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TMVARegression.C File Reference
Tutorials » TMVA tutorials

Detailed Description

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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 : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 +0.006
: var2: +0.006 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3759 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: 0.61 sec
: Elapsed time for training with 1000 events: 0.617 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00671 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00143 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0101 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +42.509
: var2: +44.738
: (offset): -88.627
: -----------------------
: Elapsed time for training with 1000 events: 0.000429 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00197 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 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: 0.012591 1.0260 [ -3.3377 5.7307 ]
: var2: 0.0016174 1.0380 [ -4.5569 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 = 33536.8
: --------------------------------------------------------------
: 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 | 34837.4 33216.4 0.0198609 0.00210924 45066.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 34443.3 32694.8 0.0198557 0.0018253 44369.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 33870.6 32076.3 0.0200281 0.00185319 44016.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 33266.5 31429.1 0.019897 0.00180112 44209 0
: 5 Minimum Test error found - save the configuration
: 5 | 32536 30669.2 0.0200064 0.00182691 44005.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 31692.1 29922.3 0.0199122 0.00183504 44254.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 31055.9 29455.6 0.0201072 0.00186576 43856.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 30640.4 29078.7 0.0205222 0.00183259 42804.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 30274 28752.2 0.0198293 0.00179935 44370.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 29945.1 28447.7 0.0197869 0.00179121 44455.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 29643.4 28147.3 0.0200497 0.00185401 43966.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 29344.5 27863.7 0.0201319 0.00184897 43756.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 29058.9 27589.8 0.0197807 0.00179952 44491 0
: 14 Minimum Test error found - save the configuration
: 14 | 28779.8 27327.1 0.0197919 0.0018061 44479.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 28516.3 27063 0.0198945 0.00182317 44268.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 28250 26809.6 0.0198008 0.00180265 44448.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 27992.4 26561.3 0.019774 0.00180446 44519.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 27741.4 26315.4 0.0199257 0.00181074 44162.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 27491.9 26076 0.0197842 0.00179617 44474.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 27245.1 25844.3 0.0197316 0.00178245 44570.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 27009 25609.3 0.0197509 0.00178427 44527 0
: 22 Minimum Test error found - save the configuration
: 22 | 26773 25377 0.0197477 0.00179082 44551.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 26536.1 25153.1 0.0197413 0.00177674 44532.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 26306.8 24930.5 0.0197431 0.00177729 44529 0
: 25 Minimum Test error found - save the configuration
: 25 | 26080.9 24708.6 0.0197555 0.0017875 44523.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 25854.4 24492.9 0.0199694 0.00189226 44254.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 25633.8 24278 0.0198702 0.00181221 44301.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 25417.7 24061.7 0.0201934 0.00182903 43562.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 25197.2 23854.1 0.0206272 0.00183411 42568.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 24985.9 23645.3 0.020343 0.00210781 43871.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 24772.1 23442.4 0.0206752 0.00182438 42438.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 24564.8 23239 0.0198796 0.00182869 44319 0
: 33 Minimum Test error found - save the configuration
: 33 | 24355.8 23041.1 0.0199688 0.00183292 44111.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 24156.8 22837.1 0.0197783 0.00178506 44461.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 23949.9 22642.3 0.0197946 0.00179928 44455.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 23748.9 22451 0.0200688 0.00185527 43923.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 23552.8 22258.4 0.0199165 0.00182121 44210.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 23359.9 22063.6 0.0201658 0.00181588 43597 0
: 39 Minimum Test error found - save the configuration
: 39 | 23161.3 21877.8 0.0198661 0.00182521 44343.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 22970.8 21691.7 0.01983 0.00180913 44393 0
: 41 Minimum Test error found - save the configuration
: 41 | 22781.9 21505.9 0.0198502 0.00183805 44414.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 22593.7 21322.4 0.0200655 0.00181122 43825.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 22409.2 21139.1 0.0199282 0.00180816 44150 0
: 44 Minimum Test error found - save the configuration
: 44 | 22221.4 20962.8 0.0198623 0.00182216 44345.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 22039.4 20787.7 0.0198263 0.00180545 44392.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 21861.4 20610.5 0.019874 0.00184596 44375.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 21678.2 20442.1 0.020313 0.00183423 43292.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 21506.2 20267.3 0.0202399 0.00183812 43474 0
: 49 Minimum Test error found - save the configuration
: 49 | 21329 20097.2 0.0198632 0.00181399 44323.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 21155.5 19928.9 0.0198677 0.00183922 44374.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 20985.1 19760.1 0.0199801 0.00189294 44230.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 20813.5 19595.4 0.0198341 0.00180211 44365.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 20646 19430.8 0.0198217 0.00179802 44385.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 20478.1 19269.6 0.0198085 0.00178416 44384.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 20313.6 19109 0.0198473 0.0018083 44348.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 20150.4 18949.7 0.0199049 0.00181511 44223.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 19987 18793.8 0.0205993 0.00185585 42681.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 19825.9 18640.5 0.0198671 0.00181345 44312.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 19668.7 18486 0.0198547 0.00180607 44324.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 19514.2 18329 0.0203031 0.00187936 43422.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 19353.5 18181 0.0203372 0.00186781 43314.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 19201.5 18031 0.020042 0.00180496 43866.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 19048.6 17882.5 0.019838 0.00180001 44350.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 18897 17735.8 0.0198634 0.00181002 44313 0
: 65 Minimum Test error found - save the configuration
: 65 | 18746.2 17591.8 0.0200553 0.00186675 43983.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 18599.4 17446.2 0.0200922 0.00184938 43853 0
: 67 Minimum Test error found - save the configuration
: 67 | 18451.9 17300.3 0.0204527 0.00198256 43313.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 18300 17128.5 0.0206445 0.00194415 42780 0
: 69 Minimum Test error found - save the configuration
: 69 | 18161.8 16978.6 0.0204846 0.00184743 42924.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 18014.1 16882.9 0.0207156 0.00192375 42571.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 17878.7 16745.9 0.0208071 0.0019057 42324.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 17736.9 16611 0.0204535 0.00184469 42990.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 17598.6 16476.6 0.0202639 0.0019117 43591.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 17462 16341.8 0.0206715 0.0019085 42637.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 17325.8 16205.9 0.0215288 0.00183486 40621.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 17185.7 16063.5 0.0212477 0.00194866 41452.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 17042.3 15904.6 0.0205993 0.00186912 42711.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 16879.1 15734.9 0.0206003 0.00186464 42699.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 16728.4 15591.5 0.0214513 0.00281548 42928.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 16581.8 15450.7 0.0220603 0.00206768 40014.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 16440.7 15308.6 0.0214319 0.0021892 41574.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 16295.3 15172.5 0.0225846 0.00283737 40512 0
: 83 Minimum Test error found - save the configuration
: 83 | 16156.2 15040.8 0.0205544 0.00185814 42789.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 16018.3 14911.2 0.0210881 0.00200263 41916.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 15885.4 14779.5 0.0224716 0.00270728 40476.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 15750.4 14649 0.0212528 0.00199635 41544.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 15618.2 14518.4 0.0205392 0.00187361 42859.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 15484.7 14393.2 0.0203241 0.00186934 43349.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 15356.9 14260 0.0202083 0.0018667 43616.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 15223.5 14136.8 0.020747 0.00191118 42472.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 15095.6 14011.1 0.0202401 0.00187481 43560.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 14969 13887.6 0.0204165 0.00188947 43180.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 14842.8 13764 0.0204816 0.00193111 43125.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 14717.5 13643.8 0.020338 0.00187026 43318.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 14595.1 13523.3 0.0201933 0.00186273 43642.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 14473.7 13403 0.020187 0.00186108 43654 0
: 97 Minimum Test error found - save the configuration
: 97 | 14352.6 13285.1 0.0204244 0.00186718 43110 0
: 98 Minimum Test error found - save the configuration
: 98 | 14234.1 13166 0.02017 0.00184296 43651.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 14114.2 13050.5 0.0202899 0.00185724 43401.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 13995.8 12937.6 0.020218 0.0018996 43671.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 13880.4 12824 0.0205555 0.0018872 42853.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 13765.3 12711.4 0.0202756 0.00187433 43475.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 13650.2 12600.5 0.0200978 0.00183267 43799.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 13538.5 12488.4 0.020249 0.00186083 43506.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 13426.4 12377.1 0.0202073 0.00184283 43562.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 13314.1 12268.2 0.0202094 0.00187201 43626.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 13202 12163.1 0.0203231 0.00189052 43401.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 13095.7 12054.1 0.0201378 0.00182773 43691.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 12985.2 11949.5 0.0202486 0.00185081 43483.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 12879.7 11842.4 0.0201318 0.00183206 43716.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 12772.2 11738 0.0201371 0.00183446 43709.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 12667 11633.7 0.0215575 0.00197009 40842.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 12562.8 11529.6 0.0216044 0.00188941 40578.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 12456.8 11430 0.0205741 0.00194472 42943 0
: 115 Minimum Test error found - save the configuration
: 115 | 12354.6 11330 0.0202562 0.00185218 43468.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 12254.5 11227.7 0.0202963 0.00196653 43644.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 12151.3 11129.4 0.0204056 0.00185295 43120.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 12051 11031.7 0.0201615 0.00184481 43675.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 11952.4 10933.9 0.0204007 0.0018788 43192.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 11853.9 10836.9 0.0204921 0.00189358 43014.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 11756.7 10739.6 0.020291 0.00188599 43466.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 11660.1 10642.8 0.0202986 0.00188648 43449.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 11561.3 10551.3 0.0206024 0.00188312 42736.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 11468.2 10457 0.0204495 0.00186984 43057.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 11373 10364.9 0.02014 0.00183659 43707.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 11281.3 10270.5 0.020305 0.00187127 43398.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 11186.1 10180.8 0.0201487 0.00184399 43704.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 11095 10090.3 0.0201909 0.00185728 43635.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 11003.6 10000.6 0.0203161 0.00187173 43373.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 10913.9 9910.52 0.0201493 0.00183496 43681.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 10823.9 9821.71 0.0201623 0.0018364 43654.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 10734.8 9733.88 0.0201593 0.001823 43629.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 10645.6 9648.38 0.020177 0.00184672 43643.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 10560.3 9560.19 0.0201613 0.00184261 43671.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 10471.9 9475.28 0.0201553 0.00184237 43684.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 10386.7 9389.87 0.0201887 0.00184865 43620.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 10300.9 9306.04 0.0202453 0.00186728 43530.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 10216.4 9223.02 0.0201211 0.00181522 43701.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 10132.2 9140.87 0.0203895 0.00189723 43261.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 10049.9 9058.18 0.0202195 0.00184551 43539.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 9967.07 8976.96 0.0201557 0.00183497 43666.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 9885.43 8896.18 0.0201323 0.00182276 43693.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 9803.36 8817.45 0.0201383 0.00182162 43676.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 9724.62 8736.74 0.0202401 0.00184581 43491.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 9643.39 8659.31 0.0206672 0.00187623 42573.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 9566.45 8579.15 0.0201645 0.00183833 43653.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 9486.52 8502.11 0.0201651 0.00182441 43618.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 9409.31 8424.89 0.0201363 0.00184735 43742.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 9331.7 8349.29 0.0202097 0.00183048 43527.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 9255.4 8274.18 0.0201398 0.00183284 43699.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 9180.69 8197.96 0.0201358 0.00183192 43706.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 9104.25 8124.52 0.0201448 0.00182961 43679.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 9029.74 8051.6 0.0201316 0.00183571 43725.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 8956.92 7977.44 0.020185 0.00185282 43639 0
: 155 Minimum Test error found - save the configuration
: 155 | 8882.5 7905.89 0.020179 0.00184564 43636.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 8810.74 7833.22 0.0201391 0.0018331 43701.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 8737.65 7762.95 0.0201506 0.00183341 43674.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 8667.76 7690.5 0.020527 0.00185818 42852.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 8595.77 7620.29 0.0204964 0.00186468 42937.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 8526.12 7549.7 0.0203949 0.00186425 43171.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 8455.19 7481.49 0.020449 0.00184876 43010.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 8386.26 7413.58 0.0202056 0.00183649 43551.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 8318.45 7344.88 0.0203278 0.00184936 43293.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 8249.78 7277.98 0.0202779 0.00186724 43453.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 8183.1 7210.22 0.0202178 0.00185331 43562.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 8115.6 7143.87 0.0201975 0.00185152 43606.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 8048.51 7079.29 0.0201935 0.00184831 43608.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 7983.95 7013.24 0.0201929 0.00184789 43608.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 7918.51 6948.22 0.0201723 0.00183987 43638.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 7854.06 6883.2 0.0201865 0.00184443 43615.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 7790.1 6818.47 0.020257 0.00186259 43491.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 7724.32 6757.78 0.0202782 0.00186423 43445.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 7662.55 6695.47 0.0201696 0.00183026 43622.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 7600.94 6632.01 0.0203039 0.00187637 43413.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 7538.1 6570.77 0.020187 0.00184307 43611.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 7476.83 6509.18 0.0201726 0.00184092 43640.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 7415.13 6449.31 0.0201846 0.00183781 43604.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 7354.94 6389.53 0.0201819 0.00183398 43601.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 7294.84 6330.38 0.0202283 0.00183508 43494.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 7236.22 6270.18 0.0202443 0.0018574 43509.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 7176.08 6212.36 0.0201566 0.00182356 43637.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 7118.24 6153.87 0.0202135 0.00184604 43555.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 7059.96 6096.28 0.0201847 0.0018364 43600.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 7003.71 6037.32 0.0203981 0.00185821 43150.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 6943.66 5983.55 0.0203136 0.00191185 43474.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 6889.5 5926.11 0.0202008 0.00184438 43581.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 6832.58 5870.47 0.0203073 0.00186366 43375.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 6776.94 5815.14 0.0203906 0.00186152 43175.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 6722.29 5759.44 0.020201 0.00184012 43570.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 6666.12 5706.75 0.0201764 0.00183648 43620.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 6612.84 5652.25 0.020189 0.00183932 43597.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 6560.01 5597.19 0.0201754 0.00183417 43617.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 6504.58 5545.84 0.0201803 0.00183518 43608.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 6453.34 5492.15 0.0203193 0.00186195 43343.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 6400.61 5439.04 0.0202167 0.00184448 43544.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 6346.61 5389.51 0.020296 0.00185714 43386.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 6296.21 5338.25 0.0202146 0.0018467 43554.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 6245.22 5287.09 0.0202106 0.00184533 43560.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 6193.61 5237.45 0.0212005 0.00206707 41811.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 6143.61 5187.61 0.0204517 0.00186246 43035.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 6094.12 5137.45 0.0203616 0.0018421 43197.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 6043.89 5088.97 0.0202014 0.00184017 43570 0
: 203 Minimum Test error found - save the configuration
: 203 | 5995.02 5040.22 0.0203795 0.00184704 43167.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 5946.5 4991.56 0.020301 0.00183742 43328.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 5897.66 4943.96 0.0212421 0.00200685 41590.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 5849.45 4897.12 0.020588 0.00187742 42756.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 5801.98 4850.45 0.020244 0.00185965 43515.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 5755.24 4803.33 0.0201955 0.00184573 43597.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 5708.44 4756.57 0.0202607 0.0018758 43514 0
: 210 Minimum Test error found - save the configuration
: 210 | 5661.43 4711.05 0.0202455 0.00184399 43474.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 5615 4666.94 0.0203753 0.00184644 43175.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 5571.07 4620.27 0.0202307 0.00183467 43487.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 5524.15 4576.26 0.0201764 0.00182672 43597.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 5479.62 4531.89 0.0201959 0.00183424 43569 0
: 215 Minimum Test error found - save the configuration
: 215 | 5434.73 4488.41 0.0202457 0.00186263 43518.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 5390.95 4444.54 0.0202678 0.00183792 43407.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 5346.93 4401.29 0.0208409 0.00189934 42235.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 5303.29 4358.64 0.0202209 0.00185751 43564.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 5259.65 4316.76 0.0202086 0.00184515 43564.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 5217.11 4275.12 0.0202328 0.00185402 43528.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 5174.88 4233.1 0.0203149 0.0018764 43387.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 5132.53 4191.65 0.0205355 0.00199721 43153.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 5090.42 4151.09 0.0203345 0.00195716 43531.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 5048.94 4110.86 0.0204506 0.00184613 43000.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 5007.98 4070.17 0.0202468 0.00187513 43545.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 4966.41 4031.17 0.0202129 0.00184179 43546.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 4926.2 3992.03 0.0202402 0.0018288 43451.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 4886.9 3952.04 0.0202218 0.0018287 43494.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 4846.11 3913.66 0.0202103 0.00184667 43564.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 4806.74 3875.11 0.0205908 0.00192813 42866.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 4767.56 3837.12 0.0203121 0.0018461 43322.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 4727.81 3800.48 0.0202588 0.00186148 43484.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 4690.56 3762.09 0.0223754 0.00187791 39029.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 4651.71 3724.82 0.0202683 0.00185433 43445.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 4613.43 3688.16 0.0201757 0.00183586 43620.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 4575.86 3651.75 0.0202956 0.00186065 43396 0
: 237 Minimum Test error found - save the configuration
: 237 | 4538.19 3616.28 0.0204657 0.00188761 43061.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 4501.08 3581.02 0.0202698 0.00186613 43469.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 4464.43 3545.72 0.0202514 0.00186254 43504.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 4428.06 3510.33 0.0202423 0.00185071 43498.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 4392.02 3475.13 0.0202303 0.0018514 43528.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 4355.85 3440.48 0.0203215 0.00187494 43368.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 4320.32 3405.64 0.0202122 0.00184485 43555.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 4284.41 3371.99 0.0202091 0.0018392 43549.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 4249.12 3339.01 0.0203461 0.0019661 43525.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 4215.56 3304.39 0.0204255 0.00192936 43252.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 4179.84 3271.67 0.0203478 0.00187321 43302.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 4144.7 3240.75 0.0202032 0.00183979 43564.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 4112.21 3207.06 0.0204818 0.00190838 43072.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 4077.75 3175.2 0.021029 0.00189975 41820.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 4044.36 3143.86 0.0202581 0.00185556 43472.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 4011.27 3111.65 0.0203083 0.00185405 43350.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3978.23 3080.4 0.020385 0.00188153 43235.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 3945.61 3049.31 0.0202772 0.00185658 43429.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 3912.79 3018.87 0.0202171 0.00184589 43546.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 3881.18 2988.16 0.0205276 0.0021507 43532.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 3850.25 2956.74 0.0227409 0.00190395 38393.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 3816.26 2928.24 0.0207923 0.00190613 42359 0
: 259 Minimum Test error found - save the configuration
: 259 | 3785.85 2898.33 0.0206247 0.00189841 42720.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 3754.48 2869.39 0.0202355 0.00185609 43526.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 3723.99 2840.3 0.0202856 0.00186927 43439.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 3693.22 2811.41 0.0202477 0.00185729 43501 0
: 263 Minimum Test error found - save the configuration
: 263 | 3662.3 2782.89 0.0202393 0.00185307 43510.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 3631.79 2755.29 0.0210332 0.00192445 41865.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 3603.4 2725.86 0.0206352 0.00186871 42629.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 3572.07 2698.55 0.0202155 0.00184277 43542.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 3542.36 2672.02 0.0204152 0.00185855 43111.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 3514.26 2643.75 0.0208074 0.00187706 42260.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 3484.32 2617.27 0.0206889 0.0019725 42743.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 3455.82 2590.21 0.0205275 0.00190904 42968 0
: 271 Minimum Test error found - save the configuration
: 271 | 3426.74 2564.21 0.0205761 0.0018675 42761 0
: 272 Minimum Test error found - save the configuration
: 272 | 3398.41 2538.22 0.0203441 0.00186909 43301.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 3371.31 2511.29 0.0208168 0.00188759 42262.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 3342.14 2486.4 0.0209719 0.00196986 42100.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 3315.44 2460.26 0.0207078 0.00196173 42675.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 3287.3 2435.17 0.0209682 0.00198332 42138.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 3259.93 2410.29 0.0205021 0.0018579 42908.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 3233.91 2384.16 0.0210798 0.00187109 41647.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 3205.15 2360.35 0.021051 0.00187541 41719.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 3179.19 2335.72 0.0211826 0.00221939 42186.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 3152.08 2312.1 0.0211844 0.00194166 41574 0
: 282 Minimum Test error found - save the configuration
: 282 | 3126.48 2287.38 0.0204902 0.00191188 43061 0
: 283 Minimum Test error found - save the configuration
: 283 | 3100.05 2263.62 0.0208073 0.00194848 42420.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 3073.79 2240.69 0.0206904 0.00188467 42540.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 3048.37 2216.86 0.0202321 0.00185256 43526.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 3022.36 2194.32 0.0201957 0.00183029 43560.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2996.97 2172.16 0.0203395 0.00186575 43304.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2973.03 2148.28 0.0202223 0.00184753 43538 0
: 289 Minimum Test error found - save the configuration
: 289 | 2947.21 2125.6 0.020455 0.00189962 43114.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2922.11 2103.32 0.0202676 0.00187805 43503 0
: 291 Minimum Test error found - save the configuration
: 291 | 2897.51 2081.17 0.0204622 0.00184629 42974.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2873.03 2059.62 0.0202128 0.00184181 43546.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2848.88 2038.12 0.0207223 0.00186045 42413.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2825.55 2015.71 0.0202145 0.0018398 43538.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2800.52 1995.08 0.0202051 0.00184704 43577.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2777.9 1973.24 0.020209 0.00185012 43575.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2753.78 1952.06 0.0204583 0.00187318 43045.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2730.22 1931.86 0.021212 0.00196535 41565.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 2707.98 1910.78 0.0203812 0.0018533 43178.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 2684.26 1890.73 0.0202057 0.00184178 43563.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 2661.58 1870.22 0.0206178 0.00190255 42745.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 2638.66 1850.37 0.0205133 0.00186782 42905.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 2616.6 1830.14 0.0202239 0.00184874 43536.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 2594.14 1810.4 0.0202323 0.00185929 43542.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 2571.58 1791.33 0.0202372 0.00185723 43525.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 2549.77 1772.19 0.0202581 0.00185238 43464.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 2528.71 1752.64 0.0201974 0.00184054 43580.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 2505.91 1734.48 0.0202056 0.00183542 43548.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 2485.39 1715.31 0.0201934 0.00183732 43582.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 2464.23 1695.93 0.020333 0.00187144 43333.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 2442.35 1678.23 0.0202087 0.00183539 43541.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 2421.53 1660.29 0.020184 0.00183267 43593.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 2401.34 1641.59 0.0202278 0.00184355 43515.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 2380 1623.95 0.0202874 0.0018456 43379.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 2359.45 1606.84 0.0202205 0.00185253 43554.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 2339.76 1588.98 0.0202181 0.00185272 43560.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 2319.58 1571.43 0.0201917 0.00184753 43610.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 2299.16 1554.31 0.0202414 0.00184763 43493 0
: 319 Minimum Test error found - save the configuration
: 319 | 2279.75 1537.07 0.0203014 0.00186139 43383.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 2260.4 1519.87 0.0201951 0.00184431 43594.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 2240.23 1503.5 0.0201901 0.00184219 43601.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2221 1486.37 0.0206493 0.00186724 42593.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 2201.58 1470.21 0.0202074 0.00184416 43565.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 2182.04 1454.38 0.0202949 0.00184881 43369.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 2163.44 1438.39 0.0201997 0.00182691 43542.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 2144.6 1423.22 0.0203846 0.00188037 43233.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 2127.04 1405.97 0.0202918 0.00185805 43398.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 2107.56 1390.42 0.0202114 0.00183731 43539.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 2089.1 1376.18 0.020227 0.00185657 43548.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 2070.54 1360.2 0.020202 0.00184594 43582.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 2052.69 1344.92 0.0202472 0.00185022 43485.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 2034.97 1329.35 0.0203894 0.00202135 43553.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 2016.1 1315.26 0.0203633 0.00186121 43238.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1999.09 1300.28 0.0207187 0.00186972 42442.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1981.5 1286.01 0.0210903 0.00204609 42007.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1964.11 1271.31 0.0208824 0.00192171 42192.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1946.22 1257.71 0.0216835 0.00216771 40992.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1929.63 1243.59 0.0211977 0.00190605 41468.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1913.27 1229.15 0.0205471 0.00187945 42854.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1895.57 1215.59 0.0202328 0.00183299 43478.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1878.96 1201.9 0.0208985 0.00195594 42232.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1863 1188.1 0.0203168 0.00187972 43390.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1845.36 1176.59 0.0205485 0.00192068 42946.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1829.97 1162.06 0.0204867 0.00188685 43011.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1813.99 1148.14 0.0205097 0.0018667 42911.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1796.91 1135.42 0.0202505 0.00185199 43481.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1780.85 1122.76 0.0202323 0.00184582 43510.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1765.34 1110.32 0.0201994 0.00183394 43560.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1749.4 1097.77 0.0206143 0.00188846 42721.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1733.81 1085.37 0.0203207 0.00186291 43342.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1718.16 1073.22 0.0202906 0.00189822 43496.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1702.69 1061.54 0.0201887 0.00182892 43573.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1688.32 1049.01 0.0205491 0.00186894 42826.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1672.71 1036.85 0.0204325 0.0018618 43078.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1656.98 1025.77 0.0202089 0.00184821 43571.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1642.78 1013.86 0.0205122 0.00186802 42908.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1627.43 1002.68 0.0202413 0.00184894 43496.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1613.05 991 0.0201964 0.0018315 43561.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1598.39 979.944 0.0203445 0.00186133 43282.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1583.76 968.936 0.0202654 0.00183799 43413.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1569.83 957.671 0.0208137 0.00187272 42236.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1555.08 947.11 0.0204177 0.00188417 43165 0
: 363 Minimum Test error found - save the configuration
: 363 | 1541.41 935.74 0.0203784 0.00188714 43263.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1526.87 925.273 0.0203301 0.00182849 43239.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1513.32 914.338 0.0201657 0.00182685 43623.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1498.79 904.687 0.0201851 0.00183208 43589.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1485.84 894.079 0.0207436 0.00229673 43367.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1471.95 883.799 0.0202084 0.00182837 43525.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1458.42 874.21 0.0202748 0.00184411 43406 0
: 370 Minimum Test error found - save the configuration
: 370 | 1445.42 863.912 0.0201943 0.00183335 43570.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 1432 854.187 0.0204218 0.0018694 43121.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 1418.92 844.05 0.0202102 0.00184662 43564.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 1405.13 835.008 0.0201876 0.0018429 43609.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 1392.93 825.595 0.020359 0.00186585 43259.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 1379.72 815.858 0.0202041 0.00184131 43566.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 1366.55 806.86 0.0211304 0.00188581 41570.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 1354.41 797.463 0.0202381 0.00183793 43477.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 1341.89 788.048 0.0202114 0.0018364 43537.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 1329.09 779.127 0.0202094 0.00183801 43545.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1316.88 769.962 0.0201926 0.00183382 43575.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 1304.21 761.414 0.0202172 0.0018374 43526.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 1292 753.468 0.0203563 0.00183717 43198.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 1280.43 744.283 0.02022 0.00184262 43531.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 1268.19 735.775 0.0202434 0.00187384 43550.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 1256.17 728 0.0202372 0.0018457 43498.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 1244.58 719.514 0.0202026 0.00184297 43573.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 1233.19 711.223 0.0202209 0.00185321 43554.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 1221.4 703.382 0.0202718 0.0018641 43460 0
: 389 Minimum Test error found - save the configuration
: 389 | 1209.99 695.361 0.0201866 0.00183864 43601.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1198.48 687.453 0.0201928 0.00183845 43586.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 1187.85 679.163 0.0201914 0.00183286 43576.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 1175.86 671.86 0.0202062 0.00183343 43542.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 1164.78 664.318 0.0203421 0.00186163 43288.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 1154.35 656.591 0.0202039 0.0018401 43564 0
: 395 Minimum Test error found - save the configuration
: 395 | 1142.49 649.594 0.0202059 0.00184026 43559.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 1132.64 642.147 0.0203294 0.00188621 43376.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 1121.09 634.877 0.0204641 0.0018514 42981.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 1110.16 628.476 0.0202366 0.00185021 43510.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 1100.13 620.645 0.0202371 0.00185147 43512.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 1089.44 613.687 0.0208361 0.00192104 42294.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 1079.11 607.124 0.020665 0.00188045 42588.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 1068.3 599.931 0.0203363 0.00187145 43325.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 1058.4 593.268 0.02049 0.00190371 43042.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 1048.14 587.071 0.0205324 0.00188963 42912.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 1038.08 580.229 0.0205334 0.00187224 42869.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 1027.71 573.983 0.0203138 0.00186736 43368.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 1018.43 567.308 0.0202448 0.0018613 43517.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 1008.1 560.896 0.0202257 0.00184774 43530.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 998.611 555.147 0.0202268 0.00184023 43510 0
: 410 Minimum Test error found - save the configuration
: 410 | 988.576 549.074 0.020662 0.00188552 42606.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 979.364 543.33 0.0204046 0.00187153 43166.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 970.524 538.61 0.0207593 0.00192455 42474.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 960.807 530.927 0.0206745 0.00188784 42583.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 950.93 525.043 0.0203626 0.00185311 43221.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 941.884 519.389 0.0202337 0.00184428 43503.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 932.733 513.357 0.0202516 0.00188604 43559.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 923.413 507.935 0.020283 0.00187176 43451.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 914.207 502.508 0.0202199 0.00184997 43549.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 905.334 497.537 0.0202259 0.00185139 43538.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 896.592 491.903 0.0202068 0.00184163 43560.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 888.267 486.384 0.0201865 0.00184495 43616.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 879.159 480.893 0.0202162 0.00183248 43516.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 870.232 475.976 0.0202452 0.00185033 43490.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 862.136 470.915 0.0202319 0.00184834 43517.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 853.55 465.71 0.0202777 0.0018523 43418.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 845.202 460.332 0.0204039 0.00185413 43127.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 836.779 455.627 0.0202466 0.00184906 43484.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 828.31 450.684 0.0202322 0.00184905 43518.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 820.643 446.034 0.0202084 0.00183524 43541.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 812.056 441.626 0.0202098 0.00184647 43565.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 804.74 436.553 0.0202877 0.00184738 43383.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 796.057 431.979 0.0202477 0.00187684 43547.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 788.39 427.14 0.0202314 0.00185174 43526.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 780.493 422.507 0.0202157 0.0018474 43553.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 772.628 418.123 0.0202498 0.00186101 43504.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 764.945 413.999 0.0202249 0.00185305 43545 0
: 437 Minimum Test error found - save the configuration
: 437 | 757.536 409.64 0.0204188 0.00187499 43141 0
: 438 Minimum Test error found - save the configuration
: 438 | 750.081 405.401 0.020533 0.00189636 42926.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 742.202 400.885 0.0204594 0.00186124 43014.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 734.964 396.917 0.0202327 0.0018421 43500.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 728.022 392.455 0.0205248 0.00186393 42870.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 720.113 388.741 0.0204493 0.00189615 43119.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 713.154 384.571 0.020759 0.00189711 42413.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 706.569 380.323 0.0206199 0.00193635 42818.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 698.933 376.721 0.0204948 0.00185847 42926.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 691.753 372.339 0.0204905 0.00191227 43061.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 684.747 368.705 0.0206045 0.00190943 42791.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 678.364 364.541 0.0207372 0.00185839 42375.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 671.131 360.744 0.0202034 0.0018404 43565.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 664.625 357.302 0.0202562 0.00185898 43484.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 658.099 353.364 0.0202539 0.00184665 43461.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 651.33 349.894 0.0202032 0.0018403 43566 0
: 453 Minimum Test error found - save the configuration
: 453 | 644.244 346.473 0.0201967 0.00184349 43589 0
: 454 Minimum Test error found - save the configuration
: 454 | 638.572 342.648 0.0202129 0.00184679 43558.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 631.557 339.981 0.0202041 0.00184409 43573.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 625.357 335.488 0.0201983 0.00182949 43552.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 618.846 331.859 0.0202147 0.00184429 43548.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 612.251 328.794 0.0202239 0.00184566 43529.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 606.212 325.681 0.0201888 0.00183598 43590 0
: 460 Minimum Test error found - save the configuration
: 460 | 599.976 322.121 0.0202195 0.00184037 43527.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 594.188 318.768 0.020226 0.00184456 43522.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 587.878 315.721 0.0201913 0.00183679 43586.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 582.294 311.874 0.0202569 0.00184745 43456 0
: 464 Minimum Test error found - save the configuration
: 464 | 575.665 309.249 0.0201923 0.00183794 43586.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 569.902 305.987 0.0202011 0.0018434 43578.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 564.247 302.903 0.0203535 0.00187175 43285.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 558.342 299.614 0.0202059 0.00184808 43578.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 552.755 296.749 0.0201879 0.001848 43620.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 547.092 294.219 0.020203 0.00184074 43567.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 541.581 290.728 0.0203512 0.00184872 43237.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 535.92 287.525 0.0202016 0.00185305 43600.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 529.996 285.06 0.0203146 0.00185958 43348.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 524.72 282.357 0.0202067 0.00183845 43553.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 519.474 279.604 0.0203036 0.0018559 43365.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 513.801 276.529 0.02022 0.00184607 43540.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 508.546 273.758 0.0204767 0.00188635 43033 0
: 477 Minimum Test error found - save the configuration
: 477 | 503.631 270.821 0.0204823 0.00187064 42983.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 498.216 268.528 0.0205563 0.0018891 42855.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 493.41 266.375 0.0203913 0.00190837 43283.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 488.222 262.957 0.0211566 0.00277824 43529.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 482.537 260.65 0.020395 0.00187373 43193.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 477.948 257.682 0.0204284 0.00186338 43091.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 472.765 255.301 0.0203092 0.00185785 43357.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 468.36 252.893 0.0216754 0.0020637 40791.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 462.799 250.603 0.0215711 0.00200724 40891.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 458.585 247.633 0.0204188 0.00196439 43350.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 453.488 245.441 0.0202797 0.00183936 43383.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 448.727 243.229 0.020882 0.00212734 42656.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 443.858 240.672 0.0202605 0.0018526 43459.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 439.669 238.231 0.0202649 0.00185093 43445.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 434.845 235.765 0.0202941 0.00189192 43473.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 430.149 233.999 0.0210145 0.00198088 42030.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 425.879 231.306 0.0212993 0.00201016 41474 0
: 494 Minimum Test error found - save the configuration
: 494 | 421.192 229.329 0.0213457 0.00194297 41231.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 417.216 226.84 0.0208958 0.00193355 42189 0
: 496 Minimum Test error found - save the configuration
: 496 | 412.948 225.663 0.0209014 0.00199996 42324.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 408.379 222.788 0.0208652 0.00192341 42234.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 403.926 220.538 0.0215172 0.00195274 40890.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 400.019 218.94 0.0205424 0.00189562 42902.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 395.707 216.167 0.0205287 0.00190438 42954.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 391.197 214.589 0.0206507 0.00197921 42846 0
: 502 Minimum Test error found - save the configuration
: 502 | 387.387 211.967 0.0203114 0.00184696 43326.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 383 210.163 0.0203052 0.00187584 43409 0
: 504 Minimum Test error found - save the configuration
: 504 | 379.144 208.51 0.0211057 0.00198427 41838 0
: 505 Minimum Test error found - save the configuration
: 505 | 375.335 206.429 0.0206351 0.00189248 42683.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 371.574 204.24 0.020637 0.00188511 42662.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 367.331 202.057 0.0203178 0.00186261 43348.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 363.489 200.432 0.0204601 0.00184647 42979.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 359.704 198.011 0.0210915 0.00237699 42747.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 355.829 196.388 0.0211701 0.00192884 41577.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 352.06 194.462 0.0204216 0.00186942 43121.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 348.23 192.901 0.0201922 0.00183824 43587.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 344.637 190.967 0.0202866 0.00191361 43542.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 340.963 188.845 0.0206479 0.00194701 42778.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 337.603 187.319 0.0205744 0.00187915 42791.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 333.951 186.129 0.0204533 0.00188394 43081.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 330.452 183.473 0.020187 0.00183296 43587.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 326.435 182.251 0.0207451 0.00188106 42408.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 323.175 179.996 0.0205134 0.00188771 42951.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 319.805 178.447 0.0203101 0.00186582 43374 0
: 521 Minimum Test error found - save the configuration
: 521 | 316.488 177.151 0.0202729 0.00187098 43473.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 313.288 175.205 0.0201846 0.00182568 43575.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 309.794 173.562 0.0210688 0.00186805 41665 0
: 524 Minimum Test error found - save the configuration
: 524 | 306.469 171.788 0.0202506 0.00185644 43492.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 303.169 170.149 0.0204146 0.0019034 43217.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 299.779 169.696 0.0203418 0.00185723 43279.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 296.764 166.797 0.0202269 0.00184447 43519.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 293.581 165.625 0.0202918 0.00188359 43458.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 290.592 164.257 0.0201869 0.00183975 43603.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 287.29 162.336 0.0201777 0.00183399 43611.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 284.097 160.861 0.0201755 0.00184174 43635.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 281.068 159.168 0.0202311 0.0018449 43511 0
: 533 Minimum Test error found - save the configuration
: 533 | 278.027 159.017 0.0202781 0.00193737 43618.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 275.174 156.195 0.0203745 0.00192859 43370 0
: 535 Minimum Test error found - save the configuration
: 535 | 272.066 154.729 0.02034 0.00184582 43256.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 269.158 153.105 0.020325 0.00187242 43354.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 266.263 151.793 0.020781 0.00192556 42428 0
: 538 Minimum Test error found - save the configuration
: 538 | 263.237 150.317 0.0205932 0.00190272 42802.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 260.513 149.289 0.0219638 0.00215825 40392.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 257.643 147.589 0.0225589 0.00213578 39171.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 255.17 146.535 0.0215759 0.00215809 41199.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 252.143 145.111 0.02047 0.00184754 42958.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 249.498 143.626 0.0202944 0.00185896 43394.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 246.733 142.699 0.020458 0.00184659 42984.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 243.743 140.718 0.0208697 0.00207525 42565.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 241.244 139.393 0.0205269 0.001852 42838.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 238.519 138.214 0.0203529 0.00185159 43240.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 236.051 136.723 0.020145 0.00182766 43674.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 233.443 136.455 0.0204894 0.00213047 43575.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 230.951 134.425 0.0202438 0.00183549 43458.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 228.433 133.181 0.0201973 0.00184478 43590.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 225.686 131.79 0.020198 0.00183668 43569.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 223.541 130.644 0.0202636 0.00184339 43430.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 220.703 129.457 0.0203597 0.00184102 43199.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 218.218 127.889 0.0202252 0.00183227 43494.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 215.728 126.451 0.020197 0.00182771 43550.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 213.245 125.208 0.0201936 0.00185201 43616.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 210.844 124.141 0.0202265 0.00185794 43552.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 208.577 122.989 0.0205346 0.00198593 43129.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 206.339 122.624 0.0204018 0.00184183 43103.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 204.184 120.561 0.0205521 0.00182869 42727.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 201.582 119.937 0.0201401 0.0018149 43655.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 199.438 119.486 0.0202264 0.0018545 43544.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 197.136 117.315 0.020456 0.00189204 43094.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 194.586 116.223 0.020245 0.00182453 43430 0
: 566 Minimum Test error found - save the configuration
: 566 | 192.469 114.78 0.0204034 0.00186976 43164.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 190.249 113.668 0.0201563 0.00182083 43631.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 188.138 112.932 0.0202368 0.00186305 43540.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 185.817 111.516 0.0205123 0.00184292 42850.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 183.685 110.434 0.0201846 0.00184737 43627 0
: 571 Minimum Test error found - save the configuration
: 571 | 181.665 109.995 0.0201933 0.00184468 43600 0
: 572 Minimum Test error found - save the configuration
: 572 | 179.749 108.362 0.0202073 0.00185302 43586.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 177.505 107.847 0.0201999 0.00184227 43578.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 175.385 106.57 0.0201872 0.00186881 43672 0
: 575 Minimum Test error found - save the configuration
: 575 | 173.254 105.764 0.0204179 0.00185649 43100.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 171.236 104.561 0.0205494 0.00185317 42789.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 169.391 103.337 0.0202008 0.00183589 43561.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 167.501 102.942 0.0202439 0.00182545 43434.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 165.341 101.144 0.0201918 0.00183443 43579.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 163.19 100.307 0.0201915 0.00183236 43575 0
: 581 Minimum Test error found - save the configuration
: 581 | 161.517 99.5457 0.020325 0.00186678 43341.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 159.41 98.0869 0.0202828 0.00184539 43390 0
: 583 Minimum Test error found - save the configuration
: 583 | 157.286 97.2577 0.0202133 0.00186831 43608.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 155.58 96.4205 0.0201776 0.00182887 43599.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 153.822 95.4564 0.0201843 0.00185175 43638.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 152.229 94.496 0.0201683 0.00183624 43639.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 150.371 94.2308 0.0202011 0.00184197 43575.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 148.217 92.5013 0.0202393 0.00186216 43532.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 146.62 92.2265 0.0201943 0.00183216 43567.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 144.612 90.9117 0.0202252 0.00183484 43501.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 143.106 90.1225 0.0203721 0.00189223 43290.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 141.361 89.1677 0.0203957 0.00185467 43147.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 139.781 87.9409 0.0202544 0.00185685 43484 0
: 594 Minimum Test error found - save the configuration
: 594 | 137.828 87.283 0.020214 0.00184712 43556.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 136.227 87.1425 0.020216 0.00184773 43553.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 134.868 85.3713 0.0202033 0.00184274 43571.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 132.956 84.7469 0.0202107 0.0018517 43575.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 131.254 84.3074 0.0202344 0.0018563 43530.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 129.49 82.8663 0.0202384 0.00186065 43531 0
: 600 Minimum Test error found - save the configuration
: 600 | 128.006 82.1213 0.020517 0.00189312 42955.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 126.37 81.2834 0.0206857 0.00196213 42726.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 124.886 80.1788 0.0205951 0.0018913 42772.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 123.518 79.5716 0.0205052 0.00185008 42883.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 121.966 79.1548 0.0203997 0.00185857 43147.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 120.324 78.0511 0.0202192 0.00184242 43533.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 118.958 77.3057 0.0201971 0.00184342 43588 0
: 607 Minimum Test error found - save the configuration
: 607 | 117.51 76.9461 0.0202062 0.00185091 43584.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 115.924 75.5389 0.0202349 0.00185885 43535 0
: 609 Minimum Test error found - save the configuration
: 609 | 114.555 75.2151 0.0202063 0.00184414 43567.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 113.105 73.999 0.0203495 0.00190407 43371.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 111.717 73.1368 0.0202348 0.00185884 43535.1 0
: 612 | 110.249 73.5005 0.0201348 0.00176752 43555.7 1
: 613 Minimum Test error found - save the configuration
: 613 | 109.017 72.3776 0.0201842 0.00185037 43635.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 107.829 71.4466 0.02135 0.00190983 41152 0
: 615 Minimum Test error found - save the configuration
: 615 | 106.27 70.2842 0.0202103 0.00185797 43591.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 104.69 69.7018 0.0203807 0.00186107 43197.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 103.388 68.9032 0.0206287 0.00187769 42664.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 102.171 68.5931 0.0201964 0.0018452 43593.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 100.802 67.507 0.0201747 0.00184739 43650.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 99.6834 66.9858 0.0204261 0.00188922 43157.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 98.3607 66.1309 0.0205641 0.00186491 42782.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 96.9837 65.4397 0.0202416 0.00188573 43582.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 95.6606 64.788 0.0206059 0.00191509 42801.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 94.706 63.9851 0.020889 0.00190957 42150.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 93.3764 63.7337 0.0203834 0.00183915 43140.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 92.2784 62.829 0.020188 0.00184321 43609.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 90.846 62.5829 0.0201941 0.00183255 43569.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 89.8503 61.7015 0.0202056 0.00185157 43587.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 88.6181 60.8045 0.0202631 0.00186628 43485.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 87.3933 60.5817 0.0201731 0.00184573 43650.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 86.4962 59.6444 0.0201608 0.00182671 43634.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 85.4746 59.2607 0.0204615 0.00191026 43123.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 84.4523 58.9001 0.0202807 0.0018397 43381.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 83.226 58.3185 0.0202171 0.00184674 43548.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 82.1858 57.3128 0.0202052 0.00187354 43640.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 80.9926 56.5169 0.0205012 0.00184546 42882.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 79.8696 56.0724 0.0201593 0.00183791 43664.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 78.9729 55.6494 0.0204299 0.0018782 43122.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 78.0258 55.1697 0.0202699 0.00183147 43387.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 76.757 54.4163 0.0206611 0.00185334 42535.6 0
: 641 Minimum Test error found - save the configuration
: 641 | 75.8956 54.0944 0.0202799 0.00185741 43425.3 0
: 642 | 74.9782 54.1599 0.0201765 0.00178765 43504.6 1
: 643 Minimum Test error found - save the configuration
: 643 | 73.8637 52.7325 0.0201682 0.00184253 43654.6 0
: 644 | 72.9556 53.1882 0.0200816 0.00176561 43677.8 1
: 645 Minimum Test error found - save the configuration
: 645 | 71.9495 51.7783 0.0202082 0.00183925 43551.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 71.0414 51.3836 0.0201766 0.00183746 43622.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 70.4938 51.0385 0.0201867 0.00185619 43643 0
: 648 Minimum Test error found - save the configuration
: 648 | 69.2736 50.3204 0.0205697 0.00188302 42811.3 0
: 649 | 68.3708 50.4979 0.0204901 0.00181018 42826.7 1
: 650 Minimum Test error found - save the configuration
: 650 | 67.483 49.5164 0.0203957 0.00184588 43127 0
: 651 Minimum Test error found - save the configuration
: 651 | 66.4966 49.2436 0.0202364 0.0018427 43493.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 65.6276 48.4385 0.0202071 0.00183938 43554.8 0
: 653 | 64.8745 49.1802 0.0203377 0.00177114 43088.3 1
: 654 Minimum Test error found - save the configuration
: 654 | 64.0743 47.2714 0.0204348 0.00188181 43119.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 63.1099 47.0779 0.0203108 0.00184947 43333.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 62.1652 46.8443 0.0202251 0.0018662 43575.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 61.5696 46.1414 0.0202398 0.00185434 43512.7 0
: 658 | 60.6888 46.2147 0.020234 0.00177367 43336.2 1
: 659 | 60.0766 46.4747 0.0201147 0.0017724 43615 2
: 660 Minimum Test error found - save the configuration
: 660 | 58.9712 44.4513 0.0203406 0.00186049 43289.8 0
: 661 | 58.1728 44.8174 0.0201774 0.00177179 43465.1 1
: 662 Minimum Test error found - save the configuration
: 662 | 57.4345 43.8924 0.0202463 0.00187718 43551.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 56.6801 43.3016 0.0203081 0.00185327 43349.2 0
: 664 | 55.9623 43.7811 0.0202175 0.0017804 43390.8 1
: 665 Minimum Test error found - save the configuration
: 665 | 55.4308 42.9535 0.0205569 0.00186574 42800.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 54.6481 42.8069 0.0204745 0.00191359 43101.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 54.0609 41.8989 0.0202171 0.00184517 43544.6 0
: 668 Minimum Test error found - save the configuration
: 668 | 53.1226 41.4206 0.0201761 0.00184166 43633.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 52.4662 41.1342 0.0201681 0.00183789 43643.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 51.7071 40.4684 0.0202244 0.00185274 43545.2 0
: 671 | 50.9842 40.8762 0.0201618 0.00177108 43500.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 50.583 40.1178 0.0203038 0.00185494 43363.1 0
: 673 Minimum Test error found - save the configuration
: 673 | 49.6522 39.5928 0.0206091 0.00186264 42674.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 48.9422 39.0039 0.020514 0.00187499 42920.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 48.4755 38.7459 0.0204558 0.0019249 43171.1 0
: 676 | 47.6038 39.1111 0.0204214 0.00176098 42871.5 1
: 677 Minimum Test error found - save the configuration
: 677 | 47.5206 38.513 0.0201664 0.00182336 43613.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 46.8362 38.3685 0.020204 0.00182816 43535.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 46.1259 37.4086 0.020166 0.00184171 43657.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 45.2374 37.048 0.020156 0.00184755 43695.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 44.5126 36.6135 0.0204064 0.00186664 43150.5 0
: 682 | 44.0275 36.8434 0.0204533 0.00181809 42929.6 1
: 683 Minimum Test error found - save the configuration
: 683 | 43.5896 36.0407 0.0202661 0.00184422 43426.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 42.6814 35.7699 0.0201737 0.00184548 43648.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 42.088 35.352 0.0204552 0.00185531 43011 0
: 686 | 41.5589 35.52 0.0203307 0.00186309 43319 1
: 687 Minimum Test error found - save the configuration
: 687 | 41.0268 34.716 0.0202493 0.00186118 43506.4 0
: 688 | 40.6412 34.727 0.0201464 0.00176398 43519.8 1
: 689 Minimum Test error found - save the configuration
: 689 | 40.5834 34.5188 0.0203333 0.00182229 43217.6 0
: 690 Minimum Test error found - save the configuration
: 690 | 39.7508 33.639 0.0202334 0.00192034 43684.6 0
: 691 | 38.9511 34.1789 0.0202569 0.00177082 43275.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 38.4792 33.2835 0.0203042 0.00183633 43318.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 38.0927 33.0842 0.0201664 0.00184668 43668.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 37.308 32.6666 0.0201812 0.00184078 43619.6 0
: 695 | 36.8574 32.7333 0.0202992 0.00182281 43298.5 1
: 696 Minimum Test error found - save the configuration
: 696 | 36.7475 32.3734 0.0203029 0.00184542 43343 0
: 697 Minimum Test error found - save the configuration
: 697 | 35.999 32.1865 0.0201428 0.00182376 43670.5 0
: 698 | 35.5811 32.2906 0.020183 0.00178536 43483.9 1
: 699 Minimum Test error found - save the configuration
: 699 | 35.1763 31.447 0.0204945 0.00184339 42892.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 34.7883 31.2617 0.0202575 0.00185536 43473.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 34.2522 30.9842 0.0202341 0.00183386 43477.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 33.8058 30.6722 0.0202409 0.00183133 43455.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 33.3662 30.4385 0.0202947 0.00186473 43407.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 32.8334 30.1315 0.0203466 0.00184219 43232.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 32.4072 30.0267 0.0202008 0.0018382 43566.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 32.0004 29.443 0.0205929 0.00187898 42748.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 31.4698 29.2227 0.0202132 0.00184703 43558.4 0
: 708 | 30.9892 29.3799 0.0203157 0.00176851 43133.2 1
: 709 Minimum Test error found - save the configuration
: 709 | 30.8001 28.8354 0.020219 0.00185286 43558.4 0
: 710 | 30.7819 29.7455 0.0201253 0.00177391 43593.4 1
: 711 Minimum Test error found - save the configuration
: 711 | 30.0724 28.3862 0.0201799 0.0018461 43635.3 0
: 712 | 29.6605 28.4191 0.0201059 0.00176852 43626.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 29.256 27.9422 0.0206149 0.00187894 42698.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 28.9752 27.8246 0.0203241 0.00183653 43272.3 0
: 715 | 28.3897 27.9226 0.0201498 0.00176783 43521 1
: 716 | 28.2162 27.8717 0.0203037 0.00176609 43155.6 2
: 717 Minimum Test error found - save the configuration
: 717 | 27.9804 27.4475 0.0201625 0.00183578 43652.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 27.4065 26.8027 0.020202 0.00184353 43576.6 0
: 719 | 27.015 26.9411 0.0200775 0.00176426 43684.1 1
: 720 Minimum Test error found - save the configuration
: 720 | 26.7458 26.5161 0.0202611 0.00184726 43445.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 26.3393 26.4271 0.0202074 0.00184386 43564.7 0
: 722 Minimum Test error found - save the configuration
: 722 | 26.2659 26.2061 0.0201584 0.00184034 43672.8 0
: 723 Minimum Test error found - save the configuration
: 723 | 25.9269 25.8235 0.0202107 0.00185992 43595 0
: 724 Minimum Test error found - save the configuration
: 724 | 25.3856 25.5844 0.0201892 0.00183553 43588 0
: 725 Minimum Test error found - save the configuration
: 725 | 25.0013 25.5651 0.0201851 0.00183987 43608.1 0
: 726 | 24.9253 25.6185 0.0205419 0.00186107 42824.7 1
: 727 Minimum Test error found - save the configuration
: 727 | 24.6521 25.1798 0.0210292 0.00185086 41713.7 0
: 728 Minimum Test error found - save the configuration
: 728 | 24.1747 24.9062 0.0203067 0.00181377 43259.7 0
: 729 Minimum Test error found - save the configuration
: 729 | 23.7285 24.7567 0.0201302 0.00181651 43683.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 23.4999 24.5596 0.0202091 0.00183111 43530.3 0
: 731 | 23.4115 24.6255 0.020103 0.00176481 43624.9 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.9866 23.9624 0.0201727 0.00182629 43605.2 0
: 733 | 22.7225 24.7278 0.0200764 0.00175951 43675.5 1
: 734 | 22.8578 24.2638 0.0201561 0.00177847 43531.2 2
: 735 Minimum Test error found - save the configuration
: 735 | 22.1909 23.5834 0.0202474 0.00186072 43509.7 0
: 736 Minimum Test error found - save the configuration
: 736 | 22.066 23.5028 0.0201711 0.00184128 43644.7 0
: 737 Minimum Test error found - save the configuration
: 737 | 21.6268 23.3231 0.0201516 0.00183258 43670.5 0
: 738 Minimum Test error found - save the configuration
: 738 | 21.4516 23.0159 0.0201924 0.0018645 43649.3 0
: 739 | 21.0985 23.1655 0.0201693 0.00177205 43484.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 20.9392 22.8387 0.0202232 0.0018619 43569.9 0
: 741 | 20.7907 23.2611 0.0202219 0.00177372 43364.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 20.4686 22.312 0.0201993 0.00185272 43604.9 0
: 743 | 20.4713 22.389 0.0202458 0.00175844 43272.7 1
: 744 | 20.1804 22.4079 0.0201572 0.00177406 43518.1 2
: 745 | 19.735 22.5526 0.0201448 0.0017691 43535.7 3
: 746 Minimum Test error found - save the configuration
: 746 | 19.5534 21.9832 0.0204244 0.00184404 43056.1 0
: 747 Minimum Test error found - save the configuration
: 747 | 19.5879 21.8256 0.020215 0.00183498 43525.6 0
: 748 | 19.1824 21.9698 0.0202438 0.00176803 43300 1
: 749 Minimum Test error found - save the configuration
: 749 | 18.8419 21.1537 0.0202101 0.00184611 43563.6 0
: 750 | 18.7537 21.531 0.0203072 0.001813 43256.7 1
: 751 | 18.4179 21.3741 0.0204588 0.00179544 42864.8 2
: 752 Minimum Test error found - save the configuration
: 752 | 18.0735 20.8255 0.0202293 0.00185687 43543.5 0
: 753 | 17.9555 21.0586 0.0203035 0.00179962 43234.2 1
: 754 Minimum Test error found - save the configuration
: 754 | 17.771 20.445 0.0203862 0.00186456 43192.7 0
: 755 Minimum Test error found - save the configuration
: 755 | 17.7294 20.245 0.020237 0.00185677 43524.9 0
: 756 | 17.279 20.5702 0.0204001 0.00176198 42922.8 1
: 757 | 17.2133 20.4768 0.0204104 0.00179522 42975.8 2
: 758 Minimum Test error found - save the configuration
: 758 | 16.9476 20.2025 0.0202825 0.00185949 43423.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 16.7037 19.9102 0.0202082 0.00182514 43518.3 0
: 760 | 16.7793 20.0662 0.0200962 0.00176559 43642.8 1
: 761 | 16.3854 20.5371 0.0204238 0.00183422 43034.8 2
: 762 Minimum Test error found - save the configuration
: 762 | 16.5029 19.4694 0.0202755 0.00185275 43424.6 0
: 763 | 16.4063 19.5857 0.020304 0.00179661 43226 1
: 764 | 16.2159 19.5232 0.020361 0.00178373 43063.3 2
: 765 Minimum Test error found - save the configuration
: 765 | 15.9383 19.2488 0.0202952 0.00191185 43517.6 0
: 766 Minimum Test error found - save the configuration
: 766 | 15.7235 19.214 0.0204907 0.00192286 43085.3 0
: 767 Minimum Test error found - save the configuration
: 767 | 15.4564 18.893 0.0202395 0.00185032 43503.8 0
: 768 Minimum Test error found - save the configuration
: 768 | 15.3151 18.737 0.0201801 0.00183405 43606.1 0
: 769 Minimum Test error found - save the configuration
: 769 | 15.1147 18.2714 0.0202232 0.00184759 43536 0
: 770 Minimum Test error found - save the configuration
: 770 | 14.9727 18.1149 0.0202294 0.00185742 43544.7 0
: 771 | 14.7182 18.4185 0.0201214 0.00176623 43584.4 1
: 772 | 14.6401 18.6957 0.0201566 0.00176683 43502.5 2
: 773 Minimum Test error found - save the configuration
: 773 | 14.3863 17.9245 0.020468 0.00184884 42966.6 0
: 774 | 14.1393 18.061 0.0201493 0.00177048 43528.3 1
: 775 Minimum Test error found - save the configuration
: 775 | 14.0649 17.7779 0.0202804 0.00187212 43458.7 0
: 776 Minimum Test error found - save the configuration
: 776 | 14.2203 17.4351 0.0205415 0.00185993 42823 0
: 777 | 14.0313 17.9949 0.0202435 0.00182518 43434.9 1
: 778 | 14.0447 18.0644 0.0203355 0.00176876 43087.9 2
: 779 Minimum Test error found - save the configuration
: 779 | 14.0766 17.2489 0.0202155 0.0018571 43576.7 0
: 780 | 14.1567 17.7858 0.0201424 0.00178043 43568.4 1
: 781 Minimum Test error found - save the configuration
: 781 | 13.8238 16.9674 0.0201944 0.00185321 43617.8 0
: 782 Minimum Test error found - save the configuration
: 782 | 13.5733 16.8679 0.0202012 0.00184689 43586.5 0
: 783 Minimum Test error found - save the configuration
: 783 | 13.2282 16.6614 0.0202253 0.00184525 43525.4 0
: 784 Minimum Test error found - save the configuration
: 784 | 13.2552 16.4911 0.0204987 0.00189828 43009.9 0
: 785 | 12.9217 16.8845 0.020169 0.00176599 43471.2 1
: 786 | 12.6996 16.5575 0.0202164 0.00179312 43423.3 2
: 787 Minimum Test error found - save the configuration
: 787 | 12.7986 15.9599 0.0201784 0.00182965 43599.8 0
: 788 | 12.512 16.8629 0.0201007 0.00176609 43633.3 1
: 789 | 12.4635 16.3095 0.0201551 0.00176607 43504.3 2
: 790 | 12.1397 16.2056 0.0201428 0.00176569 43532.5 3
: 791 Minimum Test error found - save the configuration
: 791 | 11.9844 15.6423 0.02032 0.00186419 43346.7 0
: 792 Minimum Test error found - save the configuration
: 792 | 11.8033 15.4172 0.0203546 0.00186413 43265.4 0
: 793 | 11.6725 15.5625 0.0201685 0.00178848 43525.5 1
: 794 | 11.4843 16.4591 0.0202523 0.00177974 43307.6 2
: 795 | 11.4972 15.5294 0.0204408 0.00180506 42928.2 3
: 796 | 11.3407 15.8178 0.0201484 0.00177063 43530.7 4
: 797 Minimum Test error found - save the configuration
: 797 | 11.3433 14.8337 0.0201633 0.00183918 43658.2 0
: 798 Minimum Test error found - save the configuration
: 798 | 11.1187 14.706 0.0201504 0.00181078 43621.3 0
: 799 | 10.8498 15.0236 0.0201826 0.0017828 43478.8 1
: 800 | 10.9349 15.7406 0.02013 0.00176292 43556.3 2
: 801 Minimum Test error found - save the configuration
: 801 | 10.8885 14.5771 0.0221149 0.00188598 39547.3 0
: 802 Minimum Test error found - save the configuration
: 802 | 10.7442 14.3535 0.0202251 0.00184545 43526.5 0
: 803 | 10.4153 14.5479 0.0201052 0.00176737 43625.7 1
: 804 Minimum Test error found - save the configuration
: 804 | 10.4764 14.2507 0.0204833 0.00185683 42949.5 0
: 805 Minimum Test error found - save the configuration
: 805 | 10.3577 14.1564 0.0203698 0.00187139 43246.9 0
: 806 Minimum Test error found - save the configuration
: 806 | 10.1861 13.9381 0.0203027 0.00183035 43307.9 0
: 807 | 10.3301 14.166 0.0200968 0.00176211 43633.1 1
: 808 Minimum Test error found - save the configuration
: 808 | 10.4363 13.878 0.0201557 0.00183347 43662.7 0
: 809 | 9.91726 13.9051 0.0201226 0.00176451 43577.6 1
: 810 | 10.0707 14.5445 0.0201343 0.00176385 43548.3 2
: 811 Minimum Test error found - save the configuration
: 811 | 10.0733 13.7438 0.0201695 0.00184236 43651.2 0
: 812 | 9.85871 13.7514 0.0201001 0.00176345 43628.5 1
: 813 Minimum Test error found - save the configuration
: 813 | 9.6045 13.6199 0.0207439 0.00185818 42360 0
: 814 | 9.43856 14.4533 0.0201316 0.001761 43547.9 1
: 815 Minimum Test error found - save the configuration
: 815 | 9.60458 13.1995 0.020339 0.00185991 43292.1 0
: 816 | 9.24723 13.654 0.0201212 0.00177313 43601.2 1
: 817 | 9.51168 13.2332 0.0200978 0.00177179 43653.7 2
: 818 | 9.23619 13.8703 0.0200881 0.00177081 43674.6 3
: 819 Minimum Test error found - save the configuration
: 819 | 9.14027 12.9937 0.0201743 0.00183983 43633.7 0
: 820 | 8.91065 13.1806 0.0200909 0.00177096 43668.2 1
: 821 | 8.8561 13.0839 0.02012 0.00177182 43601 2
: 822 Minimum Test error found - save the configuration
: 822 | 8.86928 12.9402 0.0201952 0.0018542 43618.1 0
: 823 Minimum Test error found - save the configuration
: 823 | 8.67099 12.8103 0.0201893 0.00184901 43619.8 0
: 824 Minimum Test error found - save the configuration
: 824 | 8.81478 12.3375 0.0202296 0.00185921 43548.4 0
: 825 | 8.67204 12.7174 0.0201274 0.00176505 43567.4 1
: 826 Minimum Test error found - save the configuration
: 826 | 8.38077 12.2549 0.0201736 0.00183112 43614.7 0
: 827 | 8.32101 12.3578 0.0200865 0.00176255 43658.8 1
: 828 Minimum Test error found - save the configuration
: 828 | 8.30773 12.2237 0.0202103 0.00184592 43562.7 0
: 829 | 8.44017 12.3602 0.0201209 0.00176304 43578 1
: 830 Minimum Test error found - save the configuration
: 830 | 8.26667 11.8649 0.0201987 0.00184691 43592.5 0
: 831 | 8.00588 12.8485 0.0201111 0.00176108 43596.7 1
: 832 | 8.23773 12.3126 0.0201443 0.00176179 43519.7 2
: 833 Minimum Test error found - save the configuration
: 833 | 7.90382 11.6834 0.0208626 0.00186424 42108.8 0
: 834 | 7.80913 11.8648 0.0224812 0.00256934 40177.1 1
: 835 | 7.85727 12.6469 0.0205125 0.00176208 42665.6 2
: 836 Minimum Test error found - save the configuration
: 836 | 7.90574 11.4268 0.0202217 0.00188159 43620.2 0
: 837 Minimum Test error found - save the configuration
: 837 | 7.67851 11.3598 0.0203128 0.00183739 43300.9 0
: 838 Minimum Test error found - save the configuration
: 838 | 7.47001 11.2136 0.0201472 0.0018236 43659.4 0
: 839 | 7.44033 11.5056 0.0201855 0.00179131 43492 1
: 840 Minimum Test error found - save the configuration
: 840 | 7.44965 11.2013 0.0204105 0.00186258 43131.5 0
: 841 Minimum Test error found - save the configuration
: 841 | 7.2764 11.0992 0.020261 0.00187343 43507.7 0
: 842 | 7.64367 11.285 0.020176 0.00176922 43462.3 1
: 843 | 7.54813 11.4572 0.0202806 0.00177457 43229.1 2
: 844 | 7.45861 11.8683 0.0201938 0.0017721 43427 3
: 845 Minimum Test error found - save the configuration
: 845 | 7.21469 10.9233 0.0202064 0.0018558 43595.3 0
: 846 Minimum Test error found - save the configuration
: 846 | 7.15242 10.8361 0.0202406 0.00185352 43508.9 0
: 847 | 7.09736 10.9844 0.0202232 0.00176822 43348.8 1
: 848 Minimum Test error found - save the configuration
: 848 | 7.17157 10.7574 0.0203091 0.00186363 43371 0
: 849 Minimum Test error found - save the configuration
: 849 | 6.9065 10.6726 0.0202199 0.00185182 43553.7 0
: 850 | 6.94878 10.9883 0.0201228 0.00176141 43569.7 1
: 851 | 7.19323 11.0523 0.020144 0.00177068 43541.5 2
: 852 | 6.89099 11.1529 0.0201146 0.00176486 43597.2 3
: 853 Minimum Test error found - save the configuration
: 853 | 7.26092 10.5546 0.0202022 0.00184706 43584.6 0
: 854 Minimum Test error found - save the configuration
: 854 | 7.09113 10.2481 0.0202826 0.00185679 43417.4 0
: 855 Minimum Test error found - save the configuration
: 855 | 6.89388 10.1932 0.0202501 0.00186218 43506.8 0
: 856 | 6.72097 10.3779 0.0201124 0.00176709 43607.8 1
: 857 Minimum Test error found - save the configuration
: 857 | 6.59083 10.1893 0.0201348 0.00182143 43684 0
: 858 | 6.45236 10.2606 0.0201106 0.00176802 43614.3 1
: 859 Minimum Test error found - save the configuration
: 859 | 6.60614 9.9722 0.0202412 0.00185067 43500.6 0
: 860 | 6.87794 10.3285 0.0203037 0.00176199 43146 1
: 861 Minimum Test error found - save the configuration
: 861 | 6.54156 9.83635 0.020127 0.00182196 43703.8 0
: 862 | 6.50443 9.90041 0.0200806 0.00176884 43687.9 1
: 863 Minimum Test error found - save the configuration
: 863 | 6.25701 9.37064 0.0202486 0.00185972 43504.6 0
: 864 | 6.37991 9.70372 0.0201468 0.00178198 43561.5 1
: 865 Minimum Test error found - save the configuration
: 865 | 6.43637 9.30356 0.0203686 0.00185117 43202.5 0
: 866 Minimum Test error found - save the configuration
: 866 | 6.28133 9.27787 0.020169 0.00182626 43613.9 0
: 867 | 6.14859 9.3963 0.0200962 0.0017618 43633.7 1
: 868 | 5.97779 9.30025 0.0200905 0.0017629 43650.1 2
: 869 | 6.12343 9.31923 0.0201092 0.00176309 43606.1 3
: 870 | 5.93918 9.32884 0.0200836 0.00176281 43666.3 4
: 871 | 6.01508 9.2876 0.0200968 0.00176146 43631.5 5
: 872 Minimum Test error found - save the configuration
: 872 | 6.01509 8.80691 0.0201603 0.00181996 43619.7 0
: 873 | 5.92742 9.98242 0.020071 0.00175837 43685.6 1
: 874 | 5.91052 9.57512 0.0205022 0.00180772 42793.4 2
: 875 | 5.95131 9.30314 0.0204171 0.00176838 42898.4 3
: 876 Minimum Test error found - save the configuration
: 876 | 5.87147 8.61839 0.0203183 0.00186458 43351.8 0
: 877 | 5.86585 8.99566 0.0201896 0.00179357 43487.6 1
: 878 Minimum Test error found - save the configuration
: 878 | 5.71911 8.47948 0.0202784 0.00188064 43483.6 0
: 879 | 5.5794 9.07322 0.0202182 0.00178539 43400.9 1
: 880 | 5.90735 9.35711 0.0201097 0.00177212 43626.2 2
: 881 | 5.64373 8.49995 0.0203271 0.0017794 43132.1 3
: 882 Minimum Test error found - save the configuration
: 882 | 5.49488 8.38772 0.0202138 0.00185267 43570.3 0
: 883 Minimum Test error found - save the configuration
: 883 | 5.52868 8.31023 0.0202005 0.00184267 43578 0
: 884 | 5.59718 8.65975 0.0204716 0.00181715 42885.1 1
: 885 | 5.5865 8.49554 0.0202265 0.00176281 43328.3 2
: 886 | 5.36996 8.44643 0.020103 0.001756 43603.9 3
: 887 | 5.32119 8.51886 0.0200978 0.00176281 43632.4 4
: 888 | 5.58769 8.58229 0.0202285 0.00181585 43448.3 5
: 889 Minimum Test error found - save the configuration
: 889 | 5.41936 8.21014 0.0205739 0.00187853 42791.4 0
: 890 | 5.64206 9.45299 0.0206531 0.0018091 42453.9 1
: 891 Minimum Test error found - save the configuration
: 891 | 5.51425 8.0928 0.020872 0.00189154 42148.6 0
: 892 Minimum Test error found - save the configuration
: 892 | 5.23614 7.84569 0.0204144 0.00184192 43074.4 0
: 893 | 5.10455 7.9366 0.0202646 0.00176722 43249.3 1
: 894 Minimum Test error found - save the configuration
: 894 | 5.26552 7.82018 0.0201987 0.00185522 43612.2 0
: 895 Minimum Test error found - save the configuration
: 895 | 5.3183 7.78693 0.0204718 0.00187974 43029 0
: 896 | 5.13556 7.90516 0.0203291 0.00176374 43091 1
: 897 Minimum Test error found - save the configuration
: 897 | 5.21194 7.68111 0.0201931 0.00185015 43613.6 0
: 898 Minimum Test error found - save the configuration
: 898 | 5.21122 7.66162 0.0204123 0.00186399 43130.5 0
: 899 | 5.21356 8.68592 0.0201488 0.00176989 43528.2 1
: 900 | 5.17894 7.76586 0.0200833 0.00176926 43682.2 2
: 901 Minimum Test error found - save the configuration
: 901 | 5.04205 7.47415 0.0201282 0.0018305 43721.4 0
: 902 | 4.92263 7.64945 0.0200957 0.00176953 43653.5 1
: 903 | 4.92914 7.73474 0.0202693 0.00182876 43382.7 2
: 904 Minimum Test error found - save the configuration
: 904 | 5.08383 7.15536 0.0202804 0.00185205 43411.3 0
: 905 | 4.83673 7.45402 0.0202376 0.00177594 43333 1
: 906 | 4.84369 7.7036 0.0201251 0.0017688 43581.8 2
: 907 | 5.14389 8.58526 0.0202166 0.00176398 43354.3 3
: 908 | 4.90397 7.50138 0.0201118 0.00175807 43587.8 4
: 909 | 4.92401 7.33151 0.0200846 0.00175574 43647.1 5
: 910 | 4.91423 7.20566 0.0201137 0.00176214 43593.1 6
: 911 Minimum Test error found - save the configuration
: 911 | 4.9785 6.99677 0.02017 0.00184399 43653.7 0
: 912 | 4.7912 7.03155 0.0204256 0.00181189 42979 1
: 913 | 4.92035 7.60634 0.0201254 0.00176094 43562.5 2
: 914 | 4.85353 7.10521 0.0201992 0.00177096 43411.7 3
: 915 Minimum Test error found - save the configuration
: 915 | 4.87349 6.9456 0.0203594 0.00185869 43241.6 0
: 916 | 4.53913 7.1829 0.0201418 0.00176687 43537.5 1
: 917 Minimum Test error found - save the configuration
: 917 | 4.72556 6.71031 0.0204071 0.00191454 43260.7 0
: 918 | 4.55045 6.82013 0.0205496 0.00179571 42657.8 1
: 919 | 4.80723 7.16247 0.0206077 0.00177324 42475.3 2
: 920 Minimum Test error found - save the configuration
: 920 | 4.69357 6.65024 0.0201707 0.00184349 43650.9 0
: 921 | 4.47319 6.94315 0.0200913 0.00176854 43661.6 1
: 922 Minimum Test error found - save the configuration
: 922 | 4.72223 6.45692 0.0204577 0.00187522 43051.3 0
: 923 Minimum Test error found - save the configuration
: 923 | 4.50707 6.30088 0.0205752 0.00181991 42654.7 0
: 924 | 4.36118 6.42185 0.0203259 0.00176331 43097.5 1
: 925 | 4.63769 6.61019 0.0204043 0.00178537 42967 2
: 926 | 4.63288 6.48605 0.0204942 0.00176744 42719.5 3
: 927 | 4.73124 6.44467 0.0203029 0.00183318 43314.1 4
: 928 | 4.38106 6.6695 0.0203016 0.00178953 43215.1 5
: 929 Minimum Test error found - save the configuration
: 929 | 4.43941 6.22676 0.0201759 0.00183359 43615.1 0
: 930 | 4.38024 7.30524 0.0201212 0.00177547 43606.8 1
: 931 Minimum Test error found - save the configuration
: 931 | 4.44458 6.12412 0.0202359 0.00185234 43517.2 0
: 932 | 4.22103 6.57387 0.0202826 0.00180542 43296.6 1
: 933 | 4.59652 6.13564 0.0204191 0.00175865 42871.4 2
: 934 | 4.46254 6.21399 0.0201026 0.00176081 43616.2 3
: 935 | 4.3236 6.25733 0.0203082 0.00181895 43268.5 4
: 936 Minimum Test error found - save the configuration
: 936 | 4.22999 5.83689 0.0204119 0.00182437 43039.5 0
: 937 | 4.10526 6.20539 0.0202342 0.00176252 43309.6 1
: 938 Minimum Test error found - save the configuration
: 938 | 4.11144 5.68063 0.0201606 0.00181819 43614.7 0
: 939 | 3.98079 5.88092 0.0203132 0.00182083 43261 1
: 940 | 4.03691 5.80883 0.0205577 0.00181463 42682.4 2
: 941 | 4.16272 5.99398 0.0203064 0.00176782 43153.2 3
: 942 | 4.07196 5.7114 0.0201036 0.00177245 43641.6 4
: 943 | 4.05005 5.78478 0.0201884 0.00176864 43431.7 5
: 944 Minimum Test error found - save the configuration
: 944 | 4.05897 5.6607 0.020281 0.00190867 43543.6 0
: 945 | 4.17085 6.07876 0.02017 0.00177575 43491.9 1
: 946 | 4.29003 6.00997 0.02038 0.00176555 42977.4 2
: 947 | 4.02961 5.88882 0.0203978 0.00184456 43119.1 3
: 948 Minimum Test error found - save the configuration
: 948 | 4.15044 5.33435 0.0205066 0.00185942 42901.9 0
: 949 | 4.21538 5.72959 0.0201621 0.00180296 43575.1 1
: 950 | 4.10243 5.86305 0.0204984 0.00177729 42732.6 2
: 951 | 4.04757 5.48821 0.0202508 0.00176888 43285.6 3
: 952 | 3.96604 5.52169 0.0203106 0.00180761 43236.4 4
: 953 Minimum Test error found - save the configuration
: 953 | 3.93943 5.31086 0.0206638 0.00187088 42569.3 0
: 954 | 4.02646 5.39218 0.0202778 0.00177458 43235.8 1
: 955 | 3.96619 5.43248 0.0201452 0.00177727 43554.1 2
: 956 | 3.90788 5.66782 0.0201321 0.00177775 43586.4 3
: 957 | 3.99734 5.68368 0.0201202 0.0017699 43596.1 4
: 958 | 3.87884 5.57876 0.0200981 0.00176291 43631.9 5
: 959 | 3.91746 5.44614 0.020156 0.00179594 43572.7 6
: 960 Minimum Test error found - save the configuration
: 960 | 3.67859 5.30264 0.0205736 0.00184035 42704.9 0
: 961 Minimum Test error found - save the configuration
: 961 | 3.71303 5.09269 0.0205378 0.00186067 42833 0
: 962 | 3.94157 5.11499 0.0202523 0.00176438 43271.5 1
: 963 | 3.57236 5.95442 0.020088 0.00176197 43653.8 2
: 964 Minimum Test error found - save the configuration
: 964 | 3.77579 4.98371 0.0205914 0.00191329 42830.9 0
: 965 Minimum Test error found - save the configuration
: 965 | 3.805 4.97476 0.0203038 0.00182867 43301.5 0
: 966 | 3.65789 5.60991 0.0204544 0.00181069 42909.8 1
: 967 Minimum Test error found - save the configuration
: 967 | 3.65331 4.92963 0.0205934 0.00185162 42685.4 0
: 968 | 3.51376 5.94786 0.0204194 0.001763 42880.8 1
: 969 | 3.59954 4.9444 0.0201236 0.00176356 43573 2
: 970 | 3.52963 5.01872 0.0201546 0.00176873 43511.6 3
: 971 | 3.72665 5.03896 0.0201062 0.00176992 43629.3 4
: 972 | 3.74374 5.03253 0.0202135 0.00176474 43363.2 5
: 973 Minimum Test error found - save the configuration
: 973 | 3.52118 4.85271 0.0201724 0.00183336 43622.7 0
: 974 | 3.61022 5.11719 0.0201268 0.0017598 43556.3 1
: 975 | 3.6505 5.294 0.0201048 0.00176375 43617.9 2
: 976 Minimum Test error found - save the configuration
: 976 | 3.64697 4.78336 0.0201977 0.00182925 43552.9 0
: 977 Minimum Test error found - save the configuration
: 977 | 3.72354 4.76866 0.0206427 0.00188851 42657.2 0
: 978 | 3.59786 4.79408 0.0202548 0.0017688 43276 1
: 979 Minimum Test error found - save the configuration
: 979 | 3.66665 4.69787 0.0210396 0.00193326 41870.9 0
: 980 | 3.42368 4.87721 0.0202669 0.00176863 43247.4 1
: 981 Minimum Test error found - save the configuration
: 981 | 3.40306 4.46355 0.0201963 0.00187256 43659.2 0
: 982 | 3.49809 4.66903 0.0202212 0.00176092 43336.2 1
: 983 | 3.64951 4.49658 0.0202611 0.00176984 43263.6 2
: 984 | 3.53563 4.53298 0.0202669 0.00179067 43298.9 3
: 985 | 3.47502 5.17723 0.0201457 0.00176731 43529.4 4
: 986 | 3.62422 4.76136 0.0202628 0.00179147 43310.4 5
: 987 | 3.47149 4.49251 0.02028 0.0017707 43221.4 6
: 988 | 3.49043 5.06266 0.0201568 0.00176911 43507.3 7
: 989 Minimum Test error found - save the configuration
: 989 | 3.43887 4.29762 0.0213004 0.00185722 41145.5 0
: 990 Minimum Test error found - save the configuration
: 990 | 3.15994 4.27649 0.020205 0.00183959 43560.2 0
: 991 | 3.2177 5.39183 0.020566 0.00180986 42652.7 1
: 992 | 3.42575 4.68945 0.0207108 0.00176626 42228.5 2
: 993 | 3.48319 4.4191 0.0202418 0.00178278 43339.3 3
: 994 | 3.39577 4.95505 0.0203649 0.00177826 43041.8 4
: 995 | 3.5283 4.61973 0.020332 0.0017996 43167.7 5
: 996 | 3.45032 4.42391 0.0205174 0.00178753 42712.5 6
: 997 | 3.29742 4.30288 0.0205239 0.00177638 42672.3 7
: 998 Minimum Test error found - save the configuration
: 998 | 3.20466 4.2344 0.020353 0.0018461 43227.2 0
: 999 | 3.33118 4.78764 0.0201309 0.00177062 43572.2 1
: 1000 | 3.28851 4.29506 0.0204205 0.00181768 43004.2 2
: 1001 Minimum Test error found - save the configuration
: 1001 | 3.22322 4.12987 0.0204174 0.00185041 43087.3 0
: 1002 Minimum Test error found - save the configuration
: 1002 | 3.20478 4.06916 0.0205117 0.00187587 42928.1 0
: 1003 | 3.33088 4.23862 0.020294 0.00176087 43165.9 1
: 1004 | 3.26 4.75605 0.0201642 0.00176547 43481.2 2
: 1005 | 3.46957 4.74696 0.0203682 0.00179574 43074.6 3
: 1006 | 3.68498 5.03407 0.0201234 0.0017672 43582.1 4
: 1007 | 3.5532 5.09474 0.0201842 0.00175771 43415.7 5
: 1008 | 3.64446 4.41653 0.0201237 0.00176447 43574.8 6
: 1009 | 3.49504 4.16093 0.0201256 0.00176846 43579.9 7
: 1010 | 3.43046 4.13417 0.0201198 0.00178181 43625.3 8
: 1011 Minimum Test error found - save the configuration
: 1011 | 3.23789 3.97119 0.0204828 0.00188423 43014.2 0
: 1012 | 3.52536 4.38261 0.0202254 0.00177364 43356.3 1
: 1013 | 3.4099 4.16635 0.0204908 0.00181112 42827.4 2
: 1014 | 3.47498 4.06627 0.0202189 0.00176778 43357.8 3
: 1015 Minimum Test error found - save the configuration
: 1015 | 3.08333 3.82543 0.0202625 0.00184613 43439.5 0
: 1016 | 3.22644 4.05151 0.0203782 0.00176879 42989.1 1
: 1017 | 3.24293 4.0984 0.0202524 0.00180875 43375.4 2
: 1018 | 3.41568 5.36769 0.02023 0.00175903 43311.1 3
: 1019 | 3.53071 4.35702 0.0201351 0.00176801 43556.1 4
: 1020 | 3.24077 4.18951 0.020133 0.00176771 43560.4 5
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.2455 3.76921 0.0202308 0.0018484 43519.8 0
: 1022 Minimum Test error found - save the configuration
: 1022 | 3.03974 3.59273 0.0202255 0.00183625 43503.7 0
: 1023 | 3.12168 3.79588 0.0201645 0.00176736 43484.9 1
: 1024 | 3.07804 4.70376 0.0201375 0.00177481 43566.7 2
: 1025 | 3.2712 4.3387 0.0202682 0.00181957 43363.8 3
: 1026 | 3.2129 4.32355 0.0202069 0.00177976 43414.3 4
: 1027 | 3.52173 4.13759 0.0201766 0.0017729 43469.5 5
: 1028 | 3.4233 3.80719 0.0201996 0.00177594 43422.5 6
: 1029 | 3.44696 5.14039 0.020429 0.00181163 42970.5 7
: 1030 | 3.3386 4.05328 0.0216513 0.00178928 40278 8
: 1031 Minimum Test error found - save the configuration
: 1031 | 3.12281 3.44794 0.0214207 0.00198579 41163.1 0
: 1032 | 2.98746 3.74857 0.0204996 0.00178496 42747.2 1
: 1033 | 3.16332 3.87993 0.0201658 0.00178992 43535.2 2
: 1034 | 3.43878 3.65374 0.0207448 0.00177202 42165.7 3
: 1035 | 3.10969 3.64141 0.0201493 0.00177049 43528.4 4
: 1036 | 3.19303 3.67143 0.0202547 0.00178024 43303.1 5
: 1037 Minimum Test error found - save the configuration
: 1037 | 3.16236 3.40646 0.0204398 0.00185863 43054.4 0
: 1038 | 3.00032 3.58971 0.0201574 0.00177277 43514.6 1
: 1039 | 2.99968 3.61212 0.0202632 0.00177032 43260 2
: 1040 | 3.05443 3.81788 0.0206447 0.00182135 42500.4 3
: 1041 | 3.45936 3.62815 0.0204816 0.00176884 42751.7 4
: 1042 | 4.28775 5.22354 0.0202634 0.00177413 43268.4 5
: 1043 | 3.44885 3.50043 0.0202599 0.00178301 43297.2 6
: 1044 | 2.99347 4.0786 0.0202297 0.00176442 43324.6 7
: 1045 | 2.99347 3.60687 0.0201436 0.0017687 43537.7 8
: 1046 | 2.95647 3.89223 0.0201433 0.00176801 43536.8 9
: 1047 | 3.19346 3.68246 0.0205987 0.00180363 42564.4 10
: 1048 Minimum Test error found - save the configuration
: 1048 | 3.11656 3.34508 0.0206423 0.001916 42720.6 0
: 1049 | 2.86037 3.38905 0.0204231 0.00191601 43226.8 1
: 1050 | 3.04602 3.65574 0.0203492 0.00178143 43085.3 2
: 1051 Minimum Test error found - save the configuration
: 1051 | 3.18035 3.15364 0.0203502 0.00188266 43319.3 0
: 1052 | 2.94759 3.81017 0.0202686 0.00177949 43268.7 1
: 1053 | 3.05293 3.15755 0.0201497 0.00177528 43538.9 2
: 1054 | 3.07375 3.45169 0.0201288 0.00177311 43583.2 3
: 1055 | 3.2498 3.56866 0.0203989 0.00176465 42931.7 4
: 1056 | 3.10064 3.66584 0.0206869 0.00183925 42445.5 5
: 1057 | 3.23762 3.42985 0.0201626 0.00176439 43482.6 6
: 1058 Minimum Test error found - save the configuration
: 1058 | 2.87354 3.03216 0.0203599 0.00190916 43358.6 0
: 1059 | 2.89973 3.18849 0.0205829 0.00176448 42511.5 1
: 1060 | 3.19716 4.07424 0.0202279 0.00177832 43361.5 2
: 1061 | 3.01004 3.06851 0.0202642 0.0017804 43281.1 3
: 1062 | 3.3168 3.39008 0.0201956 0.0017801 43441.7 4
: 1063 | 3.03438 3.28751 0.0202901 0.00186381 43416.3 5
: 1064 | 2.8321 3.39874 0.020817 0.00177136 42004.4 6
: 1065 | 2.74915 3.29015 0.0204021 0.00183123 43078.3 7
: 1066 Minimum Test error found - save the configuration
: 1066 | 2.65785 2.91259 0.0204361 0.00188252 43118.4 0
: 1067 | 2.73201 3.03483 0.0206147 0.00177727 42468.6 1
: 1068 | 2.72559 3.08895 0.0204589 0.00178497 42840.6 2
: 1069 | 2.64177 3.70981 0.020203 0.00178816 43443.2 3
: 1070 | 2.8524 3.17734 0.0202718 0.00178311 43269.6 4
: 1071 | 2.87347 3.08597 0.0201726 0.00177368 43480.9 5
: 1072 | 2.87608 3.95075 0.0203869 0.00178742 43012 6
: 1073 | 2.91325 3.42072 0.0205965 0.00177546 42505.7 7
: 1074 | 3.0891 2.99316 0.0201543 0.00177064 43517 8
: 1075 | 2.73743 3.08713 0.0205328 0.00177969 42659.6 9
: 1076 | 2.56249 2.99644 0.0205446 0.00177823 42629.4 10
: 1077 Minimum Test error found - save the configuration
: 1077 | 2.75779 2.88997 0.0207021 0.00191771 42588.6 0
: 1078 | 2.79432 2.92582 0.020609 0.00178341 42495.4 1
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.81073 2.7793 0.0203539 0.00190772 43369.3 0
: 1080 | 2.84765 3.20694 0.0201786 0.00178079 43483.3 1
: 1081 | 2.75588 2.90243 0.0201629 0.00177803 43514 2
: 1082 Minimum Test error found - save the configuration
: 1082 | 2.79174 2.75997 0.0205923 0.00190487 42809.6 0
: 1083 Minimum Test error found - save the configuration
: 1083 | 2.88722 2.7441 0.0202993 0.00186308 43392.7 0
: 1084 | 3.68427 3.2597 0.0201605 0.00177132 43503.8 1
: 1085 | 3.50462 3.46038 0.0201653 0.00176545 43478.6 2
: 1086 | 3.28973 2.75065 0.0201466 0.00177155 43537.4 3
: 1087 | 2.67971 2.90276 0.0201475 0.00176979 43531.1 4
: 1088 | 2.76426 3.03477 0.020237 0.00176893 43318 5
: 1089 | 2.6302 2.81547 0.0201311 0.00176665 43562.5 6
: 1090 Minimum Test error found - save the configuration
: 1090 | 2.61426 2.70516 0.0202037 0.00183961 43563.2 0
: 1091 Minimum Test error found - save the configuration
: 1091 | 2.63557 2.59529 0.0202078 0.00184445 43565.1 0
: 1092 | 2.62039 2.67007 0.0201466 0.00177762 43551.6 1
: 1093 | 2.70017 2.82059 0.020132 0.00177376 43577.2 2
: 1094 | 2.66915 3.25104 0.020136 0.00177604 43573 3
: 1095 | 2.7379 2.71117 0.0201776 0.00176879 43457.4 4
: 1096 | 2.57721 2.75482 0.0202644 0.00177845 43276 5
: 1097 Minimum Test error found - save the configuration
: 1097 | 2.61002 2.58949 0.0202682 0.00185904 43456.7 0
: 1098 | 2.51769 2.63702 0.0203509 0.00180461 43135.3 1
: 1099 | 2.73147 3.05924 0.0203571 0.00176712 43034 2
: 1100 Minimum Test error found - save the configuration
: 1100 | 2.64297 2.498 0.0204318 0.00195851 43305.8 0
: 1101 | 2.57173 2.60645 0.020567 0.00177399 42569 1
: 1102 | 2.55413 2.6908 0.0201685 0.00177046 43482.9 2
: 1103 | 2.57842 3.24287 0.0201716 0.00176768 43469 3
: 1104 | 2.97852 2.80115 0.0205292 0.0018072 42730.4 4
: 1105 | 2.70497 2.82678 0.0205143 0.0017683 42675.8 5
: 1106 | 2.70748 2.95289 0.0202185 0.0017827 43393.9 6
: 1107 Minimum Test error found - save the configuration
: 1107 | 2.58554 2.49389 0.0202489 0.00185871 43501.4 0
: 1108 | 2.92945 3.50984 0.0201496 0.00177588 43540.4 1
: 1109 Minimum Test error found - save the configuration
: 1109 | 2.83848 2.41609 0.0202184 0.00184793 43548 0
: 1110 | 2.55398 2.47584 0.020308 0.00177923 43176.1 1
: 1111 | 2.64721 3.19327 0.0204242 0.00179367 42940.3 2
: 1112 | 2.97745 2.73249 0.0204037 0.00178334 42963.7 3
: 1113 | 2.694 2.49719 0.0204841 0.00177182 42752.7 4
: 1114 | 2.69164 2.61356 0.0201608 0.00177079 43501.9 5
: 1115 Minimum Test error found - save the configuration
: 1115 | 2.42529 2.4103 0.0202547 0.00186446 43501.4 0
: 1116 Minimum Test error found - save the configuration
: 1116 | 2.58023 2.33966 0.0202808 0.00185984 43428.7 0
: 1117 | 2.6654 2.39226 0.0204252 0.00179246 42935.2 1
: 1118 Minimum Test error found - save the configuration
: 1118 | 2.63055 2.30331 0.0203307 0.00186583 43325.6 0
: 1119 | 2.54269 2.49053 0.0201454 0.00177596 43550.5 1
: 1120 | 2.57861 2.50408 0.0201981 0.00178037 43436.4 2
: 1121 | 2.57954 2.54145 0.0204414 0.00177484 42857.4 3
: 1122 | 2.57566 2.82233 0.0201724 0.00177313 43480 4
: 1123 | 2.52599 2.36946 0.0201694 0.00177045 43480.8 5
: 1124 | 2.43506 2.80001 0.0201531 0.00177237 43523.9 6
: 1125 Minimum Test error found - save the configuration
: 1125 | 2.56389 2.20223 0.0202477 0.00184757 43478 0
: 1126 | 2.53142 2.52057 0.0203222 0.0018366 43276.8 1
: 1127 | 2.58019 2.41426 0.0204742 0.00180594 42853.4 2
: 1128 | 2.45545 2.89121 0.0202028 0.00177434 43411.2 3
: 1129 | 2.49293 2.33185 0.0204625 0.00183085 42937.6 4
: 1130 | 2.46132 2.58266 0.0203951 0.00176999 42952.7 5
: 1131 Minimum Test error found - save the configuration
: 1131 | 2.43036 2.19163 0.0203975 0.0018631 43163.1 0
: 1132 | 2.43197 2.39683 0.0203615 0.00181489 43134.6 1
: 1133 | 2.33188 2.37526 0.0202191 0.00176644 43354.2 2
: 1134 | 2.2895 2.42033 0.0201252 0.00176892 43581.9 3
: 1135 Minimum Test error found - save the configuration
: 1135 | 2.30327 2.16464 0.0202278 0.00184391 43516.4 0
: 1136 | 2.38768 2.21176 0.0201497 0.00177239 43532 1
: 1137 | 2.45309 2.65391 0.020165 0.00176505 43478.3 2
: 1138 | 2.49922 2.20775 0.0202689 0.00177087 43247.9 3
: 1139 | 2.54963 3.36653 0.0201917 0.00177157 43430.6 4
: 1140 | 2.38105 2.44382 0.0201781 0.00177114 43461.8 5
: 1141 | 2.54398 2.89302 0.0202598 0.0017641 43253.2 6
: 1142 | 2.27804 2.67695 0.0203705 0.00180244 43084.7 7
: 1143 | 2.4997 2.18548 0.0202888 0.00182229 43321.6 8
: 1144 | 2.23859 2.31842 0.0202504 0.00177117 43291.8 9
: 1145 | 2.39204 2.71659 0.0201948 0.00179044 43468 10
: 1146 | 2.35205 2.41384 0.0201824 0.00177857 43469.3 11
: 1147 | 2.29843 2.32224 0.0201625 0.0017762 43510.6 12
: 1148 | 2.45568 2.38535 0.0201888 0.00178046 43458.5 13
: 1149 | 2.52042 2.23774 0.0202078 0.0017722 43394.4 14
: 1150 | 2.39444 2.43066 0.0203776 0.00177262 42999.3 15
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.26451 2.15793 0.0203361 0.0018628 43305.7 0
: 1152 | 2.29316 2.27466 0.0201635 0.00177258 43499.8 1
: 1153 | 2.42118 2.34872 0.0201816 0.00177536 43463.4 2
: 1154 | 2.561 2.39888 0.0204258 0.00177264 42888.2 3
: 1155 | 2.39577 2.18068 0.0202234 0.00177254 43358.5 4
: 1156 | 2.61107 2.91576 0.0206104 0.00178635 42498.8 5
: 1157 | 2.48947 2.16546 0.0201645 0.0017715 43494.7 6
: 1158 Minimum Test error found - save the configuration
: 1158 | 2.47562 2.03631 0.0202705 0.00186375 43462.3 0
: 1159 | 2.32182 2.26949 0.0203796 0.00184003 43151 1
: 1160 Minimum Test error found - save the configuration
: 1160 | 2.23264 2.00497 0.0211814 0.00194228 41581.9 0
: 1161 | 2.14859 2.04349 0.0210862 0.00202963 41980.3 1
: 1162 | 2.37941 2.12643 0.0204537 0.00178185 42845.3 2
: 1163 Minimum Test error found - save the configuration
: 1163 | 2.30871 1.98291 0.0204962 0.00187613 42964.5 0
: 1164 Minimum Test error found - save the configuration
: 1164 | 2.3801 1.96106 0.0203401 0.00186845 43309.6 0
: 1165 | 2.36078 2.67258 0.0202794 0.00177746 43238.7 1
: 1166 | 2.41473 2.05798 0.0201721 0.00176676 43465.7 2
: 1167 | 2.26677 2.22389 0.0201548 0.00177094 43516.4 3
: 1168 Minimum Test error found - save the configuration
: 1168 | 2.11487 1.95925 0.0202371 0.00185365 43517.4 0
: 1169 Minimum Test error found - save the configuration
: 1169 | 2.08462 1.91492 0.0202618 0.00185386 43459.4 0
: 1170 | 2.1602 2.25224 0.0201727 0.00177336 43479.8 1
: 1171 | 2.14554 2.16351 0.0202882 0.00177263 43206.9 2
: 1172 | 2.37019 2.20111 0.0202086 0.00178341 43418.8 3
: 1173 | 2.10871 2.04677 0.0203904 0.00177089 42965.6 4
: 1174 | 2.29344 2.13327 0.0203546 0.00178772 43087.5 5
: 1175 | 2.22143 1.99805 0.0203051 0.00181613 43269 6
: 1176 | 2.24564 2.71469 0.0203483 0.00177272 43067.2 7
: 1177 | 2.41465 1.9174 0.0201639 0.00177875 43513.4 8
: 1178 | 2.16024 1.94069 0.0204256 0.00181677 42990.4 9
: 1179 | 2.09447 2.19308 0.0204057 0.00176764 42922.9 10
: 1180 | 2.25191 2.09981 0.0201729 0.0017717 43475.4 11
: 1181 | 2.25245 2.33303 0.0209376 0.00177561 41749.4 12
: 1182 | 2.31253 1.96738 0.0201396 0.00176542 43539.3 13
: 1183 | 2.26313 2.11031 0.020158 0.00176973 43506 14
: 1184 | 2.26359 2.00055 0.020194 0.0017677 43416.1 15
: 1185 | 2.15091 1.97413 0.0202377 0.00177919 43340.3 16
: 1186 | 2.13011 1.92707 0.0201619 0.00177541 43510.2 17
: 1187 Minimum Test error found - save the configuration
: 1187 | 2.11795 1.90276 0.0202968 0.00190817 43505.1 0
: 1188 | 2.23512 2.2248 0.0202694 0.00177604 43258.9 1
: 1189 | 2.11903 2.28846 0.0201826 0.00177821 43468 2
: 1190 Minimum Test error found - save the configuration
: 1190 | 2.18057 1.85114 0.0203912 0.00188841 43236.8 0
: 1191 | 2.10671 2.98294 0.0203634 0.00176612 43017.1 1
: 1192 | 2.15425 2.04382 0.0201977 0.00177572 43426.3 2
: 1193 | 2.02633 2.80816 0.0201895 0.00178425 43465.9 3
: 1194 | 2.18196 2.33909 0.0203289 0.00182316 43229.8 4
: 1195 | 2.20352 2.77489 0.0214299 0.00180429 40763 5
: 1196 | 2.03888 2.00266 0.0206254 0.00179427 42482.9 6
: 1197 | 2.00262 2.07028 0.0201593 0.00177985 43526.9 7
: 1198 | 2.40346 2.28491 0.0203222 0.00186451 43342.4 8
: 1199 | 2.57956 2.10792 0.0206891 0.00179451 42340.1 9
: 1200 | 2.02851 2.30859 0.0202636 0.00177359 43266.7 10
: 1201 | 2.134 1.98059 0.0201583 0.00177061 43507.5 11
: 1202 | 2.48852 1.87526 0.0201674 0.00176583 43474.7 12
: 1203 | 2.28654 2.32462 0.0201696 0.00177337 43487.1 13
: 1204 | 2.0663 1.92281 0.0204823 0.00180842 42840.6 14
: 1205 | 2.41831 2.05788 0.0204749 0.00178951 42814.3 15
: 1206 | 2.07354 2.03209 0.020304 0.00178034 43188.1 16
: 1207 | 2.39024 2.13136 0.0201648 0.00177418 43500.5 17
: 1208 | 2.31475 1.93762 0.0201397 0.00177708 43566.7 18
: 1209 | 2.26 1.99165 0.0201423 0.00177572 43557.3 19
: 1210 | 2.1468 2.07358 0.0201703 0.00177564 43490.8 20
: 1211 | 2.03972 2.10018 0.020198 0.00177818 43431.5 21
:
: Elapsed time for training with 1000 events: 24.7 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0303 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 1.61 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.372 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.83673e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.41441e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0827 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.105 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00875 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.236 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 2 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0478 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00798 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: 0.0959 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0135 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: 0.00827 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00226 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3352 1.1893 [ 0.00020069 5.0000 ]
: var2: 2.4860 1.4342 [ 0.00071490 5.0000 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.231 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0283 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: -0.027271 1.0264 [ -3.3694 5.7307 ]
: var2: 0.0028453 0.98623 [ -5.7307 5.7307 ]
: fvalue: 163.91 83.651 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.98 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.232 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.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.0222 -0.0272 1.53 1.24 | 3.277 3.289
: datasetreg BDTG : 0.0707 0.102 2.45 1.95 | 3.100 3.175
: datasetreg KNN : -0.237 0.578 5.17 3.44 | 2.898 2.939
: datasetreg PDEFoam : 0.106 -0.0677 9.22 7.74 | 2.283 2.375
: datasetreg 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
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.0130 -0.0152 1.38 1.08 | 3.327 3.332
: datasetreg BDTG : 0.0597 0.0107 0.566 0.293 | 3.441 3.466
: datasetreg KNN : -0.425 0.423 5.19 3.54 | 3.006 3.034
: datasetreg PDEFoam : 8.35e-07 0.106 8.04 6.57 | 2.488 2.579
: datasetreg LD :-1.03e-06 1.54 20.1 18.5 | 2.134 2.153
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
else {
TFile::SetCacheFileDir(".");
input = TFile::Open("http://root.cern/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/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:555
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:53
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:4082
TFile::SetCacheFileDir
static Bool_t SetCacheFileDir(std::string_view cacheDir, Bool_t operateDisconnected=kTRUE, Bool_t forceCacheread=kFALSE)
Sets the directory where to locally stage/cache remote files.
Definition TFile.cxx:4618
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:943
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:524
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:563
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:632
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:512
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:485
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:47
TString
Basic string class.
Definition TString.h:139
TString::IsNull
Bool_t IsNull() const
Definition TString.h:414
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1296
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
Author
Andreas Hoecker

Definition in file TMVARegression.C.