002 | 3.38743 4.63318 0.0204085 0.00179058 42969.3 8
: 1003 Minimum Test error found - save the configuration
: 1003 | 3.30914 4.09984 0.0212163 0.00192315 41465.5 0
: 1004 | 3.34203 4.1784 0.02041 0.00178183 42945.7 1
: 1005 | 3.14057 4.31409 0.0205398 0.00181302 42719.6 2
: 1006 Minimum Test error found - save the configuration
: 1006 | 3.22331 3.87203 0.0218937 0.00190279 40018.2 0
: 1007 | 3.17286 3.9372 0.0205979 0.00178359 42520.9 1
: 1008 | 3.12946 4.27352 0.0208456 0.00178224 41965.3 2
: 1009 | 3.14563 4.07766 0.0205769 0.00178231 42565.3 3
: 1010 Minimum Test error found - save the configuration
: 1010 | 3.36765 3.87155 0.0212534 0.00189114 41317.6 0
: 1011 | 3.26677 3.93097 0.0202985 0.00178781 43218.2 1
: 1012 | 3.46479 4.70543 0.0207222 0.00178521 42245.4 2
: 1013 | 3.49118 4.54863 0.0208531 0.00185047 42099.4 3
: 1014 | 3.32891 4.2595 0.0205932 0.00179056 42547.2 4
: 1015 | 3.32394 4.04781 0.0202498 0.00179068 43339 5
: 1016 | 3.17887 3.88868 0.0203579 0.00178858 43081.9 6
: 1017 | 3.18597 3.93835 0.0218519 0.00255526 41457.9 7
: 1018 | 3.11416 3.94251 0.0203948 0.00178182 42980.8 8
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.05224 3.6815 0.0208113 0.00218083 42940.4 0
: 1020 | 3.07716 4.04647 0.0203175 0.00178885 43176.3 1
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.1439 3.46393 0.0208754 0.0018889 42135.2 0
: 1022 | 2.93072 3.80108 0.0206147 0.00186469 42666.6 1
: 1023 | 3.31173 4.05601 0.0207776 0.00176991 42088.2 2
: 1024 | 3.3894 3.64208 0.0207909 0.00178244 42086.6 3
: 1025 | 2.98119 3.67785 0.0205206 0.00182084 42781.3 4
: 1026 | 3.12213 3.59977 0.0210806 0.00198822 41901.5 5
: 1027 Minimum Test error found - save the configuration
: 1027 | 3.03947 3.42646 0.0205489 0.00188836 42871.2 0
: 1028 | 3.09628 4.03056 0.0214914 0.0022392 41553.6 1
: 1029 | 2.98061 3.63781 0.0219557 0.00179401 39679.2 2
: 1030 | 3.00468 4.18878 0.0207353 0.00179586 42239.9 3
: 1031 | 3.10741 3.49021 0.0214746 0.00177487 40609.7 4
: 1032 | 3.09664 3.66581 0.0207037 0.00185959 42453.6 5
: 1033 | 3.19121 4.05262 0.0204782 0.00179021 42808.3 6
: 1034 | 3.21217 4.44405 0.0205721 0.00179061 42595.2 7
: 1035 | 3.1566 3.58427 0.0207528 0.00180937 42231 8
: 1036 | 2.93325 3.55093 0.0205763 0.00178509 42573.1 9
: 1037 | 3.13993 3.90811 0.0202588 0.00177909 43290.7 10
: 1038 Minimum Test error found - save the configuration
: 1038 | 3.00877 3.35714 0.0219426 0.00204267 40201.2 0
: 1039 | 2.91965 4.10314 0.0202796 0.00178329 43251.9 1
: 1040 Minimum Test error found - save the configuration
: 1040 | 2.94084 3.25398 0.020632 0.00187185 42643.6 0
: 1041 | 3.09698 3.35773 0.0224716 0.00178665 38675.4 1
: 1042 Minimum Test error found - save the configuration
: 1042 | 2.86086 3.09654 0.0212106 0.00220456 42091.9 0
: 1043 | 2.92519 3.93905 0.0217932 0.00179811 40009.8 1
: 1044 | 2.95502 3.17079 0.0203228 0.00178313 43150.6 2
: 1045 | 2.79363 3.65642 0.0207271 0.00179872 42264.5 3
: 1046 | 2.94511 3.76554 0.0203976 0.00179578 43006.5 4
: 1047 | 3.12531 3.21307 0.0204908 0.00179609 42792.8 5
: 1048 | 2.93642 3.18347 0.0204506 0.00180572 42907.1 6
: 1049 | 2.77594 3.18206 0.0210133 0.00177345 41580.4 7
: 1050 | 2.95503 3.62075 0.0213527 0.00183534 40989.2 8
: 1051 | 2.93927 3.24669 0.021262 0.0017886 41081.7 9
: 1052 | 2.90066 3.24158 0.0225694 0.0018014 38520.8 10
: 1053 | 2.75223 3.56393 0.0208418 0.001792 41995.3 11
: 1054 | 2.92903 3.26166 0.0214879 0.0017875 40608.4 12
: 1055 | 2.84299 3.61463 0.0202802 0.00177737 43236.6 13
: 1056 | 2.89651 3.63831 0.0208703 0.00178433 41915.7 14
: 1057 Minimum Test error found - save the configuration
: 1057 | 2.9261 2.93878 0.0203908 0.00190355 43273.2 0
: 1058 | 2.79602 3.88307 0.0207596 0.00184925 42305 1
: 1059 | 3.13985 3.15327 0.020459 0.00180031 42875.4 2
: 1060 | 3.19268 3.82892 0.0204843 0.0017815 42774.3 3
: 1061 | 3.14326 3.34882 0.0202172 0.00177935 43389 4
: 1062 | 2.90133 3.23257 0.0213374 0.0019358 41233.8 5
: 1063 | 3.00353 3.25274 0.0204784 0.0018257 42889.2 6
: 1064 | 2.98394 3.99123 0.0202662 0.00179503 43310.8 7
: 1065 | 2.84319 3.20387 0.020456 0.00194704 43222.3 8
: 1066 | 3.02633 3.02785 0.0209446 0.00178473 41753.9 9
: 1067 Minimum Test error found - save the configuration
: 1067 | 2.83712 2.83959 0.0203883 0.00194222 43369.6 0
: 1068 | 2.92499 3.0099 0.0202629 0.00177523 43272.1 1
: 1069 | 2.7199 2.90278 0.0203563 0.00178582 43079.2 2
: 1070 | 2.80702 2.84726 0.0202703 0.00179261 43295.5 3
: 1071 | 2.72353 2.872 0.020283 0.00178457 43246.8 4
: 1072 | 2.85624 2.98756 0.0203216 0.00179271 43175.9 5
: 1073 | 2.87992 3.01912 0.0204378 0.00183206 42997.4 6
: 1074 Minimum Test error found - save the configuration
: 1074 | 2.80507 2.78035 0.0204673 0.00188636 43055 0
: 1075 | 2.81898 3.00229 0.0202768 0.00178177 43255 1
: 1076 | 3.07001 3.03935 0.0202386 0.00177369 43325.5 2
: 1077 | 3.05291 3.2799 0.0203281 0.00180588 43191.3 3
: 1078 | 2.76344 2.92649 0.0202866 0.00179619 43265.6 4
: 1079 | 2.88336 2.98767 0.0202556 0.00177212 43281.8 5
: 1080 | 2.7149 3.38476 0.0203089 0.00178242 43181.3 6
: 1081 | 3.09841 3.00648 0.0203731 0.00179377 43058.6 7
: 1082 | 2.73371 3.00939 0.0202811 0.00178629 43255.5 8
: 1083 | 2.81718 3.07267 0.0202817 0.00179523 43275 9
: 1084 | 2.79282 2.89018 0.0203876 0.00179241 43021.9 10
: 1085 | 2.78439 2.80833 0.0203732 0.00187355 43244.1 11
: 1086 | 2.91549 3.22942 0.0202369 0.00178269 43350.4 12
: 1087 | 3.11574 3.08839 0.0202347 0.00177892 43347 13
: 1088 | 2.75537 3.04216 0.020211 0.00177074 43383.4 14
: 1089 Minimum Test error found - save the configuration
: 1089 | 2.86343 2.72892 0.0204607 0.00187658 43047.4 0
: 1090 Minimum Test error found - save the configuration
: 1090 | 2.67461 2.63894 0.0203191 0.00186074 43340.7 0
: 1091 | 2.78085 2.91378 0.0202474 0.00178204 43324.3 1
: 1092 | 2.80236 2.82953 0.0204262 0.00179084 42929 2
: 1093 | 3.03261 3.29202 0.0202368 0.00179409 43377.5 3
: 1094 Minimum Test error found - save the configuration
: 1094 | 2.61936 2.60198 0.0204184 0.00189175 43181.1 0
: 1095 | 2.57056 2.77893 0.0204106 0.00179746 42980.4 1
: 1096 Minimum Test error found - save the configuration
: 1096 | 2.6293 2.59301 0.0204607 0.00188722 43072.2 0
: 1097 | 2.55739 2.82513 0.0203005 0.00178162 43199 1
: 1098 | 2.79914 2.61109 0.0205068 0.00182965 42833.1 2
: 1099 | 2.64667 2.68621 0.020498 0.00178707 42755.8 3
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.64778 2.49259 0.0204349 0.00189825 43157.7 0
: 1101 | 2.58341 2.62055 0.0206534 0.00179184 42414.4 1
: 1102 | 2.58503 2.50332 0.0211744 0.00180209 41296 2
: 1103 | 2.54738 2.72957 0.0203147 0.00179206 43190.4 3
: 1104 | 2.48718 2.54026 0.020293 0.00178486 43224.2 4
: 1105 Minimum Test error found - save the configuration
: 1105 | 2.64404 2.46548 0.0204842 0.00187859 42997.8 0
: 1106 | 2.5891 2.68658 0.0203737 0.00184825 43183.7 1
: 1107 Minimum Test error found - save the configuration
: 1107 | 2.6295 2.33682 0.0205717 0.00189348 42830.7 0
: 1108 Minimum Test error found - save the configuration
: 1108 | 2.53415 2.18844 0.0204081 0.00189076 43202.7 0
: 1109 | 2.48268 2.53111 0.0203173 0.00180047 43203.9 1
: 1110 | 2.57607 2.358 0.0207729 0.00179074 42144.9 2
: 1111 | 2.47805 2.53557 0.0209799 0.00189221 41911.9 3
: 1112 | 2.79791 2.37953 0.0203034 0.00178613 43202.9 4
: 1113 | 2.89174 2.95471 0.0204348 0.0017787 42881.4 5
: 1114 | 2.6395 2.66183 0.0204512 0.00184133 42987.9 6
: 1115 | 2.65302 2.89765 0.020383 0.00187242 43218.6 7
: 1116 | 2.60132 2.44001 0.0204576 0.00180017 42878.3 8
: 1117 | 2.46378 2.22388 0.0203097 0.00179097 43199.5 9
: 1118 | 2.44314 2.56853 0.0203483 0.0017906 43108.8 10
: 1119 | 2.44646 2.49283 0.0202371 0.00178116 43346.4 11
: 1120 | 2.36169 2.20245 0.0207442 0.00178988 42206.7 12
: 1121 | 2.48358 2.35955 0.0202569 0.00178064 43298.8 13
: 1122 | 2.63258 3.02357 0.0203973 0.00177803 42966.2 14
: 1123 | 2.68019 2.30841 0.0203533 0.00178148 43076 15
: 1124 | 2.68983 2.48704 0.0210655 0.00193068 41808.6 16
: 1125 | 2.55887 2.40189 0.0212643 0.00178819 41076 17
: 1126 Minimum Test error found - save the configuration
: 1126 | 2.74418 2.03773 0.0204288 0.00188641 43144.4 0
: 1127 | 2.62128 2.48563 0.0203435 0.00181921 43186.4 1
: 1128 | 2.60254 2.13329 0.0202971 0.00177771 43197.9 2
: 1129 | 2.28125 2.34261 0.0204399 0.00178779 42890.7 3
: 1130 | 2.39289 2.04062 0.0202719 0.001797 43302 4
: 1131 | 2.53536 2.0838 0.0203731 0.00179782 43068 5
: 1132 | 2.35313 2.31415 0.0202912 0.00179523 43252.7 6
: 1133 | 2.54713 2.21859 0.020357 0.0017882 43083 7
: 1134 | 2.48508 2.75264 0.0202651 0.0017981 43320.6 8
: 1135 | 2.43661 2.52854 0.0202274 0.0017801 43366.7 9
: 1136 | 2.5411 2.38111 0.0202423 0.00179203 43359.7 10
: 1137 | 2.37606 2.10805 0.0202301 0.00178481 43371.4 11
: 1138 | 2.28178 2.13259 0.0203526 0.00178292 43081.1 12
: 1139 | 2.56529 2.13831 0.0203256 0.00177604 43127.7 13
: 1140 | 2.32862 2.55334 0.0203419 0.00178551 43111.9 14
: 1141 | 2.62403 2.76971 0.0205641 0.00180928 42655.8 15
: 1142 | 2.76537 2.44242 0.0203786 0.00182442 43116.9 16
: 1143 | 2.6774 2.3886 0.0206032 0.00186441 42692.1 17
: 1144 | 2.3398 2.17977 0.0204204 0.00181224 42991.8 18
: 1145 | 2.33067 2.34247 0.0203044 0.00178487 43197.7 19
: 1146 | 2.32352 2.37207 0.0202909 0.00178137 43221 20
: 1147 | 2.2983 2.18667 0.0203389 0.00178576 43119.3 21
:
: Elapsed time for training with 1000 events: 23.6 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: 0.026 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.59 sec
: Dataset[dataset] : Create results for training
: Dataset[dataset] : Evaluation of BDTG on training sample
: Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.397 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: dataset/weights/TMVARegression_BDTG.weights.xml
: TMVAReg.root:/dataset/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.76984e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.35055e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
: Read foams from file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
: Reading weight file: dataset/weights/TMVARegression_KNN.weights.xml
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: dataset/weights/TMVARegression_LD.weights.xml
: Reading weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
: Reading weight file: dataset/weights/TMVARegression_BDTG.weights.xml
Factory : Test all methods
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of PDEFoam on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0744 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: 0.0935 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: 0.00349 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of DNN_CPU on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.226 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[dataset] : Create results for testing
: Dataset[dataset] : Evaluation of BDTG on testing sample
: Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.36 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Evaluate all methods
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.049 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00537 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: 0.0967 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0103 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: 0.00469 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000626 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.229 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0255 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: 2.33 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.254 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 : 0.142 0.115 1.56 1.21 | 3.280 3.288
: 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 : 0.127 0.109 1.47 1.10 | 3.317 3.329
: dataset BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: dataset KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: dataset PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: dataset LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 9000 events
:
Dataset:dataset : Created tree 'TrainTree' with 1000 events
:
Factory : Thank you for using TMVA!
: For citation information, please visit: http://tmva.sf.net/citeTMVA.html
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"]) {
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
Author
Andreas Hoecker

Definition in file TMVARegression.C.

TCut
A specialized string object used for TTree selections.
Definition: TCut.h:25
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition: DataLoader.cxx:632
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition: Tools.cxx:1211
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(ROOT::Internal::TStringView cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Definition: TFile.h:324
TObjString.h
TMVA::Types::kBDT
@ kBDT
Definition: Types.h:88
TTree
A TTree represents a columnar dataset.
Definition: TTree.h:79
DataLoader.h
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition: TFile.cxx:3998
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition: Factory.cxx:1271
TMVA::Types::kSVM
@ kSVM
Definition: Types.h:91
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition: DataLoader.cxx:563
TTree.h
TString
Basic string class.
Definition: TString.h:136
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition: TSystem.cxx:1295
TMVA::Types::kLD
@ kLD
Definition: Types.h:97
TString.h
TFile.h
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:524
TROOT.h
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition: Types.h:96
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition: DataLoader.cxx:512
TMVA::Types::kKNN
@ kKNN
Definition: Types.h:85
TDirectoryFile::Get
TObject * Get(const char *namecycle) override
Return pointer to object identified by namecycle.
Definition: TDirectoryFile.cxx:909
TChain.h
TSystem.h
Double_t
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
TMVA::Factory
This is the main MVA steering class.
Definition: Factory.h:80
TFile
A ROOT file is a suite of consecutive data records (TKey instances) with a well defined format.
Definition: TFile.h:54
unsigned int
TMVA::Types::kPDERS
@ kPDERS
Definition: Types.h:82
gSystem
R__EXTERN TSystem * gSystem
Definition: TSystem.h:559
TMVA::Tools::Instance
static Tools & Instance()
Definition: Tools.cxx:75
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition: Factory.cxx:352
TMVA::Types::kDL
@ kDL
Definition: Types.h:101
TString::IsNull
Bool_t IsNull() const
Definition: TString.h:407
TMVA::Types::kMLP
@ kMLP
Definition: Types.h:92
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition: DataLoader.h:103
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition: TFile.cxx:880
Factory.h
TMVA::Types::kFDA
@ kFDA
Definition: Types.h:94
Tools.h
TNamed::GetName
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition: Factory.cxx:1376
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition: Factory.cxx:1114
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition: DataLoader.cxx:485
TMVA::gTools
Tools & gTools()
TMVA
create variable transformations
Definition: GeneticMinimizer.h:22
main
int main(int argc, char *argv[])
Definition: cef_main.cxx:54
gROOT
#define gROOT
Definition: TROOT.h:404
TMVA::DataLoader
Definition: DataLoader.h:50
TMVARegGui.h